FSDM 2006
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Saturday, April 22, 2006

7:30am – 8:00am Continental Breakfast
8:15am – 10:00am Welcome Greetings from Huan Liu, Robert Stine and Leonardo Auslender

Session Chair: Robert Stine

Scaled Entropy and DF-SE: Different and Improved Unsupervised Feature Selection
Techniques for Text Clustering

Authors: Deepak P., S. Roy

Attribute Selection Methods for Filtered Attribute Subspace based Bagging with Injected Randomness (FASBIR)
Authors: I. Whittley, A. Bagnall, L. Bull, M. Pettipher, M. Studley, F. Tekiner

A Novel Effective Distributed Dimensionality Reduction Algorithm
Authors: P. Magdalinos, C. Doulkeridis, M. Vazirgiannis

An Ensemble Method for Identifying Robust Features for Biomarker Identification
Authors: D. Chan, S. Bridges, S. Burgess

An ICA-based Feature Selection Method for Microarray Sample Clustering
Authors: L. Zhu, C. Tang

A Feature Generation Algorithm for Sequences with Application to Splice-Site Prediction
Authors:
R. Islamaj, L. Getoor, W. Wilbur

10:00am – 10:30am Coffee Break
10:30am – 12:00 Session Chair: Robert Stine

Feature Selection Considering Attribute Inter-dependencies (full paper)
Authors: M. Mejia-Lavalle, E. Morales

Pairwise Constraints-Guided Dimensionality Reduction (full paper)
Authors: W. Tang, S. Zhong

Unsupervised Feature Selection Scheme for Clustering of Symbolic Data Using the Multivalued Type Similarity Measure
Authors: B. Kiranagi, D. Guru, V. Gudivada

Aiming for Parsimony in the Sequential Analysis of Activity-Diary Data
Authors: E. Moons, G. Wets

An Ensemble of Anomaly Classifiers for Identifying Cyber Attacks
Authors: C. Kelly, D. Spears, C. Karlsson, P. Polyakov

12:00 – 1:30pm Lunch
1:30pm – 3:00pm Session Chair: Huan Liu

Introduction: Jerry Oglesby, SAS

Keynote: Knowledge, Data, and Search in Computational Discovery (ppt slides)
                           
Speaker:
 Pat Langley
Computational Learning Laboratory, Center for the Study of Language and Information, Stanford University
3:00pm – 3:30pm Coffee Break
3:30pm – 4:45pm Session Chair: Robert Stine

Concept Identification in Web Pages
Author:  Z. Sun

A Study of Multi-Objective Fitness Functions for a Feature Selection Genetic Agorithm
Authors: M. Basgalupp, K. Becker, D. Ruiz

Feature Selection with a Perceptron Neural Net
  
Authors: M. Mejia-Lavalle, E. Sucar, G. Arroyo

A Continuous Variable Response Driven Transformation for Use in Predictive Modeling
  
Authors: T. Katz

Using the Symmetrical Tau (τ) Criterion for Feature Selection in Decision Tree and Neural Network Learning
Authors:
F. Hadzic, T. Dillon
4:45pm Workshop Adjourns