1. Introduction

Initial Presentation (27 Sep 2001)

2. Datasets

Two classification schemes:

Reuters 2001 (topics & industry categories)

Hoovers (28 industry & 255 industry categories)

Web pages from Google & Yahoo®

3. Learners

Decision Tree

Naive Bayes

KNN

SVM

4. Results

5. Related Research:

Reconciling Schemas of Disparate Data Sources: A Machine Learning Approach, A. Doan, P. Domingos, and A. Halevy. Proceedings of the ACM SIGMOD Conf. on Management of Data (SIGMOD-2001) . PDF version

Learning Source Descriptions for Data Integration, A. Doan, P. Domingos, and A. Levy. Proceedings of the Third International Workshop on the Web and Databases (WebDB-2000), pages 81-86, 2000. Dallas, TX: ACM SIGMOD.

Learning Mappings between Data Schemas , A. Doan, P. Domingos, and A. Levy. Proceedings of the AAAI-2000 Workshop on Learning Statistical Models from Relational Data, 2000, Austin, TX.