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Wei  Fan
Research Staff Member

19 Skyline Drive

IBM T.J.Watson Research

Hawthorne, NY 10532

Tel: 914-784-7027

Email: weifan AT us DOT ibm DOT com

 

My Research Interests: Machine Learning, Data Mining, Data Base, and Security

 

Selected Publications:

 

1999

W Fan, S Stolfo and J Zhang, "The Application of AdaBoost for Distributed, Scalable and On-line Learning", ACM International Conference on on Knoledge Discovery and Data Mining (SIGKDD1999)

 

W Fan, S Stolfo and J. Zhang, "AdaCost: cost-sensitive boosting". International Coference on Machine Learning (ICDML'99)

 

P Chan, W. Fan, A Prodromidis, and S Stolfo. "Distributed Data Mining for Credit Card Fraud Detection", IEEE Intelligent System Journal Nov/Dec 1999, pp67-74.

 

W Cohen and W Fan, "Learning Page Independent Heuristics for Extracting Data from the Web", The Eighth International World Wide Web Conference (WWW'8)

 

2000

W Cohen and W Fan. "Web-Collaborative Filtering: Recommending Music by Spidering The Web", Nineth International World Wide Web Conference (WWW'9)

 

W. Fan, W. Lee, S. Stolfo and M. Miller.  "A Multiple Model Cost-Sensitive Approach for Intrusion Detection", The Eleventh European Conference on Machine Learning (ECML00).

 

S Stolfo, W Fan, W Lee, A Prodromidis, P Chan, "Cost-based Modeling for Fraud and Intrusion Dectection: Results from the JAM Project", DARPA Information Survivability Conference 2000

 

 

2001

 

W. Fan, M. Miller, S. Stolfo, W. Lee, and C. Chan, ``Using Artificial Anomalies to Detect Known and Unknown Intrusions’’, IEEE International Conference on Data Mining Conference 2001  (ICDM’2001)

 

S. Stolfo, W. Lee, C. Chan, W. Fan, E. Eskin, M. Miller, ``Real-time Data Mining Based Intrusion Detection’’, DARPA Information Survivability Conference 2001 (DISEX’2001)

 

S. Stolfo, W. Lee, C. Chan, W. Fan, E. Eskin, M. Miller,  ``Intrusion Detection: Issues and Solutions’’, SIGMOD Record Dec 2001

 

W. Lee, and W. Fan, ``Data Mning Based Intrusion Detection”, SIGMOD Record  Dec 2001

 

2002

 

W. Fan, H. Wang, and P. Yu,  ``A Framework for Scalable Cost-sensitive Learning’’, SIAM International Conference on Data Mining 2002 (SDM’2002)

 

W. Fan, and S. Stolfo, ``Ensemble-based Adaptive Intrusion Detection”, SIAM International Conference on Data Mining 2002 (SDM’2002)

 

W. Fan, H. Wang, and P. Yu , ``A Distributed Framework for Cost-sensitive learning’’, IEEE International Conference on  Distributed Computer Systems 2002 (ICDCS’2002)

 

W. Fan, F. Chu, H. Wang, and P. Yu, ``Pruning and Dynamic Scheduling Cost-sensitive Ensemble”, National Conference on Artificial Intelligence 2002  (AAAI’2002)

 

W. Fan, H. Wang, P. Yu, and L. Lo, `` Progressive Modeling”, IEEE International Conference on Data Mining Conference 2002 (ICDM 2002)

 

W. Lee, W. Fan, M. Miller, S. Stolfo, and E. Zadok ,``Cost-Sensitive Modeling for Intrusion Detection and Response", Journal of Computer Security, Vol. 10, Numbers 1,2, 2002

 

N. Abe, B. Zadrozny, E. Pednault, H. Wang, W. Fan, and C Apte, `` Empirical Comparison of Various Reinforcement Learning Strategies”, IEEE International Conference on  Distributed Computer Systems 2002 (ICDCS’2002)

 

N. Abe, B. Zadrozny, E. Pednault, H. Wang, W. Fan, and C Apte, `` Sequential Cost-sensitive Decision Making with Reinforcement Learning’, ACM International Conference on Knowledge Discovery and Data Mining 2002  (SIGKDD’2002)

 

N. Wang, W. Fan and P. Yu, ``An Index Structure for Similarity Searching in Microarray Data",  IEEE International Conference on Bioinformatics (CSB2002)

 

 

2003

 

Y. Huang, W. Fan, W. Lee, and P. Yu, ``Detecting Ad hoc Network Anomalies Using Cross-Feature Analysis’’, accepted at IEEE International Conference on  Distributed Computer Systems 2003 (ICDCS’2003)

 

H.Wang, W. Fan, P.Yu,  ``Indexing Weighted Sequeneces in Large Databases.", IEEE International Conference on Data Engineering  Conference 2003 (ICDE 2003)

 

W. Fan, H. Wang, P.Yu,  ``Inductive Learning in less thn One Sequential Scan.", Joint International Conference on Aritifical Intellgience 2003 (IJCAI 2003)

 

H.Wang, W. Fan, P.Yu,  ``ViST: A dynamic indexing method for querying XML data by tree structures.",  SIGMOD 2003

 

H.Wang, W. Fan, P.Yu, J Han,   ``Mining Concept-Drifting Data Streams using Ensemble Classifiers",   SIGKDD 2003

 

2004

 

W Fan, P Yu, and H Wang,  "Mining Extremely Skewd Trading Anomalies", EDBT 2004

 

W Fan, Y Huang, H Wang, and P Yu,  "Active Mining of Data Streams", SDM'04

 

H Wang, W Fan, and C Fang, "A Fast Algorithm for Subspace Clustering by Pattern Similarity", SSDM 2004

 

W Fan,   "On the Optimality of Probability Estimation by Random Decision Trees", AAAI 2004

 

W Fan   "Systematic Data Selection to Mine Concept-Drifting Data Streams", SIGKDD 2004

 

W Fan   "StreamMiner: A Classifier Ensemble-based Engine to Mine Concept Drifting Data Streams",  VLDB'2004



 

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