BibSonomy publications for /user/steff83/learningMon Aug 25 16:28:50 CEST 2008Data Mining, 2007. ICDM 2007. Seventh IEEE International Conference on332-341Improving Text Classification by Using Encyclopedia Knowledge2007master_thesis classification ontology wikipedia text learning The exponential growth of text documents available on the Internet has created an urgent need for accurate, fast, and general purpose text classification algorithms. However, the "bag of words" representation used for these classification methods is often unsatisfactory as it ignores relationships between important terms that do not co-occur literally. In order to deal with this problem, we integrate background knowledge - in our application: Wikipedia - into the process of classifying text documents. The experimental evaluation on Reuters newsfeeds and several other corpus shows that our classification results with encyclopedia knowledge are much better than the baseline "bag of words " methods.Thu Aug 09 14:13:31 CEST 2007Houston, Texas, USAProceedings of the 5th IEEE International Conference on Data Mining (ICDM 2005), 27-30 November 2005378-385Compound Classification Models for Recommender Systems.2005projekt learning recommender supervised kde classification