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Thomas Hofmann

Papers on DiSC'02


Text classification in a hierarchical mixture model for small training sets

Publications


Note: Links lead to the DBLP on the Web.

Thomas Hofmann

18 Kristina Toutanova , Francine Chen , Kris Popat , Thomas Hofmann: Text Classification in a Hierarchical Mixture Model for Small Training Sets. CIKM 2001 : 105-112

17 Thomas Hofmann: Learning What People (Don't) Want. ECML 2001 : 214-225

16 Thomas Hofmann: Unsupervised Learning by Probabilistic Latent Semantic Analysis. Machine Learning 42 (1/2): 177-196 (2001)

15 Stephane Ducasse , Thomas Hofmann, Oscar Nierstrasz : OpenSpaces: An Object-Oriented Framework for Reconfigurable Coordination Spaces. COORDINATION 2000 : 1-18

14 David A. Cohn , Thomas Hofmann: The Missing Link - A Probabilistic Model of Document Content and Hypertext Connectivity. NIPS 2000 : 430-436

13 Thomas Hofmann: Learning probabilistic models of the Web. SIGIR 2000 : 369-371

12 Thomas Hofmann: Probabilistic Topic Maps: Navigating through Large Text Collections. IDA 1999 : 161-172

11 Thomas Hofmann: The Cluster-Abstraction Model: Unsupervised Learning of Topic Hierarchies from Text Data. IJCAI 1999 : 682-687

10 Thomas Hofmann, Jan Puzicha : Latent Class Models for Collaborative Filtering. IJCAI 1999 : 688-693

9 Thomas Hofmann: Probabilistic Latent Semantic Indexing. SIGIR 1999 : 50-57

8 Jan Puzicha , Joachim M. Buhmann , Thomas Hofmann: Discrete Mixture Models for Unsupervised Image Segmentation. DAGM-Symposium 1998 : 135-142

7 Thomas Hofmann, Jan Puzicha , Joachim M. Buhmann : Unsupervised Texture Segmentation in a Deterministic Annealing Framework. IEEE Transactions on Pattern Analysis and Machine Intelligence 20 (8): 803-818 (1998)

6 Thomas Hofmann, Jan Puzicha , Joachim M. Buhmann : Deterministic Annealing for Unsupervised Texture Segmentation. EMMCVPR 1997 : 213-228

5 Thomas Hofmann, Joachim M. Buhmann : Pairwise Data Clustering by Deterministic Annealing. IEEE Transactions on Pattern Analysis and Machine Intelligence 19 (1): 1-14 (1997)

4 Thomas Hofmann, Joachim M. Buhmann : Correction to "Pairwise Data Clustering by Deterministic Annealing". IEEE Transactions on Pattern Analysis and Machine Intelligence 19 (2): 192 (1997)

3 Thomas Hofmann, Joachim M. Buhmann : An Annealed ``Neural Gas'' Network for Robust Vector Quantization. ICANN 1996 : 151-156

2 Thomas Hofmann, Joachim M. Buhmann : Inferring Hierarchical Clustering Structures by Deterministic Annealing. KDD 1996 : 363-366

1 Joachim M. Buhmann , Wolfram Burgard , Armin B. Cremers , Dieter Fox , Thomas Hofmann, Frank E. Schneider , Jiannis Strikos , Sebastian Thrun : The Mobile Robot RHINO. AI Magazine 16 (2): 31-38 (1995)




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