@phdthesis{
AbrahamPHD,
   Author = {Abraham, T.},
   Title = {Knowledge Discovery in Spatio-Temporal Databases},
   School = {University of South Australia},
   Type = {PhD},
 Keywords = {STDMBib1.1, STDM2MISC},
   Year = {1999} }




@inproceedings{
AbrahamRoddick97,
   Author = {Abraham, T. and Roddick, John F.},
   Title = {Discovering meta-rules in mining temporal and spatio-temporal data},
   BookTitle = {Eighth International Database Workshop, Data Mining, Data Warehousing and Client/Server Databases (IDW'97)},
   Editor = {Fong, J.},
   Address= {Hong Kong},
   Publisher = {Springer-Verlag},
   Pages = {30-41},
 Keywords = {dm, STDMBib1.2, STDMBib3, STDM2STDM STDM2Causal KDMLab},
   Year = {1997} }




@article{
AbrahamRoddick98,
   Author = {Abraham, T. and Roddick, John F.},
   Title = {Opportunities for knowledge discovery in spatio-temporal information systems},
   Journal = {Australian Journal of Information Systems},
   Volume = {5},
   Number = {2},
   Pages = {3-12},
 Keywords = {dm, STDMBib3, STDM2MISC KDMLab},
   Year = {1998} }




@incollection{
AbrahamRoddick99,
   Author = {Abraham, T. and Roddick, John F.},
   Title = {Incremental meta-mining from large temporal data sets},
   BookTitle = {Advances in Database Technologies, Proc. First International Workshop on Data Warehousing and Data Mining, DWDM'98},
   Editor = {Kambayashi, Y. and Lee, D.K. and Lim, E-P and Mohania, M. and Masunaga, Y.},
   Series = {Lecture Notes in Computer Science},
   Publisher = {Springer-Verlag},
   Address = {Berlin},
   Volume = {1552},
   Pages = {41-54},
 Keywords = {STDMBib1.2, DM STDM2Causal KDMLab},
   Year = {1999} }




@inproceedings{
ALSS95,
   Author = {Agrawal, R. and Lin, K.-I. and Sawhney, H.S. and Shim, K.},
   Title = {Fast similarity search in the presence of noise, scaling, and translation in time-series databases},
   BookTitle = {Twenty-First International Conference on Very Large Data Bases},
   Address= {Zurich, Switzerland},
   Publisher = {Morgan Kaufmann},
   Pages = {490-501},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1995} }




@inproceedings{
AgrawalPsaila95,
   Author = {Agrawal, Rakesh and Psaila, Giuseppe},
   Title = {Active Data Mining},
   BookTitle = {First International Conference on Knowledge Discovery and Data Mining (KDD-95)},
   Editor = {Fayyad, Usama, M. and Uthurusamy, Ramasamy.},
   Address= {Montreal, Quebec, Canada},
   Publisher = {AAAI Press, Menlo Park, CA, USA},
   Pages = {3-8},
 Keywords = {STDMBib1.2, data mining, temporal, time series STDM2Causal},
   Year = {1995} }




@inproceedings{
APWZ95,
   Author = {Agrawal, Rakesh and Psaila, Giuseppe and Wimmers, Edward L. and Zaot, Mohamed},
   Title = {Querying shapes of histories},
   BookTitle = {Twenty-first International Conference on Very Large Databases (VLDB '95)},
   Editor = {Dayal, Umeshwar and Gray, Peter M.D. and Nishio, Shojiro},
   Address= {Zurich, Switzerland},
   Publisher = {Morgan Kaufmann Publishers, Inc. San Francisco, USA},
   Pages = {502-514},
 Keywords = {STDMBib1.4, data mining, temporal patterns, STDM2Series},
   Year = {1995} }




@inproceedings{
AgrawalSrikant:icde95,
   Author = {Agrawal, Rakesh and Srikant, Ramakrishnan},
   Title = {Mining sequential patterns},
   BookTitle = {Eleventh International Conference on Data Engineering},
   Editor = {Yu, Philip S. and Chen, Arbee S. P.},
   Address= {Taipei, Taiwan},
   Publisher = {IEEE Computer Society Press},
   Pages = {3-14},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1995} }




@inproceedings{
AlNaemi94,
   Author = {Al-Naemi, S.},
   Title = {A Theoretical Framework for Temporal Knowledge Discovery},
   BookTitle = {International Workshop on Spatio-Temporal Databases},
   Address= {Benicassim, Spain},
   Pages = {23-33},
 Keywords = {STDMBib1.1, data mining , temporal, STDM2Frm},
   Year = {1994} }




@inproceedings{
AleRossi2000,
   Author = {Ale, Juan M.  and Rossi, Gustavo H.},
   Title = {An Approach To Discovering Temporal Association Rules},
   BookTitle = {2000 ACM Symposium on Applied Computing},
   Editor = {Carroll, Janice and Damiani, Ernesto and Haddad, Hisham and Oppenheim, David},
   Address= {Como, Italy},
   Publisher = {ACM},
   Volume = {1},
   Pages = {294-300},
 Keywords = {STDM2ASS},
   Year = {2000} }




@inproceedings{
AndrienkoAndrienko99,
   Author = {Andrienko, Gennady L. and Andrienko, Natalia V.},
   Title = {Knowledge-Based Visualization to Support Spatial Data Mining},
   BookTitle = {Third International Symposium on Advances in Intelligent Data Analysis, IDA-99},
   Editor = {Hand, David J. and Kok, Joost N. and Berthold, Michael R.},
   Series= {Lecture Notes in Computer Science},
   Address= {Amsterdam, The Netherlands},
   Publisher = {Springer},
   Volume = {1642},
   Pages = {149-160},
 Keywords = {STDM2Spat},
   Year = {1999} }




@inproceedings{
ABKS99,
   Author = {Ankerst, M. and Breunig, M. and Kriegel, H.-P. and Sander, J.},
   Title = {OPTICS: Ordering points to identify the clustering structure},
   BookTitle = {ACM SIGMOD International Conference on the Management of Data},
   Address= {Philadelphia, PA, USA},
   Publisher = {ACM},
   Pages = {49-60},
 Keywords = {STDM2Spat},
   Year = {1999} }




@inproceedings{
AKKS99,
   Author = {Ankerst, M. and Kastenm�ller, G. and Kriegel, H.-P. and Seidl, T.},
   Title = {3D Shape Histograms for Similarity Search and Classification in Spatial Databases},
   BookTitle = {Advances in Spatial Databases, 6th International Symposium, SSD'99},
   Editor = {G�ting, R. and Papadias, D. and Lochovsky, F.},
   Address= {Hong Kong, China},
   Publisher = {Springer},
   Volume = {1651},
   Pages = {207-228},
 Keywords = {STDM2Spat},
   Year = {1999} }




@inproceedings{
Bayardo:SIGMOD98,
   Author = {Bayardo Jr, R.J.},
   Title = {Efficiently mining long patterns from databases},
   BookTitle = {ACM SIGMOD Conference on the Management of Data},
   Address= {Seattle, WA, USA},
   Publisher = {ACM Press},
   Pages = {85-93},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1998} }




@inproceedings{
BAS94,
   Author = {Bell, D.A. and Anand, S.S. and Shapcott, C.M.},
   Title = {Data Mining in Spatial Databases},
   BookTitle = {International Workshop on Spatio-Temporal Databases},
   Address= {Benicassim, Spain},
 Keywords = {STDMBib2, spatial, data mining STDM2Spat},
   Year = {1994} }




@incollection{
BergerTuzhilin98,
   Author = {Berger, G. and Tuzhilin, A.},
   Title = {Discovering unexpected patterns in temporal data using temporal logic},
   BookTitle = {Temporal Databases - Research and Practice},
   Editor = {Etzion, O. and Jajodia, S. and Sripada, S.},
   Series = {Lecture Notes in Computer Science},
   Publisher = {Springer-Verlag},
   Address = {Berlin},
   Volume = {1399},
   Pages = {281-309},
 Keywords = {STDMBib1.3, STDMBib1.1, Interestingness, STDM2Frm STDM2PATT},
   Year = {1998} }




@incollection{
BC95,
   Author = {Berndt, D.J. and Clifford, J.},
   Title = {Finding patterns in time series: a dynamic programming approach},
   BookTitle = {Advances in Knowledge Discovery and Data Mining},
   Editor = {Fayyad, U.M. and Piatetsky-Shapiro, G. and Smyth, P. and Uthurusamy, R.},
   Publisher = {AAAI Press/ MIT Press},
   Pages = {229-248},
 Keywords = {STDMBib1.4, data mining, temporal, time series STDM2Series},
   Year = {1995} }




@inproceedings{
BWJ96,
   Author = {Bettini, C. and Wang, X. S. and Jajodia, S.},
   Title = {Testing Complex Temporal Relationships Involving Multiple Granularities and its Application to Data Mining},
   BookTitle = {15th ACM SIGACT-SIGMOD-SIGART Symposium on the Principles of Database Systems},
   Address= {Montreal, Canada},
   Publisher = {ACM Press},
   Pages = {68-78},
 Keywords = {STDM2causal},
   Year = {1996} }




@article{
BWJ98,
   Author = {Bettini, C. and Wang, X. S. and Jajodia, S.},
   Title = {Mining Temporal Relationships with Multiple Granularities in Time Sequences},
   Journal = {Data Engineering Bulletin},
   Volume = {21},
   Number = {1},
   Pages = {32-38},
 Keywords = {STDM2Temp, STDM2causal},
   Year = {1998} }




@article{
BWJL98,
   Author = {Bettini, Claudio and Wang, X. Sean and Jajodia, S. and Lin, Jia-Ling},
   Title = {Discovering Frequent Event Patterns with Multiple Granularities in Time Sequences},
   Journal = {IEEE Transactions on Knowledge and Data Engineering},
   Volume = {10},
   Number = {2},
   Pages = {222-237},
 Keywords = {STDM2PATT},
   Year = {1998} }




@inproceedings{
BigolinMarsala98,
   Author = {Bigolin, Nara Martini and Marsala, Christophe},
   Title = {Fuzzy Spatial OQL for Fuzzy Knowledge Discovery in Databases},
   BookTitle = {Second European Symposium on the Principles of Data Mining and Knowledge Discovery, PKDD'98},
   Editor = {Zytkow, Jan M. and Quafalou, Mohamed},
   Series= {Lecture Notes in Computer Science},
   Address= {Nantes, France},
   Publisher = {Springer-Verlag, Berlin},
   Volume = {1510},
   Pages = {246-254},
 Keywords = {STDM2Spat},
   Year = {1998} }




@inproceedings{
Bittner2000,
   Author = {Bittner, T.},
   Title = {Rough Sets in Spatio-Temporal Data Mining},
   BookTitle = {International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {2007},
 Keywords = { STDM2STDM},
   Year = {2000} }




@article{
BlackHickey99,
   Author = {Black, M M and Hickey, R J},
   Title = {Maintaining the Performance of a Learned Classifier under Concept Drift},
   Journal = {Intelligent Data Analysis},
   Volume = {3},
   Number = {6},
   Pages = {453-474},
 Keywords = {STDM2FRM},
   Year = {1999} }




@incollection{
Blum82b,
   Author = {Blum, R.L.},
   Title = {Discovery and Representation of Causal Relationships from a Large Time-Oriented Clinical Database: The {RX} Project},
   BookTitle = {Lecture Notes in Medical Informatics},
   Publisher = {Springer-Verlag},
   Volume = {19},
 Keywords = {STDMBib1.2, data mining, RX project, medical STDM2Causal
MedDM},
   Year = {1982} }




@article{
Blum82,
   Author = {Blum, R.L.},
   Title = {Discovery, Confirmation and Interpretation of Causal Relationships from a Large Time-Oriented Clinical Database: The {RX} Project},
   Journal = {Computers and Biomedical Research},
   Volume = {15},
   Number = {2},
   Pages = {164-187},
 Keywords = {STDMBib1.2, data mining, RX project, medical STDM2Causal},
   Year = {1982} }




@inproceedings{
CSD98,
   Author = {Chakrabarti, S. and Sarawagi, S. and Dom, B.},
   Title = {Mining surprising patterns using temporal description length},
   BookTitle = {Twenty-Fourth International Conference on Very Large databases VLDB'98},
   Editor = {Gupta, Ashish and Shmueli, Oded and Widom, Jennifer},
   Address= {New York, NY},
   Publisher = {Morgan Kaufmann},
   Pages = {606-617},
 Keywords = {STDMBib1.2 STDM2Causal},
   Year = {1998} }




@inproceedings{
CSWO2000,
   Author = {Chawla, Sanjay and Shekhar, Shashi and Wu, Weili and Ozesmi, Uygar},
   Title = {Extending Data Mining for Spatial Applications: A Case Study in Predicting Nest Locations},
   BookTitle = {ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery},
   Editor = {Gunopulos, Dimitrios and Rastogi, Rajeev},
   Address= {Texas, USA},
   Publisher = {ACM},
   Pages = {70-77},
 Keywords = {STDM2Spat},
   Year = {2000} }




@inproceedings{
CPY96,
   Author = {Chen, M.S. and Park, J.S. and Yu, P.S.},
   Title = {Data mining for path traversal patterns in a web environment},
   BookTitle = {Sixteenth International Conference on Distributed Computing Systems},
   Pages = {385-392},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1996} }




@inproceedings{
ChenPetrounias98,
   Author = {Chen, X and Petrounias, I},
   Title = {Language support for temporal data mining},
   BookTitle = {Second European Symposium on Principles of Data Mining and Knowledge Discovery, PKDD'98},
   Editor = {Zytkow, Jan M. and Quafalou, Mohamed},
   Series= {Lecture Notes in Computer Science},
   Address= {Nantes, France},
   Publisher = {Springer-Verlag, Berlin},
   Volume = {1510},
   Pages = {282-290},
 Keywords = {STDMBib1.2 STDM2Causal},
   Year = {1998} }




@inproceedings{
ChenPetrounias98,
   Author = {Chen, X. and Petrounias, I.},
   Title = {A framework for temporal data mining},
   BookTitle = {Ninth International Conference on Database and Expert Systems Applications, DEXA'98},
   Editor = {Quirchmayr, G. and Schweighofer, E. and Bench-Capon, T.J.M.},
   Series= {Lecture Notes in Computer Science},
   Address= {Vienna, Austria},
   Publisher = {Springer-Verlag},
   Volume = {1460},
   Pages = {796-805},
   Abstract = {abstract},
 Keywords = {STDMBib1.1, DMQL, STDM2Frm},
   Year = {1998} }




@inproceedings{
ChenPetrounias99,
   Author = {Chen, X. and Petrounias, I.},
   Title = {Mining Temporal Features in Association Rules},
   BookTitle = {3rd European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'99)},
   Editor = {Zytkow, J.M. and Rauch, J.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Prague},
   Publisher = {Springer},
   Volume = {1704},
   Pages = {295-300},
 Keywords = {STDMBib1.1 STDM2Ass},
   Year = {1999} }




@inproceedings{
CPH98,
   Author = {Chen, X. and Petrounias, I. and Heathfield, H.},
   Title = {Discovering temporal association rules in temporal databases},
   BookTitle = {International Workshop on Issues and Applications of Database Technology (IADT'98)},
   Pages = {312-319},
 Keywords = {STDMBib1.2 STDM2Ass STDM2Causal},
   Year = {1998} }




@inproceedings{
ChenPetrounias2000ICDE,
   Author = {Chen, Xiaodong and Petrounias, Ilias},
   Title = {Discovering Temporal Association Rules: Algorithms, Language and System},
   BookTitle = {Sixteenth International Conference on Data Engineering (ICDE2000)},
   Address= {San Diego, California, USA},
   Publisher = {IEEE Computer Society},
   Pages = {306},
 Keywords = {STDM2Ass},
   Year = {2000} }




@inproceedings{
ChenPetrounias2000,
   Author = {Chen, Xiaodong and Petrounias, Ilias},
   Title = {An Integrated Query and Mining System for Temporal Association Rules},
   BookTitle = {Second International Conference on Data Warehousing and Knowledge Discovery (DaWaK 2000)},
   Editor = {Kambayashi, Yahiko and Mohania, Mukesh K. and Tjoa, A. Min},
   Series= {Lecture Notes in Computer Science},
   Address= {London, UK},
   Publisher = {Springer},
   Volume = {1874},
   Pages = {327-336},
 Keywords = {STDM2Ass},
   Year = {2000} }




@techreport{
CDT95,
   Author = {Clifford, James and Dhar, Vasant and Tuzhilin, Alexander},
   Title = {Knowledge Discovery from Databases: The NYU Project},
   Institution = {New York University},
   Number = {IS-95-12},
   Type = {Technical Report},
 Keywords = {STDM2Series},
   Year = {1995} }




@article{
DietterichMichalski85,
   Author = {Dietterich, T.G. and Michalski, R.S.},
   Title = {Discovering patterns in sequences of events},
   Journal = {Artificial Intelligence},
   Volume = {25},
   Pages = {187-232},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1985} }




@inproceedings{
Dousson99,
   Author = {Dousson, C. and Duong, T. Vu},
   Title = {Discovering chronicles with numerical time constraints from alarm logs for monitoring dynamic systems.},
   BookTitle = {Sixteenth International Joint Conference on Artificial Intelligence},
   Editor = {Dean, Thomas},
   Address= {Stockholm, Sweden},
   Publisher = {Morgan Kaufmann},
   Pages = {620-626},
 Keywords = {STDM2PATT},
   Year = {1999} }




@inproceedings{
EFKS98,
   Author = {Ester, M. and Frommelt, A. and Kriegel, H.P. and Sander, J .},
   Title = {Algorithms for characterization and trend detection in spatial databases},
   BookTitle = {Fourth International Conference on Knowledge Discovery and Data Mining.},
   Editor = {Agrawal, R. and Stolorz, P. and Piatetsky-Shapiro, G.},
   Address= {New York, NY},
   Publisher = {AAAI Press, Menlo Park},
   Pages = {44-50},
 Keywords = {STDMBib2 STDM2Spat},
   Year = {1998} }




@inproceedings{
EGKS99,
   Author = {Ester, M. and Gundlach, S. and Kriegel, H.-P. and Sander, J.},
   Title = {Database Primitives for Spatial Data Mining},
   BookTitle = {International Conference on Databases in Office, Engineering and Science, BTW'99},
   Address= {Freiberg, Germany},
   Pages = {137-150},
 Keywords = {STDM2Spat},
   Year = {1999} }




@inproceedings{
EKS99,
   Author = {Ester, M. and Kriegel, H.-P. and Sander, J.},
   Title = {Knowledge Discovery in Spatial Databases},
   BookTitle = {23rd German Conference on Artificial Intelligence, KI'99},
   Series= {Lecture Notes in Computer Science},
   Address= {Bonn, Germany},
   Publisher = {Springer},
   Volume = {1701},
   Pages = {61-74},
 Keywords = {STDM2Spat},
   Year = {1999} }




@inproceedings{
EKX95-2,
   Author = {Ester, M. and Kriegel, H.-P. and Xu, X.},
   Title = {A Database Interface for Clustering in Large Spatial Databases},
   BookTitle = {First International Conference on Knowledge Discovery and Data Mining, KDD'95},
   Address= {Montreal, Canada},
   Publisher = {AAAI Press},
   Pages = {94-99},
 Keywords = {STDM2Clust STDM2Spat},
   Year = {1995} }




@inproceedings{
EKX95,
   Author = {Ester, M. and Kriegel, H.-P. and Xu, X.},
   Title = {Knowledge discovery in large spatial databases: focusing techniques for efficient class identification},
   BookTitle = {Advances in Spatial Databases, 4th International Symposium, SSD'95},
   Editor = {Egenhofer, M. and Herring, J.},
   Series= {Lecture Notes in Computer Science},
   Address= {Portland, ME},
   Publisher = {Springer},
   Volume = {951},
   Pages = {67-82},
 Keywords = {STDM2Spat},
   Year = {1995} }




@inproceedings{
EsterWittman98,
   Author = {Ester, M. and Wittmann, R.},
   Title = {Incremental Generalization for Mining in a Data Warehousing Environment},
   BookTitle = {Sixth International Conference on Extending Database Technology},
   Editor = {Schek, H.-J. and Saltor, F. and Ramos, I.},
   Series= {Lecture Notes in Computer Science},
   Address= {Valencia, Spain},
   Publisher = {Springer},
   Volume = {1377},
   Pages = {135-149},
 Keywords = {STDM2Spat},
   Year = {1998} }




@article{
EFKS2000,
   Author = {Ester, Martin and Frommelt, Alexander and Kriegel, Hans-Peter and Sander, J�rg},
   Title = {Spatial Data Mining: Database Primitives, Algorithms and Efficient DBMS Support},
   Journal = {Data Mining and Knowledge Discovery},
   Volume = {4},
   Number = {2/3},
   Pages = {193-216},
 Keywords = {STDM2Spat},
   Year = {2000} }




@inproceedings{
EKS97,
   Author = {Ester, Martin and Kriegel, Hans-Peter and Sander, Jorg},
   Title = {Spatial Data Mining: A Database Approach},
   BookTitle = {Fifth Symposium on Large Spatial Databases (SSD'97)},
   Editor = {Scholl, Michel and Voisard, Agn�s},
   Series= {Lecture Notes in Computer Science},
   Address= {Berlin, Germany},
   Publisher = {Springer},
   Volume = {1262},
   Pages = {48-66},
 Keywords = {STDMBib2, STDM2Spat},
   Year = {1997} }




@inproceedings{
EKSX96,
   Author = {Ester, Martin and Kriegel, Hans-Peter and Sander, Jorg and Xu, Xiaowei},
   Title = {A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise},
   BookTitle = {Second International Conference on Knowledge Discovery and Data Mining},
   Editor = {Simoudis, Evangelos and Han, Jiawei and Fayyad, Usama},
   Address= {Portland, Oregon},
   Publisher = {AAAI Press},
   Pages = {226-231},
 Keywords = {STDMBib2,  STDM2Clust STDM2Spat},
   Year = {1996} }




@inproceedings{
EstivillCastroHoule2000,
   Author = {Estivill-Castro, V. and Houle, M.},
   Title = {Fast Randomized Algorithms for Robust Estimation of Location},
   BookTitle = {International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {2007},
 Keywords = {STDM2Spat},
   Year = {2000} }




@inproceedings{
EstivillCastroLee2000,
   Author = {Estivill-Castro, V. and Lee, I.},
   Title = {AUTOCLUST+: Automatic Clustering of Point-Data Sets in the Presence of Obstacles},
   BookTitle = {International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {2007},
 Keywords = {STDM2Clust STDM2Spat},
   Year = {2000} }




@inproceedings{
Estivill-CastroMurray98,
   Author = {Estivill-Castro, V. and Murray, A.T.},
   Title = {Discovering associations in spatial data-an efficient mediod based approach},
   BookTitle = {Second Pacific-Asia Conference on Research and Development in Knowledge Discovery and Data Mining, PAKDD-98},
   Publisher = {Springer-Verlag, Berlin},
   Pages = {110-121},
 Keywords = {STDMBib2 STDM2Ass STDM2Spat},
   Year = {1998} }




@inproceedings{
FRM94,
   Author = {Faloutsos, C.  and Ranganathan, M.  and Manolopoulos, Y.},
   Title = {Fast subsequence matching in time-series databases},
   BookTitle = {ACM SIGMOD Conference on the Management of Data},
   Address= {Minneapolis, USA},
   Pages = {419-429},
 Keywords = {STDMBib1.4 STDM2Series},
   Year = {1994} }




@inproceedings{
FawcettProvost99,
   Author = {Fawcett, Tom and Provost, Foster},
   Title = {Activity Monitoring: Noticing Interesting Changes in Behaviour},
   BookTitle = {Fifth International Conference on Knowledge Discovery and Data Mining},
   Editor = {Chaudhuri, S. and Madigan, D.},
   Address= {San Diego, CA, USA},
   Publisher = {ACM Press},
   Pages = {53-62},
 Keywords = {STDM2Frm},
   Year = {1999} }




@inproceedings{
GuralnikSrivastava99,
   Author = {Guralnik, V. and Srivastava, J.},
   Title = {Event Detection from Time Series Data},
   BookTitle = {Fifth International Conference on Knowledge Discovery and Data Mining},
   Editor = {Chaudhuri, S. and Madigan, D.},
   Address= {San Diego, CA, USA},
   Publisher = {ACM Press},
   Pages = {33-42},
 Keywords = {STDMBib1.0, STDM2Series},
   Year = {1999} }




@inproceedings{
HamiltonRandall99,
   Author = {Hamilton, H.J. and Randall, D.J.},
   Title = {Heuristic Selection of Aggregated Temporal Data for Knowledge Discovery},
   BookTitle = {Multiple Approaches to Intelligent Systems, 12th International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems, IEA/AIE-99,},
   Editor = {Imam, I. and Kodratoff, Y. and El-Dessouki, A. and Ali, M.},
   Series= {Lecture Notes in Computer Science},
   Address= {Cairo, Egypt},
   Publisher = {Springer},
   Volume = {1611},
   Pages = {714-723},
 Keywords = {STDM2Causal},
   Year = {1999} }




@inproceedings{
HRH2000,
   Author = {Hamilton, H.J. and Randall, D.J.},
   Title = {Data Mining with Calendar Attributes},
   BookTitle = {International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {2007},
 Keywords = {STDM2Temp},
   Year = {2000} }




@inproceedings{
HDY99,
   Author = {Han, J. and Dong, G. and Yin, Y.},
   Title = {Efficient Mining of Partial Periodic Patterns in Time Series Database},
   BookTitle = {Fifteenth International Conference on Data Engineering},
   Address= {Sydney, Australia},
   Publisher = {IEEE Computer Society},
   Pages = {106-115},
 Keywords = {STDMBib1, STDM2Series},
   Year = {1999} }




@inproceedings{
HGY97,
   Author = {Han, J. and Gong, W. and Yin, Y.},
   Title = {Mining segment-wise periodic patterns in time-related databases},
   BookTitle = {Fourth International Conference on Knowledge Discovery and Data Mining},
   Publisher = {AAAI Press, Menlo Park},
   Pages = {214-218},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1998} }




@inproceedings{
HSK98,
   Author = {Han, J. and Stefanovic, N. and Koperski, K.},
   Title = {Selective Materialization: An Efficient Method for Spatial Data Cube Construction},
   BookTitle = {Research and Development in Knowledge Discovery and Data Mining, Second Pacific-Asia Conference, PAKDD'98},
   Editor = {Wu, X. and Ramamohanarao, K. and Korb, K.},
   Address= {Melbourne, Australia},
   Pages = {144-158},
 Keywords = {STDM2Spat},
   Year = {1998} }




@inproceedings{
HKS97,
   Author = {Han, Jiawei and Koperski, Krzysztof and Stefanovic, Nebojsa},
   Title = {GeoMiner: A System Prototype for Spatial Data Mining},
   BookTitle = {ACM SIGMOD Conference on the Management of Data},
   Editor = {Peckham, Joan},
   Address= {Tucson, Arizona, USA},
   Publisher = {ACM Press},
   Pages = {553-556},
 Keywords = {STDMBib2, STDM2Spat},
   Year = {1997} }




@inproceedings{
HickeyBlack2000,
   Author = {Hickey, R. and Black, M.M.},
   Title = {Refined Time Stamps for Concept Drift Detection During Mining for Classification Rules},
   BookTitle = {International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {2007},
 Keywords = {STDM2TEMP},
   Year = {2000} }




@inproceedings{
Hoeppner2001,
   Author = {Hoeppner, Frank},
   Title = {Learning Temporal Rules from State Sequences},
   BookTitle = {IJCAI Workshop on Learning from Temporal and Spatial Data},
   Address= {Seattle, USA},
 Keywords = {STDM2TEMP},
   Year = {2001} }




@inproceedings{
Imam94,
   Author = {Imam, Ibrahim F.},
   Title = {An experimental study of discovery in large temporal databases},
   BookTitle = {Seventh International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems, IEA/AIE '94},
   Pages = {171-180},
 Keywords = {STDMBib1.2 STDM2Causal},
   Year = {1994} }




@inproceedings{
KamFu2000,
   Author = {Kam, Po-Shan and Fu, Ada Wai-Chee},
   Title = {Discovering Temporal Patterns for Interval-Based Events},
   BookTitle = {Second International Conference on Data Warehousing and Knowledge Discovery (DaWaK 2000)},
   Editor = {Kambayashi, Yahiko and Mohania, Mukesh K. and Tjoa, A. Min},
   Series= {Lecture Notes in Computer Science},
   Address= {London, UK},
   Publisher = {Springer},
   Volume = {1874},
   Pages = {317-326},
 Keywords = {STDM2PATT},
   Year = {2000} }




@inproceedings{
KKL97,
   Author = {Kang, In-Soo and Kim, Tae-Wan and Li, Ki-Joune},
   Title = {A Spatial Data Mining Method by Delaunay Triangulation},
   BookTitle = {Fifth ACM Workshop on Geographic Information Systems, GIS'97},
   Address= {Las Vegas, Nevada},
   Pages = {35-39},
 Keywords = {STDMBib2, STDM2Spat},
   Year = {1997} }




@inproceedings{
KeoghSmyth97,
   Author = {Keogh, E. and Smyth, P.},
   Title = {A probabilistic approach to fast pattern matching in time series databases},
   BookTitle = {Third International Conference on Knowledge Discovery and Data Mining},
   Editor = {Heckerman, D. and Mannila, H. and Pregibon, D. and Uthurusamy, R.},
   Address= {Newport Beach, CA, USA},
   Publisher = {AAAI Press, Menlo Park,  California.},
   Pages = {24-30},
 Keywords = {STDMBib1.4, time series data, data mining, temporal STDM2Series},
   Year = {1997} }




@inproceedings{
KeoghPazzani99,
   Author = {Keogh, E.J. and Pazzani, M.},
   Title = {An Indexing Scheme for Fast Similarity Search in Large Time Series Databases},
   BookTitle = {11th International Conference on Scientific and Statistical Database Management, SSDBM'99},
   Address= {Cleveland, OH},
   Publisher = {IEEE Computer Society},
   Pages = {56-67},
 Keywords = {STDM2Series},
   Year = {1999} }




@inproceedings{
KeoghPazzani2000,
   Author = {Keogh, E.J. and Pazzani, M.J.},
   Title = {A Simple Dimensionality Reduction Technique for Fast Similarity Search in Large Time Series Databases},
   BookTitle = {Knowledge Discovery and Data Mining, Current Issues and New Applications, 4th Pacific-Asia Conference, PAKDD 2000},
   Editor = {Terano, T. and Liu, H. and Chen, A.},
   Series= {Lecture Notes in Computer Science},
   Address= {Kyoto, Japan},
   Publisher = {Springer},
   Volume = {1805},
   Pages = {122-133},
 Keywords = {STDM2Series},
   Year = {2000} }




@inproceedings{
KeoghPazzani:PKDD99,
   Author = {Keogh, Eamonn  and Pazzani, M.},
   Title = {Scaling up Dynamic Time Warping to Massive Datasets},
   BookTitle = {3rd European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'99)},
   Editor = {Zytkow, J.M. and Rauch, J.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Prague, Czech Republic},
   Publisher = {Springer},
   Volume = {1704},
   Pages = {1-11},
 Keywords = {STDM2Temp},
   Year = {1999} }




@inproceedings{
KeoghPazzani:KDD98,
   Author = {Keogh, Eamonn and Pazzani, M.},
   Title = {An enhanced representation of time series which allows fast and accurate classification, clustering and relevance feedback},
   BookTitle = {Fourth International Conference on Knowledge Discovery and Data Mining (KDD'98)},
   Editor = {Agrawal, R. and Stolorz, P. and Piatetsky-Shapiro, G.},
   Address= {New York City, NY},
   Publisher = {ACM Press},
   Pages = {239-241},
 Keywords = { STDM2Clust},
   Year = {1998} }




@inproceedings{
Ketterlin97,
   Author = {Ketterlin, A.},
   Title = {Clustering Sequences of Complex Objects},
   BookTitle = {Third International Conference on Knowledge Discovery and Data Mining},
   Editor = {Heckerman, D. and Mannila, H. and Pregibon, D. and Uthurusamy, R.},
   Address= {Newport Beach, CA, USA},
   Publisher = {AAAI Press, Menlo Park,  California.},
   Pages = {215-218},
 Keywords = {data mining, sequences, temporal, clustering STDM2Clust},
   Year = {1997} }




@inproceedings{
KLH2000,
   Author = {Kim, Edward and Lam, Joyce M. W. and Han, Jiawei},
   Title = {AIM: Approximate Intelligent Matching for Time Series Data},
   BookTitle = {Second International Conference on Data Warehousing and Knowledge Discovery (DaWaK 2000)},
   Editor = {Kambayashi, Yahiko and Mohania, Mukesh K. and Tjoa, A. Min},
   Series= {Lecture Notes in Computer Science},
   Address= {London, UK},
   Publisher = {Springer},
   Volume = {1874},
   Pages = {347-357},
 Keywords = {STDM2Series},
   Year = {2000} }




@inproceedings{
Klosgen95b,
   Author = {Klosgen, W.},
   Title = {Deviation and association patterns for subgroup mining in temporal, spatial, and textual data bases},
   BookTitle = {First International Conference on Rough Sets and Current Trends in Computing, RSCTC'98},
   Publisher = {Springer-Verlag, Berlin,},
   Pages = {1-18},
 Keywords = {data mining, explora, STDMBib1.3, STDMBib2.0 STDM2PATT STDM2STDM},
   Year = {1995} }




@inproceedings{
Klosgen98,
   Author = {Klosgen, W.},
   Title = {Subgroup mining in temporal, spatial and textual databases},
   BookTitle = {International Symposium on Digital Media Information Base},
   Publisher = {World Scientific, Singapore},
   Pages = {246-261},
 Keywords = {STDMBib1, STDM2STDM},
   Year = {1998} }




@article{
KnorrNg96,
   Author = {Knorr, E.M. and Ng, R.T.},
   Title = {Finding aggregate proximity relationships and commonalities in spatial data mining},
   Journal = {IEEE Transactions on Knowledge and Data Engineering},
   Volume = {8},
   Number = {6},
   Pages = {884-897},
 Keywords = {STDMBib2 STDM2Spat},
   Year = {1996} }




@incollection{
KNS97,
   Author = {Knorr, E.M. and Ng, R.T. and Shilvock, D.L.},
   Title = {Finding boundary shape matching relationships in spatial data},
   BookTitle = {Advances in Spatial Databases - Proc. 5th International Symposium, SSD '97},
   Publisher = {Springer-Verlag, Berlin},
   Pages = {29-46},
 Keywords = {STDMBib2 STDM2Spat},
   Year = {1997} }




@inproceedings{
KnorrNg96,
   Author = {Knorr, Edwin M. and Ng, Raymond T.},
   Title = {Extraction of Spatial Proximity Patterns by Concept Generalization},
   BookTitle = {Second International Conference on Knowledge Discovery and Data Mining},
   Editor = {Simoudis, Evangelos and Han, Jiawei and Fayyad, Usama},
   Address= {Portland, Oregon},
   Publisher = {AAAI Press},
   Pages = {347-350},
 Keywords = {STDMBib2, STDM2Spat},
   Year = {1996} }




@inproceedings{
KoperskiHan95,
   Author = {Koperski, K. and Han, J.},
   Title = {Discovery of Spatial Association Rules in Geographic Information Databases},
   BookTitle = {Fourth International  Symposium on Large Spatial Databases},
   Address= {Maine},
   Pages = {47-66},
 Keywords = {STDMBib2, spatial, data mining, STDM2Ass STDM2Spat},
   Year = {1995} }




@phdthesis{
Koperski99,
   Author = {Koperski, Krzysztof},
   Title = {Progressive Refinement Approach to Spatial Data Mining},
   School = {Simon Fraser University},
   Type = {Ph.D.},
 Keywords = {STDM2MISC},
   Year = {1999} }




@inproceedings{
KAH96,
   Author = {Koperski, Krzysztof and Adhikary, Junas and Han, Jiawei},
   Title = {Knowledge Discovery in Spatial Databases: Progress and Challenges},
   BookTitle = {ACM SIGMOD Workshop on Research Issues on Data Mining and Knowledge Discovery},
   Address= {Montreal, Canada},
   Pages = {55-70},
 Keywords = {STDMBib2, STDM2Spat},
   Year = {1996} }




@inproceedings{
LZO99,
   Author = {Lesh, Neal and Zaki, Mohammed J. and Ogihara, Mitsunori},
   Title = {Mining Features for Sequence Classification},
   BookTitle = {Fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
   Editor = {Chaudhuri, S. and Madigan, D.},
   Address= {San Diego},
   Publisher = {ACM Press},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1999} }




@inproceedings{
LWJ00,
   Author = {Li, Y. and Wang, X.S. and Jajodia, S.},
   Title = {Discovering Temporal Patterns in Multiple Granularities},
   BookTitle = {International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {2007},
 Keywords = {STDM2PATT},
   Year = {2000} }




@inproceedings{
LinKedem98,
   Author = {Lin, D-I and Kedem, Z.M.},
   Title = {Pincer Search: A new algorithm for discovering the maximum frequent set},
   BookTitle = {International Conference on Extending Database Technology, EDBT'98},
   Address= {Valencia, Spain},
   Pages = {385-392},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1998} }




@inproceedings{
LinOrgun2000,
   Author = {Lin, Weiqiang and Orgun, Mehmet A.},
   Title = {Temporal Data Mining Using Hidden Periodicity Analysis},
   BookTitle = {Twelfth International Symposium on the Foundations of Intelligent Systems, ISMIS 2000},
   Editor = {Ras, Zbigniew W. and Ohsuga, Setsuo},
   Series= {Lecture Notes in Computer Science},
   Address= {Charlotte, NC, USA},
   Publisher = {Springer},
   Volume = {1932},
   Pages = {49-58},
 Keywords = {STDM2Temp},
   Year = {2000} }




@inproceedings{
LOW2000,
   Author = {Lin, Weiqiang and Orgun, Mehmet A. and Williams, Graham J.},
   Title = {Temporal Data Mining Using Multilevel-Local Polynominal Models},
   BookTitle = {2nd International Conference on Intelligent Data Engineering and Automated Learning, (IDEAL 2000)},
   Series= {Lecture Notes in Computer Science},
   Address= {Shatin, N.T., Hong Kong},
   Publisher = {Springer},
   Volume = {1983},
   Pages = {180-186},
 Keywords = {DM, STDM2temp},
   Year = {2000} }




@inproceedings{
LOW2001,
   Author = {Lin, Weiqiang and Orgun, Mehmet A. and Williams, Graham J.},
   Title = {Temporal Data Mining Using Hidden Markov-Local Polynomial Models},
   BookTitle = {5th Pacific-Asia Conference on Knowledge Discovery and Data Mining - PAKDD 2001},
   Editor = {Cheung, David Wai-Lok and Williams, Graham J. and Li, Qing},
   Series= {Lecture Notes in Computer Science},
   Address= {Hong Kong, China},
   Publisher = {Springer},
   Volume = {2035},
   Pages = {324-335},
 Keywords = {STDM2Temp},
   Year = {2001} }




@inproceedings{
LZL99,
   Author = {Lin, X. and Zhou, X. and Liu, C.},
   Title = {Efficiently Matching Proximity Relationships in Spatial Databases},
   BookTitle = {Advances in Spatial Databases, 6th International Symposium, SSD'99},
   Editor = {G�ting, R. and Papadias, D. and Lochovsky, F.},
   Series= {Lecture Notes in Computer Science},
   Address= {Hong Kong, China},
   Publisher = {Springer},
   Volume = {1651},
   Pages = {188-206},
 Keywords = {STDM2Spat},
   Year = {1999} }




@incollection{
LIS91,
   Author = {Long, J.M. and Irani, E.A. and Slagle, J.R.},
   Title = {Automating the Discovery of Causal Relationships in a Medical Records Database},
   BookTitle = {Knowledge discovery in databases},
   Editor = {Piatetsky-Shapiro, G. and Frawley, W.J.},
   Publisher = {AAAI Press/MIT Press},
   Pages = {465-476},
 Keywords = {STDMBib1.2, data mining, medical, POSCH STDM2Causal
MedDM},
   Year = {1991} }




@inproceedings{
LHO93,
   Author = {Lu, Wei and Han, Jiawei and Ooi, Beng Chin},
   Title = {Discovery of General Knowledge in Large Spatial Databases},
   BookTitle = {1993 Far East Workshop on GIS (IEGIS 93)},
   Address= {Singapore},
   Pages = {275-289},
 Keywords = {STDM2Spat},
   Year = {1993} }




@inproceedings{
MEL2001,
   Author = {Malerba, D. and Esposito, F. and Lisi, F.A.},
   Title = {A Logical Framework for Frequent Pattern Discovery in Spatial Data},
   BookTitle = {14th International FLAIRS Conference},
   Editor = {Russell, I. and Kolen, J.},
   Address= {Key West, Florida},
   Publisher = {AAAI Press},
   Pages = {557-561},
 Keywords = {STDM2FRM, stdm2spat},
   Year = {2001} }




@inproceedings{
MannilaToivonen:KDD96,
   Author = {Mannila, Heikki and Toivonen, Hannu},
   Title = {Discovering generalised episodes using minimal occurences},
   BookTitle = {Second International Conference on Knowledge Discovery and Data Mining (KDD-96)},
   Address= {Portland, Oregon},
   Publisher = {AAAI Press, Menlo Park},
   Pages = {146-151},
 Keywords = {STDMBib1.3, data mining, temporal STDM2PATT},
   Year = {1996} }




@inproceedings{
MTV95,
   Author = {Mannila, Heikki. and Toivonen, Hannu. and Verkamo, A. Inkeri.},
   Title = {Discovering frequent episodes in sequences},
   BookTitle = {First International Conference on Knowledge Discovery and Data Mining (KDD-95)},
   Editor = {Fayyad, Usama, M. and Uthurusamy, Ramasamy.},
   Address= {Montreal, Quebec, Canada},
   Publisher = {AAAI Press, Menlo Park, CA, USA},
   Pages = {210-215},
 Keywords = {STDMBib1.3, data mining, temporal STDM2PATT},
   Year = {1995} }




@article{
MMSNLKMFSN96,
   Author = {Mesrobian, E. and Muntz, R. and Shek, E. and Nittel, S. and La-Rouche, M. and Kriguer, M. and Mechoso, C. and Farrara, J. and Stolorz, P. and Nakamura, H.},
   Title = {Mining geophysical data for knowledge},
   Journal = {IEEE Expert},
   Volume = {11},
   Number = {5},
   Pages = {34-44},
 Keywords = {STDM2STDM},
   Year = {1996} }




@inproceedings{
MMSSYNCMFSN95,
   Author = {Mesrobian, E. and Muntz, R. and Shek, E. and Santos, J.R. and Yi, J. and Ng, K. and Chien, S.Y. and Mechoso, C. and Farrara, J. and Stolorz, P. and Nakamura, H.},
   Title = {Exploratory data mining and analysis using CONQUEST},
   BookTitle = {IEEE Pacific Rim Conference on Communications, Computers and Signal Processing},
   Publisher = {IEEE, New York},
   Pages = {281-286},
 Keywords = {STDM2STDM},
   Year = {1995} }




@techreport{
MillerHan99,
   Author = {Miller, H. and Han, J.},
   Title = {Discovering Geographic Knowledge in Data-Rich Environments},
   Type = {Report of a Specialist Meeting held under the auspices of the Varenius Project},
 Keywords = {STDM2Spat},
   Year = {1999} }




@book{
MillerHan2000,
   Editor = {Miller, H. and Han, J.},
   Title = {Geographic Data Mining and Knowledge Discovery},
   Publisher = {Taylor and Francis},
  Series = {Research Monographs in Geographic Information Systems},
 Keywords = STDM2MISC, 3017},
   Year = {2001} }




@inproceedings{
MillerYang97,
   Author = {Miller, R.J. and Yang, Y.},
   Title = {Association Rules over Interval Data},
   BookTitle = {ACM SIGMOD Conference on the Management of Data},
   Editor = {Peckham, Joan},
   Address= {Tucson, Arizona, USA},
   Publisher = {ACM Press},
   Pages = {452-461},
 Keywords = {STDM2Ass},
   Year = {1997} }




@inproceedings{
NgHan94,
   Author = {Ng, R.T. and Han, J.},
   Title = {Efficient and effective clustering methods for spatial data mining},
   BookTitle = {Twentieth International Conference on Very Large Data Bases},
   Editor = {Bocca, Jorge B. and Jarke, Matthias and Zaniolo, Carlo},
   Address= {Santiago, Chile},
   Publisher = {Morgan Kaufmann},
   Pages = {144-155},
 Keywords = {STDMBib2, spatial, data mining, clustering STDM2Clust STDM2Spat},
   Year = {1994} }




@inproceedings{
NgLu97,
   Author = {Ng, R.T. and Yu, Y.},
   Title = {Discovering Strong, Common and Discriminating Characteristics of Clusters from Thematic Maps},
   BookTitle = {11th Annual Symposium on Geographic Information Systems},
   Pages = {392-394},
 Keywords = {STDM2Spat},
   Year = {1997} }




@inproceedings{
Ng96,
   Author = {Ng, Raymond T.},
   Title = {Spatial Data Mining: Discovering Knowledge of Clusters from Maps},
   BookTitle = {ACM SIGMOD Workshop on Research Issues on Data Mining and Knowledge Discovery},
   Address= {Montreal, Canada},
 Keywords = {STDMBib2,  STDM2Clust STDM2Spat},
   Year = {1996} }




@inproceedings{
Oates:KDD99,
   Author = {Oates, Tim},
   Title = {Identifying Distinctive Subsequences in Multivariate Time Series by Clustering},
   BookTitle = {Fifth International Conference on Knowledge Discovery and Data Mining},
   Editor = {Chaudhuri, S. and Madigan, D.},
   Address= {San Diego, CA, USA},
   Publisher = {ACM Press},
   Pages = {322-326},
 Keywords = { STDM2Clust},
   Year = {1999} }




@book{
OCL95,
   Editor = {Ong, K.L. and Conrad, S. and Ling, T.W.},
   Title = {Knowledge Discovery and Temporal Reasoning in Deductive and Object-Oriented Databases},
   Address = {Singapore},
  Series = {Proceedings of the DOOD'95 Post-Conference Workshops on Integration of Knowledge Discovery in Databases with Deductive and Object-Oriented Databases (KDOOD) and Temporal Reasoning in Deductive and Object-Oriented Databases (TDOOD)},
 Keywords = STDM2Patt},
   Year = {1995} }




@inproceedings{
PT96,
   Author = {Padmanabhan, Balaji and Tuzhilin, Alexander},
   Title = {Pattern discovery in temporal databases: a temporal logic approach},
   BookTitle = {Second International Conference on Knowledge Discovery and Data Mining},
   Editor = {Simoudis, Evangelos and Han, Jiawei and Fayyad, Usama},
   Address= {Portland, Oregon},
   Publisher = {AAAI Press},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1996} }




@article{
Peuquet94,
   Author = {Peuquet, Donna J.},
   Title = {It's about Time: A Conceptual Framework for the Representation of Spatiotemporal Dynamics in Geographic Information Systems},
   Journal = {Annals of the Association of American Geographers},
   Volume = {84},
   Pages = {441-461},
 Keywords = { STDM2frm},
   Year = {1994} }




@inproceedings{
PeuquetWentz94,
   Author = {Peuquet, Donna and Wentz, Elizabeth},
   Title = {An Approach for Time-Based Analysis of Spatiotemporal Data},
   BookTitle = {Sixth International Symposium on Spatial Data Handling},
   Editor = {Healy, Richard G.},
   Series= {Advances in GIS Research},
   Address= {Edinburgh, Scotland},
   Publisher = {Taylor and Francis},
 Keywords = {STDM2STDM},
   Year = {1994} }




@inproceedings{
Popelinsky98,
   Author = {Popelinsky, L.},
   Title = {Knowledge discovery in spatial data by means of ILP},
   BookTitle = {Second European Symposium on the Principles of Data Mining and Knowledge Discovery, PKDD'98},
   Editor = {Zytkow, Jan M. and Quafalou, Mohamed},
   Series= {Lecture Notes in Computer Science},
   Address= {Nantes, France},
   Publisher = {Springer-Verlag, Berlin},
   Volume = {1510},
   Pages = {185-193},
 Keywords = {STDMBib2 STDM2Spat},
   Year = {1998} }




@inproceedings{
Povinelli2000,
   Author = {Povinelli, R.},
   Title = {Identifying Temporal Patterns for Characterization and Prediction of Financial Time Series Events},
   BookTitle = {International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {2007},
 Keywords = {STDM2PATT, STDM2SERIES},
   Year = {2000} }




@phdthesis{
RainsfordPHD,
   Author = {Rainsford, C.P.},
   Title = {Accommodating Temporal Semantics in Data Mining and Knowledge Discovery},
   School = {University of South Australia},
   Type = {PhD},
 Keywords = {STDMBib1.1, STDM2MISC},
   Year = {1999} }




@inproceedings{
RainsfordRoddick96,
   Author = {Rainsford, C.P. and Roddick, John F.},
   Title = {Temporal data mining in information systems: a model},
   BookTitle = {Seventh Australasian Conference on Information Systems},
   Address= {Hobart, Tasmania},
   Volume = {2},
   Pages = {545-553},
 Keywords = {DM, STDMBib1.1, STDM2frm KDMLab},
   Year = {1996} }




@inproceedings{
RainsfordRoddick97,
   Author = {Rainsford, C.P. and Roddick, John F.},
   Title = {An attribute-oriented induction of rules from temporal interval data},
   BookTitle = {Eighth International Database Workshop, Data Mining, Data Warehousing and Client/Server Databases (IDW'97)},
   Editor = {Fong, J.},
   Address= {Hong Kong},
   Publisher = {Springer Verlag},
   Pages = {108-118},
 Keywords = {STDMBib1.2, DM STDM2Causal KDMLab},
   Year = {1997} }




@inproceedings{
RainsfordRoddick99:PKDD,
   Author = {Rainsford, C.P. and Roddick, John F.},
   Title = {Adding Temporal Semantics to Association Rules},
   BookTitle = {3rd European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'99)},
   Editor = {Zytkow, J.M. and Rauch, J.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Prague},
   Publisher = {Springer},
   Volume = {1704},
   Pages = {504-509},
   Abstract = {The development of systems for knowledge discovery in databases, including the use of association rules, has become a major research issue in recent years.  Although initially motivated by the desire to analyse large retail transaction databases, the general utility of association rules makes them applicable to a wide range of different learning tasks.  However association rules do not accommodate the temporal relationships that may be intrinsically important in some application domains.  In this paper we present an extension to association rules to accommodate temporal semantics.  By finding associated attributes first and then looking for temporal relationships between them, these temporal association rules incorporate potentially valuable temporal semantics.  Our approach to temporal reasoning accommodates both event-based and interval-based models of time simultaneously.  In addition, the use of a generalised taxonomy of relationships supports the generalisation of temporal relationships and their specification at different levels of abstraction.  This approach also facilitates the possibility of reasoning with incomplete or missing information.  Preliminary experimental results have indicated that the cost of adding temporal knowledge is of the same order as the cost of learning the initial association rules.},
 Keywords = {DM, STDMBib1.1 STDM2Ass KDMLab},
   Year = {1999} }




@inproceedings{
RainsfordRoddick2000,
   Author = {Rainsford, C.P. and Roddick, John F.},
   Title = {Temporal Interval Logic in Data Mining},
   BookTitle = {Sixth Pacific Rim International Conference on Artificial Intelligence, PRICAI2000},
   Editor = {Mizoguchi, Riichiro and Slaney, John},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Melbourne},
   Publisher = {Springer},
   Volume = {1886},
   Pages = {798},
 Keywords = {dm, STDM2causal KDMLab},
   Year = {2000} }




@inproceedings{
RainsfordRoddick2000:Ideal,
   Author = {Rainsford, Chris P. and Roddick, John F.},
   Title = {Visualisation of Temporal Interval Association Rules},
   BookTitle = {2nd International Conference on Intelligent Data Engineering and Automated Learning, (IDEAL 2000)},
   Series= {Lecture Notes in Computer Science},
   Address= {Shatin, N.T., Hong Kong},
   Publisher = {Springer},
   Volume = {1983},
   Pages = {91-96},
 Keywords = {DM, STDM2temp KDMLab},
   Year = {2000} }




@book{
TSDM2001,
   Editor = {Roddick, J. F. and Hornsby, K.},
   Title = {Temporal, Spatial and Spatio-Temporal Data Mining.  Proc. First International Workshop},
   Publisher = {Springer},
   Address = {Berlin-Heidelberg},
   Volume = {2007},
  Series = {Lecture Notes in Artificial Intelligence},
 Keywords = dm, STDM2STDM KDMLab},
   Year = {2001} }




@incollection{
RHS2001,
   Author = {Roddick, J. F. and Hornsby, K. and Spiliopoulou, M.},
   Title = {An Updated Bibliography of Temporal, Spatial and Spatio-Temporal Data Mining Research},
   BookTitle = {Post-Workshop Proceedings of the International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series = {Lecture Notes in Artificial Intelligence},
   Publisher = {Springer},
   Address = {Berlin},
   Volume = {2007},
   Pages = {147-163},
 Keywords = {dm, STDM2MISC KDMLab},
   Year = {2001} }




@inproceedings{
YABTSSTDMR2001,
   Author = {Roddick, J. F. and Hornsby, K. and Spiliopoulou, M.},
   Title = {YABTSSTDMR - Yet Another Bibliography of Temporal, Spatial and Spatio-Temporal Data Mining Research},
   BookTitle = {SIGKDD Temporal Data Mining Workshop},
   Editor = {Unnikrishnan, K.P. and Uthurusamy, R.},
   Address= {San Francisco, CA},
   Publisher = {ACM},
   Pages = {167-175},
 Keywords = {DM, STDM2MISC KDMLab},
   Year = {2001} }




@article{
RoddickSpiliopoulou99,
   Author = {Roddick, John F. and Spiliopoulou, M.},
   Title = {A Bibliography of Temporal, Spatial and Spatio-Temporal Data Mining Research},
   Journal = {SIGKDD Explorations},
   Volume = {1},
   Number = {1},
   Pages = {34-38},
 Keywords = {dm STDM2MISC KDMLab},
   Year = {1999} }




@article{
RoddickSpiliopoulou2001:Survey,
   Author = {Roddick, John F. and Spiliopoulou, M.},
   Title = {A Survey of Temporal Knowledge Discovery Paradigms and Methods},
   Journal = {IEEE Transactions on Knowledge and Data Engineering},
   Volume = {13},
   Abstract = {With the increase in the size of datasets, data mining has recently become an important research topic and is receiving substantial interest from both academia and industry.  At the same time, interest in temporal databases has been increasing and an increasing number of both prototype and implemented systems are using an enhanced temporal understanding to explain aspects of behaviour associated with the implicit time-varying nature of the universe.  This paper investigates the confluence of these two areas, surveys the work to date, and explores the issues involved and the outstanding problems in temporal data mining.},
 Keywords = {DM,STDMBib1, STDM2MISC 
BestRef KDMLab},
   Year = {2001} }




@inproceedings{
SallebVrain2000,
   Author = {Salleb, Ansaf and Vrain, Christel},
   Title = {An Application of Association Rules Discovery to Geographic Information Systems},
   BookTitle = {4th European Conference on Principles and Practice of Knowledge Discovery in Databases, PKDD'2000},
   Editor = {Zighed, Djamen A. and Komorovski, Jan and Zytkow, Jan},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {1910},
   Pages = {613-618},
 Keywords = {STDM2ASS},
   Year = {2000} }




@article{
SEKX98,
   Author = {Sander, J. and Ester, M. and Kriegel, H.-P. and Xu, X.},
   Title = {Density-Based Clustering in Spatial Databases: The Algorithm GDBSCAN and Its Applications},
   Journal = {Data Mining and Knowledge Discovery},
   Volume = {2},
   Number = {2},
   Pages = {169-194},
 Keywords = {STDM2Clust STDM2Spat},
   Year = {1998} }




@inproceedings{
SaraeeTheodoulidis95,
   Author = {Saraee, M.H. and Theodoulidis, B.},
   Title = {Knowledge discovery in temporal databases},
   BookTitle = {IEE Colloquium on 'Knowledge Discovery in Databases'},
   Publisher = {IEE, London},
   Pages = {1-4},
 Keywords = {STDMBib1.2 STDM2Causal},
   Year = {1995} }




@inproceedings{
SaraeeTheodoulidis:KDOOD95,
   Author = {Saraee, M.H. and Theodoulidis, B.},
   Title = {Knowledge discovery in temporal databases: The initial step},
   BookTitle = {DOOD'95 Post-Conference Workshop ``Knowledge Discovery in Databases and DOOD''},
   Editor = {Ong, KayLiang and Conrad, Stefan and Ling, Tok~Wang},
   Address= {Singapore},
   Pages = {17-22},
 Keywords = {STDM2Frm},
   Year = {1995} }




@article{
SSW96,
   Author = {Sasisekharan, R. and Seshadri, V. and Weiss, S.M.},
   Title = {Data Mining and Forecasting in Large-Scale Telecommunication Networks},
   Journal = {IEEE Expert},
   Volume = {11},
   Number = {1},
   Pages = {37-43},
 Keywords = {STDM2Temp},
   Year = {1996} }




@inproceedings{
SMMN96,
   Author = {Shek, Eddie C. and Muntz, Richard R. and Mesrobian, Edmond and Ng, Kenneth},
   Title = {Scalable Exploratory Data Mining of Distributed Geoscientific Data},
   BookTitle = {Second International Conference on Knowledge Discovery and Data Mining},
   Editor = {Simoudis, Evangelos and Han, Jiawei and Fayyad, Usama},
   Address= {Portland, Oregon},
   Publisher = {AAAI Press},
   Pages = {32-37},
 Keywords = {STDMBib2 STDM2Spat},
   Year = {1996} }




@inproceedings{
ShenShen98,
   Author = {Shen, Li and Shen, Hong},
   Title = {Mining Flexible Multiple-Level Association Rules in All Concept Hierarchies (Extended Abstract)},
   BookTitle = {Ninth International Conference on Database and Expert Systems Applications, DEXA'98},
   Editor = {Quirchmayr, G. and Schweighofer, E. and Bench-Capon, T.J.M.},
   Series= {Lecture Notes in Computer Science},
   Address= {Vienna, Austria},
   Publisher = {Springer-Verlag},
   Volume = {1460},
   Pages = {786-795},
   Abstract = {abstract},
 Keywords = {STDM2Ass},
   Year = {1998} }




@inproceedings{
SKKL98,
   Author = {Son, Eun-Jeong and Kang, In-Soo and Kim, Tae-Wan and Li, Ki-Joune},
   Title = {A Spatial Data Mining Method by Clustering Analysis},
   BookTitle = {Sixth International Symposium on Advances in Geographic Information Systems, GIS'98},
   Address= {Washington, DC, USA},
   Publisher = {ACM},
   Pages = {157-158},
 Keywords = {STDMBib2 STDM2Clust STDM2spat},
   Year = {1998} }




@incollection{
SpiliopoulouRoddick2000,
   Author = {Spiliopoulou, M. and Roddick, John F.},
   Title = {Higher Order Mining: Modelling and Mining the Results of Knowledge Discovery},
   BookTitle = {Data Mining II - Proc. Second International Conference on Data Mining Methods and Databases},
   Editor = {Ebecken, N. and Brebbia, C.A.},
   Publisher = {WIT Press},
   Address = {Cambridge, UK},
   Pages = {309-320},
 Keywords = {dm, STDM2Frm, BestRef KDMLab},
   Year = {2000} }




@inproceedings{
SrikantAgrawal96,
   Author = {Srikant, Ramakrishnan and Agrawal, Rakesh},
   Title = {Mining sequential patterns: generalisations and performance improvements},
   BookTitle = {International Conference on Extending Database Technology, EDBT'96},
   Editor = {Peter M. G. Apers and Bouzeghoub, Mokrane and Gardarin, Georges},
   Series= {Lecture Notes in Computer Science},
   Address= {Avignon, France},
   Publisher = {Springer-Verlag},
   Volume = {1057},
   Pages = {3-17},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1996} }




@inproceedings{
SNMMSSYNCMF95,
   Author = {Stolorz, P. and Nakamura, H. and Mesrobian, E. and Muntz, R. R. and Shek, E. C. and Santos, J. R. and Yi, J. and Ng, K. and Chien, S.-Y. and Mechoso, C. R. and Farrara, J. D.},
   Title = {Fast Spatio-Temporal Data Mining of Large Geophysical Sets},
   BookTitle = {First International Conference on Knowledge Discovery and Data Mining},
   Address= {Montreal, Canada},
   Publisher = {AAAI Press},
   Pages = {300-305},
 Keywords = {STDMBib3 STDM2STDM},
   Year = {1995} }




@inproceedings{
StolorzDean96,
   Author = {Stolorz, Paul and Dean, Christopher},
   Title = {Quakefinder: A Scalable Data Mining System for Detecting Earthquakes from Space},
   BookTitle = {Second International Conference on Knowledge Discovery and Data Mining (KDD96)},
   Editor = {Simoudis, Evangelos and Han, Jiawei and Fayyad, Usama},
   Address= {Portland, Oregon},
   Publisher = {AAAI Press, Menlo Park, CA, USA},
   Pages = {208-213},
 Keywords = {STDM2STDM, data mining, spatial, earthquakes},
   Year = {1996} }




@inproceedings{
Tsumoto99,
   Author = {Tsumoto, S.},
   Title = {Rule Discovery in Large Time-Series Medical Databases},
   BookTitle = {Principles of Data Mining and Knowledge Discovery, Third European Conference, PKDD '99},
   Editor = {Zytkow, J. and Rauch, J.},
   Series= {Lecture Notes in Computer Science},
   Address= {Prague, Czech Republic},
   Publisher = {Springer},
   Volume = {1704},
   Pages = {23-31},
 Keywords = {STDM2Series},
   Year = {1999} }




@inproceedings{
TuzhilinPadmanabhan96,
   Author = {Tuzhilin, A. and Padmanabhan, B.},
   Title = {Pattern Discovery in Temporal Databases: A Temporal Logic Approach},
   BookTitle = {2nd International Conference on Knowledge Discovery and Data Mining, KDD'96},
   Editor = {Simoudis, Evangelos and Han, Jiawei and Fayyad, Usama},
   Address= {Portland, OR},
   Publisher = {AAAI Press},
   Pages = {351-354},
 Keywords = {STDM2Patt},
   Year = {1996} }




@article{
ValdesPerez98,
   Author = {Valdes-Perez, R.E.},
   Title = {Systematic Detection of Subtle Spatio-Temporal Patterns in Time-Lapse Imaging.  I. Mitosis},
   Journal = {Bioimaging},
   Volume = {4},
   Number = {4},
   Pages = {232-242},
 Keywords = {STDMBib3 STDM2STDM},
   Year = {1998} }




@article{
ValdesPerezStone98,
   Author = {Valdes-Perez, R.E. and Stone, C.A.},
   Title = {Systematic Detection of Subtle Spatio-Temporal Patterns in Time-Lapse Imaging  II. Particle Migrations},
   Journal = {Bioimaging},
   Volume = {6},
   Number = {2},
   Pages = {71-78},
 Keywords = {STDMBib3 STDM2STDM},
   Year = {1998} }




@article{
WBSB94,
   Author = {Wade, Ted D. and Byrns, Patricia J. and Steiner, John F. and Bondy, Jessica},
   Title = {Finding temporal patterns - a set based approach},
   Journal = {Artificial Intelligence in Medicine},
   Volume = {6},
   Pages = {263-271},
 Keywords = {STDMBib1.3, data mining, temporal, medical STDM2PATT},
   Year = {1994} }




@article{
Wang97,
   Author = {Wang, K.},
   Title = {Discovering patterns from large and dynamic sequential data},
   Journal = {Intelligent Information Systems},
   Volume = {8},
   Pages = {8-33},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1997} }




@inproceedings{
WangTan96,
   Author = {Wang, K. and Tan, J.},
   Title = {Incremental discovery of sequential patterns},
   BookTitle = {ACM SIGMOD Workshop on Research Issues on Data Mining and Knowledge Discovery},
   Address= {Montreal, Canada},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1996} }




@inproceedings{
WYM99,
   Author = {Wang, W. and Yang, J. and Muntz, R},
   Title = {STING+: An approach to active spatial data mining},
   BookTitle = {Fifteenth International Conference on Data Engineering},
   Address= {Sydney, Australia},
   Publisher = {IEEE Computer Society},
   Pages = {116-125},
 Keywords = {STDMBib2 STDM2Spat},
   Year = {1999} }




@article{
WYM2000,
   Author = {Wang, W. and Yang, J. and Muntz, R. R.},
   Title = {An Approach to Active Spatial Data Mining Based on Statistical Information},
   Journal = {IEEE Transactions on Knowledge and Data Engineering},
   Volume = {12},
   Number = {5},
   Pages = {715-728},
 Keywords = {STDM2Spat},
   Year = {2000} }




@inproceedings{
WYM97,
   Author = {Wang, Wei and Yang, Jiong and Muntz, Richard R.},
   Title = {STING: A Statistical Information Grid Approach to Spatial Data Mining},
   BookTitle = {Twenty-Third International Conference on Very Large Data Bases},
   Editor = {Jarke, Matthias and Carey, Michael J. and Dittrich, Klaus R. and Lochovsky, Frederick H. and Loucopoulos, Pericles and Jeusfeld, Manfred A.},
   Address= {Athens, Greece},
   Publisher = {Morgan Kaufmann},
   Pages = {186-195},
 Keywords = {STDM2Spat},
   Year = {1997} }




@inproceedings{
WYM2001,
   Author = {Wang, Wei and Yang, Jiong and Muntz, Richard R.},
   Title = {TAR: Temporal Association Rules on Evolving Numerical Attributes},
   BookTitle = {Seventeenth International Conference on Data Engineering, ICDE 2001},
   Address= {Heidelberg, Germany},
   Publisher = {IEEE Computer Society},
   Pages = {283-292},
 Keywords = {STDM2Ass},
   Year = {2001} }




@book{
WeigendGershenfeld93,
   Editor = {Weigend, A.S. and Gershenfeld, N.A.},
   Title = {Time Series Prediction: Forecasting the Future and Understanding the Past.  Proc. NATO Advanced Research Workshop on Comparative Time Series Analysis},
   Publisher = {Addison-Wesley},
   Address = {Santa Fe, New Mexico},
   Volume = {XV},
 Keywords = STDM2MISC},
   Year = {1993} }




@inproceedings{
WeissHirsh:KDD98,
   Author = {Weiss, G.M. and Hirsh, H.},
   Title = {Learning to predict rare events in event sequences},
   BookTitle = {Fourth International Conference on Knowledge Discovery and Data Mining (KDD'98)},
   Editor = {Agrawal, R. and Stolorz, P. and Piatetsky-Shapiro, G.},
   Address= {New York, NY},
   Publisher = {AAAI Press, Menlo Park, CA},
   Pages = {359-363},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1998} }




@inproceedings{
Wexelblat96,
   Author = {Wexelblat, A.},
   Title = {An environment for aiding information-browsing tasks},
   BookTitle = {AAAI Spring Symposium on Acquisition, Learning and Demonstration: Automating Tasks for Users},
   Address= {Birmingham, England},
   Publisher = {AAAI Press},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1996} }




@inproceedings{
WijsenMeersman97,
   Author = {Wijsen, J. and Meersman, R.},
   Title = {On the Complexity of Mining Temporal Trends},
   BookTitle = {SIGMOD'97 Workshop on Research Issues on Data Mining and Knowledge Discovery, DMDK'97, Technical Report 97-07},
   Editor = {Ng, R.},
   Address= {Tucson, AZ},
   Publisher = {ACM Press},
   Pages = {77-84},
 Keywords = {STDM2Patt},
   Year = {1997} }




@inproceedings{
WijsenNg99,
   Author = {Wijsen, J. and Ng, R.T.},
   Title = {Temporal Dependencies Generalized for Spatial and Other Dimensions},
   BookTitle = {International Workshop on Spatio-Temporal Database Management},
   Series= {Lecture Notes in Computer Science},
   Address= {Edinburgh, Scotland},
   Publisher = {Springer},
   Volume = {1678},
   Pages = {189-203},
 Keywords = {STDM2STDM},
   Year = {1999} }




@inproceedings{
XEKS98,
   Author = {Xu, Xiaowei and Ester, Martin and Kriegel, Hans-Peter and Sander, J�rg},
   Title = {A Distribution-Based Clustering Algorithm for Mining in Large Spatial Databases},
   BookTitle = {Fourteenth International Conference on Data Engineering, ICDE'98},
   Address= {Orlando, Florida, USA},
   Publisher = {IEEE Computer Society},
   Pages = {324-331},
 Keywords = {STDM2Clust STDM2Spat},
   Year = {1998} }




@inproceedings{
YYKW2000,
   Author = {Yang, R. and Yang, K.-S. and Kafatos, M. and Wang, X.S.},
   Title = {Value Range Queries on Earth Science Data via Histogram Clustering},
   BookTitle = {International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {2007},
 Keywords = {STDM2Clust STDM2Spat},
   Year = {2000} }




@inproceedings{
YeKeane98,
   Author = {Ye, S. and Keane, J.A.},
   Title = {Mining association rules in temporal databases},
   BookTitle = {International Conference on Systems, Man and Cybernetics},
   Publisher = {IEEE, New York},
   Pages = {2803-2808},
 Keywords = {STDMBib1 STDM2Ass},
   Year = {1998} }




@inproceedings{
Zaki98,
   Author = {Zaki, M.J.},
   Title = {Efficient Enumeration of Frequent Sequences},
   BookTitle = {Seventh International Conference on Information and Knowledge Management},
   Address= {Washington DC},
   Pages = {68-75},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1998} }




@inproceedings{
ZLO98,
   Author = {Zaki, M.J. and Lesh, N. and Ogihara, M.},
   Title = {PlanMine: Sequence mining for plan failures},
   BookTitle = {Fourth International Conference on Knowledge Discovery and Data Mining (KDD'98)},
   Editor = {Agrawal, R. and Stolorz, P. and Piatetsky-Shapiro, G.},
   Address= {New York, NY},
   Publisher = {ACM Press},
   Pages = {369-373.  A more detailed version appears in Artificial Intelligence Review, special issue on the Application of Data Mining, 1999},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1998} }




@article{
ZLO99,
   Author = {Zaki, M.J. and Lesh, N. and Ogihara, M.},
   Title = {PlanMine: Predicting Plan Failures using Sequence Mining},
   Journal = {Artificial Intelligence Review, special issue on the Application of Data Mining},
 Keywords = {STDMBib1.3 STDM2PATT},
   Year = {1999} }




@inproceedings{
ZYA2000,
   Author = {Zeitouni, K. and Yeh, L. and Aufaure, M-A.},
   Title = {Join Indices are a Tool for Spatial Data Mining},
   BookTitle = {International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {2007},
 Keywords = {STDM2Spat},
   Year = {2000} }




@inproceedings{
ZHD2000,
   Author = {Zhang, B. and Hsu, M. and Dayal, U.},
   Title = {K-Harmonic Means: A Spatial Clustering Algorithm with Boosting},
   BookTitle = {International Workshop on Temporal, Spatial and Spatio-Temporal Data Mining, TSDM2000},
   Editor = {Roddick, J. F. and Hornsby, K.},
   Series= {Lecture Notes in Artificial Intelligence},
   Address= {Lyon, France},
   Publisher = {Springer},
   Volume = {2007},
 Keywords = {STDM2Clust STDM2Spat},
   Year = {2000} }




@inproceedings{
ZRL96,
   Author = {Zhang, Tian and Ramakrishnan, Raghu and Livny, Miron},
   Title = {BIRCH: An Efficient Clustering Method for Very Large Databases},
   BookTitle = {ACM SIGMOD Workshop on Research Issues on Data Mining and Knowledge Discovery},
   Address= {Montreal, Canada},
   Pages = {103-114},
 Keywords = {STDMBib2, STDM2Clust},
   Year = {1996} }




@inproceedings{
ZTH99,
   Author = {Zhou, Xiaofang and Truffet, David and Han, Jiawei},
   Title = {Efficient Polygon Amalgamation Methods for Spatial OLAP and Spatial Data Mining},
   BookTitle = {6th International Symposium on Spatial Databases (SSD'99)},
   Editor = {G�ting, Ralf Hartmut and Papadias, Dimitris and Lochovsky, Frederick H.},
   Series= {Lecture Notes in Computer Science},
   Address= {Hong Kong},
   Publisher = {Springer},
   Volume = {1651},
   Pages = {167-187},
 Keywords = {STDMBib2.0 STDM2Spat},
   Year = {1999} }