%0 Conference Proceedings
%~ IRMA
%A Liu, Wei
%A Chawla, Sanjay
%A Bailey, James
%A Leckie, Christopher
%A Ramamohanarao, Kotagiri
%T An Efficient Adversarial Learning Strategy for Constructing Robust Classification Boundaries
%B The 25th Australasian Joint Conference on Artificial Intelligence
%D 2012
%@ 
%C Heidelberg
%I 
%V LNAI 7691
%I Springer-Verlag
%P 649-660
%E 


%0 Journal Article
%~ IRMA
%A De Vries, Timothy
%A Chawla, Sanjay
%A Houle, Michael
%T Density-preserving projections for large-scale local anomaly detection
%B Knowledge and Information Systems
%D 2012
%@ 
%C United Kingdom
%I 
%V 32
%I Springer
%P 25-52
%E 


%0 Conference Proceedings
%~ IRMA
%A Chawla, Sanjay
%A Zheng, Yu
%A Hu, Jiafeng
%T Inferring the Root Cause in Road Traffic Anomalies
%B 12th IEEE International Conference on Data Mining (ICDM 2012)
%D 2012
%@ 
%C Piscataway
%I 
%V 6413908
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 141-150
%E 


%0 Conference Proceedings
%~ IRMA
%A Nguyen, Lu
%A Chawla, Sanjay
%T Large Scale Spectral Clustering Using Resistance Distance and Spielman-Teng Solvers
%B The Fifteenth International Conference on Discovery Science (DS 2012)
%D 2012
%@ 
%C Berlin, Heidelberg
%I 
%V LNAI 7569
%I Springer Verlag
%P 7-21
%E 


%0 Conference Proceedings
%~ IRMA
%A Tsang, Dominic
%A Chawla, Sanjay
%T A Robust Index for Regular Expression Queries
%B 20th ACM International Conference on Information and Knowledge Managment (CIKM'11)
%D 2011
%@ 
%C New York, USA
%I 
%V 
%I Association for Computing Machinery (ACM)
%P 2365-2368
%E 


%0 Conference Proceedings
%~ IRMA
%A Liu, Wei
%A Chawla, Sanjay
%T Class confidence weighted kNN algorithms for imbalanced data sets
%B 15th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2011
%D 2011
%@ 
%C Heidelberg, Germany
%I 
%V 6635
%I Springer
%P 345-356
%E 


%0 Conference Proceedings
%~ IRMA
%A Liu, Wei
%A Zheng, Yu
%A Chawla, Sanjay
%A Yuan, Jing
%A Xie, Xing
%T Discovering spatio-temporal causal interactions in traffic data streams
%B 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD'11)
%D 2011
%@ 
%C New York, USA
%I 
%V 
%I Association for Computing Machinery (ACM)
%P 1010-1018
%E 


%0 Conference Proceedings
%~ IRMA
%A Pang, Xiaolin
%A Chawla, Sanjay
%A Liu, Wei
%A Zheng, Yu
%T On Mining Anomalous Patterns in Road Traffic Streams
%B 7th International Conference on Advanced Data Mining and Applications (ADMA 2011)
%D 2011
%@ 
%C Heidelberg, Germany
%I 
%V LNAI 7121
%I Springer
%P 237-251
%E 


%0 Journal Article
%~ IRMA
%A De Vries, Timothy
%A Ke, Hui
%A Chawla, Sanjay
%A Christen, Peter
%T Robust Record Linkage Blocking Using Suffix Arrays and Bloom Filters
%B ACM Transactions on Knowledge Discovery from Data
%D 2011
%@ 
%C United States
%I 
%V 5
%I Association for Computing Machinery (ACM)
%P 9:1-9:27
%E 


%0 Conference Proceedings
%~ IRMA
%A Liu, Wei
%A Chawla, Sanjay
%A Cieslak, David A.
%A Chawla, Nitesh V
%T A Robust Decision Tree Algorithm for Imbalanced Data Sets
%B 2010 SIAM International Conference on Data Mining (SDM 2010)
%D 2010
%@ 
%C USA
%I 
%V 
%I Society for Industrial and Applied Mathematics (SIAM)
%P 766-777
%E 


%0 Conference Proceedings
%~ IRMA
%A De Vries, Timothy
%A Chawla, Sanjay
%A Houle, Michael
%T Finding Local Anomalies in Very High Dimensional Space
%B 10th IEEE International Conference on Data Mining (ICDM 2010)
%D 2010
%@ 
%C USA
%I 
%V 
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 128-137
%E 


%0 Journal Article
%~ IRMA
%A Liu, Wei
%A Chawla, Sanjay
%T Mining adversarial patterns via regularized loss minimization
%B Machine Learning
%D 2010
%@ 
%C United States
%I 
%V 81
%I Springer
%P 69-83
%E 


%0 Conference Proceedings
%~ IRMA
%A Nguyen, Lu
%A Babaie, Tahereh
%A Chawla, Sanjay
%A Zaidi, Zainab
%T Network Anomaly Detection Using a Commute Distance Based Approach
%B 10th IEEE International Conference on Data Mining Workshops ICDMW 2010
%D 2010
%@ 
%C USA
%I 
%V 
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 943-950
%E 


%0 Conference Proceedings
%~ IRMA
%A Babbar, Sakshi
%A Chawla, Sanjay
%T On Bayesian Network and Outlier Detection
%B 16th International Conference on Management of Data (COMAD 2010)
%D 2010
%@ 
%C New Delhi, India
%I 
%V 
%I Computer Society of India
%P 1-12
%E 


%0 Conference Proceedings
%~ IRMA
%A Nguyen, Lu
%A Chawla, Sanjay
%T Robust Outlier Detection Using Commute Time and Eigenspace Embedding
%B 14th Pacific-Asia Conference on Advanced in Knowledge Discovery and Data Mining
%D 2010
%@ 
%C Germany
%I 
%V LNCS 6119
%I Springer
%P 422-434
%E 


%0 Book Chapter
%~ IRMA
%A Wu, Elizabeth
%A Liu, Wei
%A Chawla, Sanjay
%T Spatio-temporal Outlier Detection in Precipitation Data
%B Knowledge Discovery from Sensor Data - Revised Selected Papers (LNCS 5840)
%D 2010
%@ 
%C Germany
%I 
%V LNCS 5840
%I Springer
%P 115-133
%E M M Gaber, R R Vatsavai, O A Omitaomu, J Gama, N V Chawla & A R Ganguly


%0 Conference Proceedings
%~ IRMA
%A Liu, Wei
%A Chawla, Sanjay
%T A Game Theoretical Model for Adversarial Learning
%B 2009 IEEE International Conference on Data Mining Workshops (ICDMW 2009)
%D 2009
%@ 
%C Los Alamitos
%I 
%V 
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 25-30
%E 


%0 Journal Article
%~ IRMA
%A Pandey, Gaurav
%A Chawla, Sanjay
%A Poon, Simon
%A Arunasalam, Bavani
%A Davis, Joseph
%T Association Rules Network: Definition and Applications
%B Statistical Analysis and Data Mining
%D 2009
%@ 
%C USA
%I 
%V 1
%I John Wiley & Sons
%P 260-279
%E 


%0 Edited Book
%~ IRMA
%A Chawla, Sanjay
%A Washio, Takashi
%A Minato, Shin-ichi
%A Tsumoto, Shusaku
%A Onoda, Takashi
%A Yamada, Seiji
%A Inokuchi, Akihiro
%T New Frontiers in Applied Data Mining: PAKDD 2008 International Workshops - LNCS Volume 5433
%B New Frontiers in Applied Data Mining: PAKDD 2008 International Workshops - LNCS Volume 5433
%D 2009
%@ 
%C Germany
%I 
%V 
%I Springer
%P 
%E S. Chawla, T. Washio, S Minato, S Tsumoto, T. Onoda, S. Yamada, A. Inokuchi


%0 Conference Proceedings
%~ IRMA
%A De Vries, Timothy
%A Ke, Hui
%A Chawla, Sanjay
%A Christen, Peter
%T Robust Record Linkage Blocking using Suffix Arrays
%B 18th ACM Conference on Information and Knowledge Management (CIKM 2009)
%D 2009
%@ 
%C New York
%I 
%V 
%I Association for Computing Machinery (ACM)
%P 305-314
%E 


%0 Conference Proceedings
%~ IRMA
%A AL-Naymat, Ghazi
%A Chawla, Sanjay
%A Taheri, Javid
%T SparseDTW: A Novel Approach to Speed up Dynamic Time Warping
%B 8th Australasian Data Mining Conference AusDM 2009
%D 2009
%@ 
%C Australia
%I 
%V 101
%I Australian Computer Society
%P 117-127
%E 


%0 Conference Proceedings
%~ IRMA
%A Sun, Pei
%A Chawla, Sanjay
%A De Vries, Timothy
%A Pham, Gia
%T Disk-Based Sampling for Outlier Detection in High Dimensional Data
%B 14th International Conference on Management of Data (COMAD 2008)
%D 2008
%@ 
%C India
%I 
%V 
%I Allied Publisher Private Limited
%P 40-50
%E 


%0 Journal Article
%~ IRMA
%A Verhein, Florian
%A Chawla, Sanjay
%T Mining spatio-temporal patterns in object mobility databases
%B Data Mining and Knowledge Discovery
%D 2008
%@ 
%C United States
%I 
%V 16
%I Springer
%P 5-38
%E 


%0 Conference Proceedings
%~ IRMA
%A Levy, David
%A Kummerfeld, Robert
%A Chawla, Sanjay
%A Calvo, Rafael
%A Fekete, Alan
%T The New Software Engineering Program at the University of Sydney
%B AaeE 2008: 19th Annual Conference of the Australasian Association for Engineering Education
%D 2008
%@ 
%C Rockhampton, Old
%I 
%V cd-rom
%I Faculty of Science, Engineering & Health, CQUniversity Australia
%P 1-6
%E 


%0 Conference Proceedings
%~ IRMA
%A Menon, Aditya
%A Pham, Gia
%A Chawla, Sanjay
%A Viglas, Anastasios
%T An incremental data-stream sketch using sparse random projections
%B Seventh SIAM International Conference on Data Mining   (SDM 2007)
%D 2007
%@ 
%C Philadelphia, USA
%I 
%V 1
%I Society for Industrial and Applied Mathematics (SIAM)
%P 563-568
%E 


%0 Conference Proceedings
%~ IRMA
%A AL-Naymat, Ghazi
%A Chawla, Sanjay
%A Gudmundsson, Joachim
%T Dimensionality Reduction for Long Duration and Complex Spatio-Temporal Queries
%B 2007 ACM SIGAPP Symposium on Applied Computing (SAC '07)
%D 2007
%@ 
%C  
%I 
%V 
%I Association for Computing Machinery (ACM)
%P 393-397
%E 


%0 Journal Article
%~ IRMA
%A McIntosh, Tara
%A Chawla, Sanjay
%T High-confidence rule mining for Microarray analysis
%B IEEE - ACM Transactions on Computational Biology and Bioinformatics
%D 2007
%@ 
%C United States
%I 
%V 4
%I Association for Computing Machinery, Inc.
%P 611-623
%E 


%0 Conference Proceedings
%~ IRMA
%A Verhein, Florian
%A Chawla, Sanjay
%T Using Significant, Positively Associated and Relatively Class Correlated Rules for Associative Classification of Imbalanced Datasets
%B Seventh IEEE International Conference on Data Mining 
(ICDM 2007)
%D 2007
%@ 
%C USA
%I 
%V 
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 679-684
%E 


%0 Conference Proceedings
%~ IRMA
%A Arunasalam, Bavani
%A Chawla, Sanjay
%T CCCS: A Top-down Associative Classifier for Imbalanced Class Distribution
%B Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2006)
%D 2006
%@ 
%C USA
%I 
%V 
%I Association for Computing Machinery (ACM)
%P 517-522
%E 


%0 Conference Proceedings
%~ IRMA
%A Verhein, Florian
%A Chawla, Sanjay
%T Geometrically Inspired Itemset Mining
%B 2006 IEEE International Conference on Data Mining  (ICDM 2006)
%D 2006
%@ 
%C USA
%I 
%V 
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 655-666
%E 


%0 Conference Proceedings
%~ IRMA
%A Sun, Pei
%A Chawla, Sanjay
%A Arunasalam, Bavani
%T Mining for Outliers in Sequential Databases
%B The Sixth SIAM International Conference on Data Mining
%D 2006
%@ 
%C USA
%I 
%V 
%I Society for Industrial and Applied Mathematics (SIAM)
%P 94-105
%E 


%0 Conference Proceedings
%~ IRMA
%A Verhein, Florian
%A Chawla, Sanjay
%T Mining Spatio-temporal Association Rules, Sources,
Sinks, Stationary Regions and Thoroughfares in Object Mobility Databases
%B 11th International Conference on Database Systems for Advanced Applications  (DASFAA 2006)
%D 2006
%@ 
%C Germany
%I 
%V LNCS 3882
%I Springer
%P 187-201
%E 


%0 Journal Article
%~ IRMA
%A Chawla, Sanjay
%A Sun, Pei
%T SLOM: a new measure for local spatial outliers
%B Knowledge and Information Systems
%D 2006
%@ 
%C United Kingdom
%I 
%V 9
%I Springer
%P 412-429
%E 


%0 Conference Proceedings
%~ IRMA
%A Ler, D
%A Koprinska, Irena
%A Chawla, Sanjay
%T A Hill-climbing Landmarker Generation Algorithm Based on Efficiency and Correlativity Criteria
%B The Eighteenth International Florida Artificial Intelligence Research Society Conference - FLAIRS 2005
%D 2005
%@ 
%C USA
%I 
%V 
%I AAAI Press
%P 418-423
%E 


%0 Conference Proceedings
%~ IRMA
%A Ler, D
%A Koprinska, Irena
%A Chawla, Sanjay
%T Comparisons between Heuristics Based on Correlativity and Efficiency for Landmarker Generation
%B Fourth International Conference on Hybrid Intelligent Systems - HIS 2004
%D 2005
%@ 
%C Los Alamitos, California, USA
%I 
%V 
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 32-37
%E 


%0 Conference Proceedings
%~ IRMA
%A Lukov, Lior
%A Chawla, Sanjay
%A Church, William
%T Conditional Random Fields for Transmembrane Helix Prediction
%B The Ninth Pacific-Asia Conference on Knowledge Discovery and Data Mining
%D 2005
%@ 
%C Berlin
%I 
%V 3518
%I Springer
%P 155-161
%E 


%0 Conference Proceedings
%~ IRMA
%A Ho, Joshua
%A Lukov, Lior
%A Chawla, Sanjay
%T Sequential Pattern Mining with Constraints on Large Protein Databases
%B The Twelfth International Conference on Management of Data 2005
%D 2005
%@ 
%C New Delhi
%I 
%V 
%I Allied Publisher Private Limited
%P 89-100
%E 


%0 Conference Proceedings
%~ IRMA
%A Arunasalam, Bavani
%A Chawla, Sanjay
%A Sun, Pei
%T Striking Two Birds With One Stone: Simultaneous Mining of Positive and Negative Spatial Patterns
%B The Fifth SIAM International Conference on Data Mining
%D 2005
%@ 
%C USA
%I 
%V 
%I Society for Industrial and Applied Mathematics (SIAM)
%P 173-182
%E 


%0 Conference Proceedings
%~ IRMA
%A Ler, D
%A Koprinska, Irena
%A Chawla, Sanjay
%T Utilising Regression-based Landmarkers within a Meta-learning Framework for Algorithm Selection
%B W10 - Workshop on Meta-Learning : associated with the 22nd International Conference on Machine Learning (ICML 2005)
%D 2005
%@ 
%C Germany
%I 
%V 
%I International Machine Learning Society
%P 44-51
%E 


%0 Conference Proceedings
%~ IRMA
%A Ler, D
%A Koprinska, Irena
%A Chawla, Sanjay
%T A Landmarker Selection Algorithm Based On Correlation And Efficiency Criteria
%B 17th Australian Joint Conference on Artificial Intelligence
%D 2004
%@ 
%C Berlin
%I 
%V 
%I Springer
%P 296-306
%E 


%0 Conference Proceedings
%~ IRMA
%A Ler, D
%A Koprinska, Irena
%A Chawla, Sanjay
%T A New Landmarker Generation Algorithm Based On Correlativity
%B The 2004 International Conference on Machine Learning and Applications (ICMLA'04)
%D 2004
%@ 
%C USA
%I 
%V 
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 1-8
%E 


%0 Conference Proceedings
%~ IRMA
%A Arunasalam, Bavani
%A Chawla, Sanjay
%A Sun, Pei
%A Munro, Robert
%T Mining Complex Relationships In The Sdss Skyserver Spatial Database
%B 28th Annual  International Computer Software and Applications Conference (COMPSAC 2004)
%D 2004
%@ 
%C Los Alamitos, CA, USA
%I 
%V 2
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 142-145
%E 


%0 Conference Proceedings
%~ IRMA
%A Chawla, Sanjay
%A Davis, Joseph
%A Pandey, Gaurav
%T On Local Pruning Of Association Rules Using Directed Hypergraphs
%B 20th International Conference on Data Engineering, 2004
%D 2004
%@ 
%C Piscataway, NJ
%I 
%V 
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 
%E 


%0 Conference Proceedings
%~ IRMA
%A Sun, Pei
%A Chawla, Sanjay
%T On Local Spatial Outliers
%B 4th IEEE International Conference on Data Mining (ICDM 2004)
%D 2004
%@ 
%C Washington, DC, USA
%I 
%V 
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 209-216
%E 


%0 Conference Proceedings
%~ IRMA
%A Munro, Robert
%A Chawla, Sanjay
%A Sun, Pei
%T Complex spatial relationships
%B Third IEEE International Conference on Data Mining - ICDM
%D 2003
%@ 
%C Los Alamitos
%I 
%V 1
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 1-8
%E 


%0 Journal Article
%~ IRMA
%A Chawla, Sanjay
%A Arunasalam, Bavani
%A Davis, Joseph
%T Mining Open Source Software(OSS) Data using Association Rules Network
%B Lecture Notes in Computer Science (LNCS)
%D 2003
%@ 
%C Germany
%I 
%V 2637
%I Springer
%P 461-466
%E 


%0 Journal Article
%~ IRMA
%A Liu, Xuan
%A Shekhar, Shashi
%A Chawla, Sanjay
%T Object-Based Directional Query Processing in Spatial Databases
%B IEEE Transactions On Knowledge And Data Engineering
%D 2003
%@ 
%C US
%I 
%V 15
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 295-304
%E 


%0 Book
%~ IRMA
%A Shekhar, Shashi
%A Chawla, Sanjay
%T Spatial Databases: A Tour
%B Spatial Databases: A Tour
%D 2003
%@ 
%C USA
%I 
%V 1
%I Prentice Hall
%P 
%E 


%0 Conference Proceedings
%~ IRMA
%A Chawla, Sanjay
%A Shekhar, S
%A Wu, W
%T A Comparison of Markov Random Field and Spatial Regression Models for Mining Geospatial Data
%B The 6th Joint Conference on Information Science
%D 2002
%@ 
%C USA
%I 
%V 
%I JCIS/ Association for Intelligent Machinery, Inc.
%P 245-250
%E 


%0 Journal Article
%~ IRMA
%A Shekhar, Shashi
%A Lu, Chang-Tien
%A Chawla, Sanjay
%A Ravada, Sivakumar
%T Efficient Join-Index-Based Spatial-Join Processing: A Clustering Approach
%B IEEE Transactions On Knowledge And Data Engineering
%D 2002
%@ 
%C US
%I 
%V 14
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 1400-1421
%E 


%0 Journal Article
%~ IRMA
%A Shekhar, Shashi
%A Schrater, Paul R.
%A Vatsavai, Ranga R.
%A Wu, Weili
%A Chawla, Sanjay
%T Spatial Contextual Classification and Prediction Models for Mining Geospatial Data
%B IEEE Transactions on Multimedia
%D 2002
%@ 
%C United States
%I 
%V 4
%I (IEEE) Institute of Electrical and Electronics Engineers
%P 174-188
%E 


%0 Journal Article
%~ IRMA
%A Liu, Xuan
%A Shekhar, Shashi
%A Chawla, Sanjay
%T Maintaining Spatial Constraints Using a Dimension Graph Approach
%B International Journal on Artificial Intelligence Tools
%D 2001
%@ 
%C Singapore
%I 
%V 10
%I World Scientific Publishing
%P 639-662
%E 


%0 Conference Proceedings
%~ IRMA
%A Chawla, Sanjay
%A Shekhar, Shashi
%A Wu, Weili
%T Modeling Spatial Dependencies for Mining
Geospatial Data
%B First SIAM International Conference on Data Mining
%D 2001
%@ 
%C Philadelphia, PA
%I 
%V 
%I SIAM Publications
%P 
%E