CS 550

Spring 2005
Seminar Schedule:

• March 17, 2005
  • Ata Türk
    • B. Choi and X. Peng, "Dynamic and hierarchical classification of Web pages", Online Information Review; Volume 28 No. 2, 2004.
  • Faysal Başçi
    • I. Cohen, F.G. Cozman, N. Sebe, M.C. Cirelo, T. S. Huang, "Semisupervised learning of classifiers: theory, algorithms, and their application to human-computer interaction," IEEE Transactions on Pattern Analysis and MAchine Intelligence, vol. 26, no. 12, pp.1553- 1566, 2004
  • Funda Durupınar
    • M. Botta, A. Giordana, L. Saitta, M. Sebag, "Relational Learning as Search in a Critical Region," Journal of Machine Learning Research vol. 4, pp. 431-463 2003.
  • Ayşe Küçükyılmaz
    • J. Peng and B. Bhanu, "Closed-Loop Object Recognition Using Reinforcement Learning," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 20, no. 2, 1998.
• March 21, 2005
  • Biter Bilen
    • J. H. Park, X. Ji, H. Zha and R. Kasturi, "Support Vector Clustering Combined with Spectral Graph Partitioning," Proceedings of the 17th International Conference on Pattern Recognition (ICPR’04), 2004.
  • Zahir Tezcan
    • M. Rosen-Zvi, E. Klein, I. Kanter and W. Kinzel, "Mutual learning in a tree parity machine and its application to cryptography," Physical Review E, vol. 66, 2002.
    • W. Kinzel and I. Kanter, "Neural Cryptography," 2002.
    • A. Ruttor and W. Kinzel, "Neural cryptography with feedback," 2003.
• March 24, 2005
  • Serhan Tatar
    • D. Freitag, "Machine Learning for Information Extraction in Informal Domains," Machine Learning, vol. 39, no. 2-3, pp. 169 - 202, 2000.
  • Yasin Uzun
    • D. Freitag and N. Kushmerick, "Boosted Wrapper Induction," Proceedings of the Seventeenth National Conference on Artificial Intelligence, July 31-August 2, 2000, Austin, Texas Published by The AAAI Press, Menlo Park, California.
  • Özgün Babur
    • L. Leping, C. R. Weinberg, T. A. Darden, and L. G. Pedersen, "Gene selection for sample classification based on gene expression data: study of sensitivity to choice of parameters of the GA/KNN method." Bioinformatics, vol. 17: pp. 1131-1142, 2001.
• March 28, 2005
  • Hakkı Bağcı
    • Charles X. Ling, "Learning the Past Tense of English Verbs: The Symbolic Pattern Associator vs. Connectionist Models," Journal of Articial Intelligence Research, 1994.
  • Cumhur Doruk Bozağaç
    • M. G. Schultz, E. Eskin and E. Zadok, "Data Mining Methods for Detection of New Malicious Executables," IEEE Symposium on Security and Privacy, 2001.
• March 31, 2005
  • Abdullah Atmaca
    • M. Boulle, "Khiops: A Statistical Discretization Method of Continuous Attributes," Machine Learning, vol. 55, pp.53–69, 2004.
    • P. van der Putten, M. van Someren "A Bias-Variance Analysis of a Real World Learning," Machine Learning, vol. 57, pp.177–195, 2004.
    • C. Elkan, "Coil Challenge 200 Entry"
  • Hande Doğan
    • D. Kazakov and S. Manandhar, "Unsupervised Learning of Word Segmentation Rules with Genetic Algorithms and Inductive Logic Programming," Machine Learning, vol. 43, pp. 121 - 162, 2001.
  • Gönenç Ercan
    • P. D. Turney, "Learning Algorithms for Keyphrase Extraction," Information Retrieval, 1999
  • Ertuğrul Kartal Tabak
    • A. Meyerson, L. O’Callaghan and S. Plotkin, "A k-Median Algorithm with Running Time Independent of Data Size," Machine Learning, vol. 56, pp.61–87, 2004
• April 4, 2005
  • Onur Önder
    • J. Li , G. Dong , K. Ramamohanarao and L. Wong, "DeEPs: A New Instance-Based Lazy Discovery and Classification System," Machine Learning, vol. 54, no. 2, pp. 99 - 124, 2004.
  • Derya Özkan
    • Y. Chen and J. Z. Wang, "Image Categorization by Learning and Reasoning with Regions," Journal of Machine Learning Research vol. 5, pp. 913–939 (2004)
• April 7, 2005
  • Bayram Boyraz
    • P. Turney, "Types of Cost in Inductive Concept Learning," Proceedings of the Cost-Sensitive Learning Workshop, pp. 15-21, 2000.
    • P. Turney, "Cost-Sensitive Classification: Empirical Evaluation of a Hybrid Genetic Decision Tree Induction Algorithm," Journal of Artificial Intelligence Research, vol. 2, pp. 369-409, 1995.
  • Ali Cevahir
    • N. Bansal, A. Blum and S. Chawla, "Correlation Clustering," Machine Learning, vol. 56, pp. 89–113, 2004.
  • Yiğithan Dedeoğlu
    • C. M. Bishop, and M. E. Tipping, "Bayesian regression and classification," In Advances in Learning Theory: Methods, Models and Applications, vol. 190, pp. 267–285. IOS Press, NATO Science Series III: Computer and Systems Sciences, 2003.
  • Dilek Karabudak
    • S. N. Simic, "A Learning-Theory Approach to Sensor Networks," Pervasive Computing, 2003
• April 18, 2005
  • Hüseyin Gökhan Akçay
    • G. J. Briem, J. A. Benediktsson, J. R. Sveinsson, "Multiple Classifiers Applied to Multisource Remote Sensing Data," IEEE Transactions on Geoscience and Remote Sensing, vol. 40, no. 10, 2002.
  • Demir Gökalp
    • S. C. Gadanho, "Learning Behavior-Selection by Emotions and Cognition in a Multi-Goal Robot Task," Journal of Machine Learning Research, vol 4. pp. 385-412, 2003
  • Ahmet Kara
    • A. Jameson, B. Groûmann-Hutter, L. March, R. Rummer, T. Bohnenberger, F. Wittig, "When actions have consequences: empirically based decision making for intelligent user interfaces," Knowledge-Based Systems, vol. 14, pp. 75-92, 2001.
• April 21, 2005
  • Medeni Erol Aran Material used in the presentation
    • P. Faloutsos, M. van de Panne D. Terzopoulos, "Composable Controllers for Physics-Based Character Animation," Proceedings of the 28th annual conference on Computer graphics and interactive techniques, pp. 251 - 260, 2001.
    • A. Billard and M. J. Matari?, "A biologically inspired robotic model for learning by imitation," Proceedings of the fourth international conference on Autonomous agents, pp. 373 - 380, 2000.
    • R. Grzeszczuk, D. Terzopoulos, G. Hinton, "NeuroAnimator: Fast Neural Network Emulation and Control of Physics-Based Models," Proceedings of SIGGRAPH 98, pp. 9-20, 1998.
  • Umut Tosun
    • D. Ourston, S. Matzner, W. Stump, B. Hopkins, "Applications of Hidden Markov Models to Detecting Multi-stage Network Attacks," Proceedings of the 36th Hawaii International Conference on System Sciences (HICSS’03), 2002
  • İbadullah Emre Şahin
    • F. Sebastiani, "Machine learning in automated text categorization," vol. 34, no. 1, pp. 1-47, 2002.
  • Hasan Doğu Taşkıran Presentation material
    • Y. LeCun et. al., "Comparison of Learning Algorithms for Handwritten Digit Recognition," 1995
    • Y. LeCun et. al., "Learning Methods for Generic Object Recognition with Invariance to Pose and Lighting," 2004
    • Y. LeCun et. al., "Gradient-Based Learning for Object Detection, Segmentation and Recognition," 1999