Wei Fan

Sethuraman Panchanathan

Jieping Ye

Proceedings of the 30th International Conference on Machine Learning, 2013

Multilabel Consensus Classification.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE 13th International Conference on Data Mining, 2013

2012

Multisource domain adaptation and its application to early detection of fatigue.

[BibT_eX]

[DOI]

Sethuraman Panchanathan

Jieping Ye

ACM Trans. Knowl. Discov. Data, 2012

Mining big data: current status, and forecast to the future.

[BibT_eX]

[DOI]

Albert Bifet

SIGKDD Explor., 2012

A framework to represent and mine knowledge evolution from Wikipedia revisions.

[BibT_eX]

[DOI]

Proceedings of the 21st World Wide Web Conference, 2012

Contextual Collaborative Filtering via Hierarchical Matrix Factorization.

[BibT_eX]

[DOI]

Erheng Zhong

Qiang Yang

Proceedings of the Twelfth SIAM International Conference on Data Mining, 2012

An Iterative and Re-weighting Framework for Rejection and Uncertainty Resolution in Crowdsourcing.

[BibT_eX]

[DOI]

Sihong Xie

Proceedings of the Twelfth SIAM International Conference on Data Mining, 2012

ComSoc: adaptive transfer of user behaviors over composite social network.

[BibT_eX]

[DOI]

Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012

Estimating Local Information Trustworthiness via Multi-source Joint Matrix Factorization.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Conference on Data Mining, 2012

Tutorial: Data Stream Mining and Its Applications.

[BibT_eX]

[DOI]

Latifur Khan

Proceedings of the Database Systems for Advanced Applications, 2012

A general framework to encode heterogeneous information sources for contextual pattern mining.

[BibT_eX]

[DOI]

Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012

Sembler: Ensembling Crowd Sequential Labeling for Improved Quality.

[BibT_eX]

[DOI]

Xian Wu

Yong Yu

Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012

2011

Chernoff Dimensionality Reduction-Where Fisher Meets FKT.

[BibT_eX]

[DOI]

Proceedings of the Eleventh SIAM International Conference on Data Mining, 2011

ShareBoost: Boosting for Multi-view Learning with Performance Guarantees.

[BibT_eX]

[DOI]

Kannappan Palaniappan

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

Discovering shakers from evolving entities via cascading graph inference.

[BibT_eX]

[DOI]

Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

Dual active feature and sample selection for graph classification.

[BibT_eX]

[DOI]

Xiangnan Kong

Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

Multi-source domain adaptation and its application to early detection of fatigue.

[BibT_eX]

[DOI]

Rita Chattopadhyay

Jieping Ye

Sethuraman Panchanathan

Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

Consensus extraction from heterogeneous detectors to improve performance over network traffic anomaly detection.

[BibT_eX]

[DOI]

Proceedings of the INFOCOM 2011. 30th IEEE International Conference on Computer Communications, 2011

A Spectral Framework for Detecting Inconsistency across Multi-source Object Relationships.

[BibT_eX]

[DOI]

Jing Gao

Deepak S. Turaga

Srinivasan Parthasarathy

Jiawei Han

Proceedings of the 11th IEEE International Conference on Data Mining, 2011

Connecting users with similar interests via tag network inference.

[BibT_eX]

[DOI]

Xufei Wang

Huan Liu

Proceedings of the 20th ACM Conference on Information and Knowledge Management, 2011

2010

svdPPCS: an effective singular value decomposition-based method for conserved and divergent co-expression gene module identification.

[BibT_eX]

[DOI]

BMC Bioinform., 2010

Analysis of Chernoff criterion for linear dimensionality reduction.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Systems, 2010

Predictive Modeling with Heterogeneous Sources.

[BibT_eX]

[DOI]

Proceedings of the SIAM International Conference on Data Mining, 2010

Generalized and Heuristic-Free Feature Construction for Improved Accuracy.

[BibT_eX]

[DOI]

Proceedings of the SIAM International Conference on Data Mining, 2010

Cross Validation Framework to Choose amongst Models and Datasets for Transfer Learning.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

Efficient and Numerically Stable Sparse Learning.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

The next generation of transportation systems, greenhouse emissions, and data mining.

[BibT_eX]

[DOI]

Hillol Kargupta

João Gama

Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010

On community outliers and their efficient detection in information networks.

[BibT_eX]

[DOI]

Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2010

Transfer Learning on Heterogenous Feature Spaces via Spectral Transformation.

[BibT_eX]

[DOI]

Proceedings of the ICDM 2010, 2010

Efficient Semi-supervised Spectral Co-clustering with Constraints.

[BibT_eX]

[DOI]

Xiaoxiao Shi

Proceedings of the ICDM 2010, 2010

2009

Bagging.

[BibT_eX]

[DOI]

Kun Zhang

Proceedings of the Encyclopedia of Database Systems, 2009

Breaking the computational barrier: a divide-conquer and aggregate based approach for Alu insertion site characterisation.

[BibT_eX]

[DOI]

Int. J. Comput. Biol. Drug Des., 2009

Latent space domain transfer between high dimensional overlapping distributions.

[BibT_eX]

[DOI]

Proceedings of the 18th International Conference on World Wide Web, 2009

Universal Learning over Related Distributions and Adaptive Graph Transduction.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

Relaxed Transfer of Different Classes via Spectral Partition.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2009

Graph-based Consensus Maximization among Multiple Supervised and Unsupervised Models.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009

Cross domain distribution adaptation via kernel mapping.

[BibT_eX]

[DOI]

Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28, 2009

Heterogeneous source consensus learning via decision propagation and negotiation.

[BibT_eX]

[DOI]

Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28, 2009

Heterogeneous cross domain ranking in latent space.

[BibT_eX]

[DOI]

Proceedings of the 18th ACM Conference on Information and Knowledge Management, 2009

2008

Ozone Level Detection.

[BibT_eX]

[DOI]

Kun Zhang

Xiaojing Yuan

Dataset, April, 2008

Forecasting skewed biased stochastic ozone days: analyses, solutions and beyond.

[BibT_eX]

[DOI]

Kun Zhang

Knowl. Inf. Syst., 2008

Classifying Data Streams with Skewed Class Distributions and Concept Drifts.

[BibT_eX]

[DOI]

IEEE Internet Comput., 2008

Type-Independent Correction of Sample Selection Bias via Structural Discovery and Re-balancing.

[BibT_eX]

[DOI]

Proceedings of the SIAM International Conference on Data Mining, 2008

Actively Transfer Domain Knowledge.

[BibT_eX]

[DOI]

Xiaoxiao Shi

Jiangtao Ren

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2008

Forward Semi-supervised Feature Selection.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2008

Knowledge transfer via multiple model local structure mapping.

[BibT_eX]

[DOI]

Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2008

Direct mining of discriminative and essential frequent patterns via model-based search tree.

[BibT_eX]

[DOI]

Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2008

Graph-Based Iterative Hybrid Feature Selection.

[BibT_eX]

[DOI]

Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008

2007

Challenges and Experience in Prototyping a Multi-Modal Stream Analytic and Monitoring Application on System S.

[BibT_eX]

[DOI]

Proceedings of the 33rd International Conference on Very Large Data Bases, 2007

A General Framework for Mining Concept-Drifting Data Streams with Skewed Distributions.

[BibT_eX]

[DOI]

Proceedings of the Seventh SIAM International Conference on Data Mining, 2007

On Sample Selection Bias and Its Efficient Correction via Model Averaging and Unlabeled Examples.

[BibT_eX]

[DOI]

Proceedings of the Seventh SIAM International Conference on Data Mining, 2007

On Appropriate Assumptions to Mine Data Streams: Analysis and Practice.

[BibT_eX]

[DOI]

Jing Gao

Jiawei Han

Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2007), 2007

2006

When Efficient Model Averaging Out-Performs Boosting and Bagging.

[BibT_eX]

[DOI]

Proceedings of the Knowledge Discovery in Databases: PKDD 2006, 2006

A general framework for accurate and fast regression by data summarization in random decision trees.

[BibT_eX]

[DOI]

Joe McCloskey

Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2006

Reverse testing: an efficient framework to select amongst classifiers under sample selection bias.

[BibT_eX]

[DOI]

Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2006

Forecasting Skewed Biased Stochastic Ozone Days: Analyses and Solutions.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

Discovering Unrevealed Properties of Probability Estimation Trees: On Algorithm Selection and Performance Explanation.

[BibT_eX]

[DOI]

Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006), 2006

2005

Maximizing Tree Diversity by Building Complete-Random Decision Trees.

[BibT_eX]

[DOI]

Fei Tony Liu

Kai Ming Ting

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2005

Effective Estimation of Posterior Probabilities: Explaining the Accuracy of Randomized Decision Tree Approaches.

[BibT_eX]

[DOI]

Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005

An Improved Categorization of Classifier's Sensitivity on Sample Selection Bias.

[BibT_eX]

[DOI]

Proceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 2005

2004

Using artificial anomalies to detect unknown and known network intrusions.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2004

StreamMiner: A Classifier Ensemble-based Engine to Mine Concept-drifting Data Streams.

[BibT_eX]

[DOI]

Proceedings of the (e)Proceedings of the Thirtieth International Conference on Very Large Data Bases, VLDB 2004, Toronto, Canada, August 31, 2004

A Fast Algorithm for Subspace Clustering by Pattern Similarity.

[BibT_eX]

[DOI]

Proceedings of the 16th International Conference on Scientific and Statistical Database Management (SSDBM 2004), 2004

Active Mining of Data Streams.

[BibT_eX]

[DOI]

Proceedings of the Fourth SIAM International Conference on Data Mining, 2004

Systematic data selection to mine concept-drifting data streams.

[BibT_eX]

[DOI]

Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2004

Decision Tree Evolution Using Limited Number of Labeled Data Items from Drifting Data Streams.

[BibT_eX]

[DOI]

Yi-an Huang

Proceedings of the 4th IEEE International Conference on Data Mining (ICDM 2004), 2004

Mining Extremely Skewed Trading Anomalies.

[BibT_eX]

[DOI]

Haixun Wang

Proceedings of the Advances in Database Technology, 2004

On the Optimality of Probability Estimation by Random Decision Trees.

[BibT_eX]

[DOI]

Proceedings of the Nineteenth National Conference on Artificial Intelligence, 2004

2003

ViST: A Dynamic Index Method for Querying XML Data by Tree Structures.

[BibT_eX]

[DOI]

Proceedings of the 2003 ACM SIGMOD International Conference on Management of Data, 2003

Mining concept-drifting data streams using ensemble classifiers.

[BibT_eX]

[DOI]

Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 24, 2003

Inductive Learning in Less Than One Sequential Data Scan.

[BibT_eX]

[DOI]

Proceedings of the IJCAI-03, 2003

Is random model better? On its accuracy and efficiency.

[BibT_eX]

[DOI]

Proceedings of the 3rd IEEE International Conference on Data Mining (ICDM 2003), 2003

Indexing Weighted-Sequences in Large Databases.

[BibT_eX]

[DOI]

Proceedings of the 19th International Conference on Data Engineering, 2003

Cross-Feature Analysis for Detecting Ad-Hoc Routing Anomalies.

[BibT_eX]

[DOI]

Proceedings of the 23rd International Conference on Distributed Computing Systems (ICDCS 2003), 2003

2002

Toward Cost-Sensitive Modeling for Intrusion Detection and Response.

[BibT_eX]

[DOI]

J. Comput. Secur., 2002

A Framework for Scalable Cost-sensitive Learning Based on Combing Probabilities and Benefits.

[BibT_eX]

[DOI]

Proceedings of the Second SIAM International Conference on Data Mining, 2002

Ensemble-based Adaptive Intrusion Detection.

[BibT_eX]

[DOI]