@INPROCEEDINGS{bro96d, AUTHOR = {Brodley, C. E. and Lane, T.}, YEAR = {1996}, TITLE = {Creating and exploiting diversity}, BOOKTITLE = {The Proceedings of the AAAI-96 Workshop: Integrating Multiple Learned Models for Improving and Scaling Machine Learning}, ANNOTE = {Full paper reviewed.} } @TECHREPORT{lan97a, AUTHOR = {Lane, T. and Brodley, C. E.}, YEAR = {1997}, TITLE = {Detecting the abnormal: Machine learning in computer security}, NUMBER = {TR-ECE 97-1}, INSTITUTION = {Purdue University, School of Electrical and Computer Engineering}, ADDRESS = {West Lafayette, IN} } @INPROCEEDINGS{lan97b, AUTHOR = {Lane, T. and Brodley, C. E.}, YEAR = {1997}, TITLE = {An application of machine learning to anomaly detection}, booktitle = {Proceedings of the Twentieth National Information Systems Security Conference}, organization = {The National Institute of Standards and Technology and the National Computer Security Center}, VOLUME = 1, PAGES = {366--380}, publisher = {National Institute of Standards and Technology}, address = {Gaithersburg, MD} } @INPROCEEDINGS{lan97c, AUTHOR = {Lane, T. and Brodley, C. E.}, TITLE = {Sequence matching and learning in anomaly detection for computer security}, BOOKTITLE = {Proceedings of AAAI-97 Workshop on AI Approaches to Fraud Detection and Risk Management}, PAGES = {43--49}, YEAR = {1997}, ANNOTE = {Full paper reviewed.} } @TechReport{lan98a, author = {Lane, T. and Brodley, C. E.}, title = {Machine Learning for Computer Security: Learning to Classify Anomalies in Temporal Sequence Data}, institution = {Purdue University, School of Electrical and Computer Engineering}, year = 1998, address = {West Lafayette, IN} } @InProceedings{lan98b, author = {Lane, T. and Brodley, C. E.}, title = {Approaches to Online Learning and Concept Drift for User Identification in Computer Security}, booktitle = {Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining}, year = 1998, pages = {259--263}, publisher = {AAAI Press}, address = {Menlo Park, CA}, annote = {Acceptance rate: 27\%} } @InProceedings{lan98c, author = {Lane, T.}, title = {Filtering Techniques for Rapid User Classification}, booktitle = {Proceedings of the AAAI-98/ICML-98 Joint Workshop on AI Approaches to Time-series Analysis}, pages = {58--63}, publisher = {AAAI Press}, address = {Menlo Park, CA}, year = {1998}, annote = {Full paper reviewed.} } @InProceedings{lan98d, author = {Lane, T. and Brodley, C. E.}, title = {Temporal Sequence Learning and Data Reduction for Anomaly Detection}, booktitle = {Proceedings of the Fifth ACM Conference on Computer and Communications Security}, year = 1998, organization = {Association for Computing Machinery}, month = {Nov}, pages = {150--158}, annote = {Acceptance rate: 20\%.} } @Article{lan99a, author = {Lane, T. and Brodley, C. E.}, title = {Temporal Sequence Learning and Data Reduction for Anomaly Detection}, journal = {ACM Transactions on Information and System Security}, year = 1999, volume = 2, number = 3, pages = {295--331} } @InProceedings{lan99b, author = {Lane, T.}, title = {Hidden Markov Models for Human/Computer Interface Modeling}, booktitle = {Proceedings of the IJCAI-99 Workshop on Learning About Users}, year = 1999, pages = {35-44}, annote = {Full paper reviewed.} } @Article{lan99c, author = {Lane, T. and Brodley, C. E.}, title = {An Empirical Study of Two Approaches to Sequence Learning for Anomaly Detection}, journal = {Machine Learning}, year = 1999, note = {Under review.} } @InProceedings{lan00a, author = {Lane, T. and Brodley, C. E.}, title = {Data Reduction Techniques for Instance-Based Learning of Human/Computer Interface Data}, booktitle = {Proceedings of the Seventeenth International Conference on Machine Learning}, pages = {519--526}, year = 2000, annote = {Greedy clustering vs. K-centers work.} } @PhdThesis{lan00b, author = {Lane, T.}, title = {Machine Learning Techniques for the Computer Security Domain of Anomaly Detection}, school = {Purdue University}, year = 2000, address = {W. Lafayette, IN}, month = aug } @InProceedings{lan2001a, author = {Lane, T. and Kaelbling, L. P.}, title = {Toward Hierarchical Decomposition for Planning in Uncertain Environments}, booktitle = {Proceedings of the 2001 IJCAI Workshop on Planning under Uncertainty and Incomplete Information}, year = {2001, to appear}, address = {Seattle, WA}, month = aug, publisher = {AAAI Press}, } @InProceedings{lan2001b, author = {Lane, T. and Kaelbling, L. P.}, title = {Approaches to Macro Decompositions of Large Markov Decision Process Planning Problems}, booktitle = {Proceedings of the 2001 SPIE Conference on Mobile Robotics}, year = 2001, address = {Newton, MA}, organization = {SPIE} } @InProceedings{blu2003b, author = {Blum, A. and Chawla, S. and Karger, D. and Lane, T. and Meyerson, A. and Minkoff, M.}, title = {Approximation Algorithms for Orienteering and Discounted-Reward {TSP}}, booktitle = {Proceedings of the 44th Annual IEEE Symposium on Foundations of Computer Science (FOCS-2003)}, year = 2003, address = {Cambridge, MA}, organization = {IEEE}, url = {http://theory.lcs.mit.edu/~karger/Papers/markovTSP.ps} }