Department of Software Technology
Vienna University of Technology
The SOMLib Digital Library - Publications
This page provides a selection of papers related to the SOMLib digital library project.
For a full listing of all papers of the department of Software Technology, please see the ifs list of publications.
Selected Publications
- 2001
- A. Rauber, M. Dittenbach, and D. Merkl:
Towards Automatic Content-Based Organization of Multilingual Digital Libraries: An English, French and German View of the Russian Information Agency Nowosti News
In: Proceedings of the Third All-Russian Scientific Conference "Digital Libraries: Advanced Methods And Technologies, Digital Collections" (RCDL01)
Petrozavodsk, Russia, September 11-13, 2001.
Abstract,
PDF (275 KB),
BibTeX
- A. Rauber, and M. Frühwirth:
Automatically Analyzing and Organizing Music Archives
In: Proceedings of the 5. European Conference on Research and Advanced Technology for Digital Libraries (ECDL 2001), Sept. 4-8 2001, Darmstadt, Germany, Springer Lecture Notes in Computer Science, Springer, 2001.
Abstract,
HTML,
gnu-zipped Postscript (245 KB),
PDF (275 KB),
BibTeX
- M. Dittenbach, and A. Rauber, and D. Merkl:
Business, Culture, Politics, and Sports -- How to Find Your Way Through a Bulk of News? On Content-Based Hierarchical Structuring and Organization of Large Document Archives
In: Proceedings of the 12th International Conference on Database and Expert Systems Applications, Sept. 3-7 2001, Munich, Germany, Springer Lecture Notes in Computer Science, Springer, 2001.
Abstract,
HTML,
gnu-zipped Postscript (160 KB),
PDF (197 KB),
BibTeX
- A. Rauber, and A. Müller-Kögler:
Integrating Automatic Genre Analysis into Digital Libraries
In: Fox, E.A., and Borgman, C.L. (eds.), Proceedings of the ACM/IEEE Joint Conference on Digital Libraries 2001, June 24 - 28 2001, Roanoke, VA, pp.1-10, ACM, 2001.
Abstract,
HTML,
gnu-zipped Postscript (669 KB),
PDF (609 KB),
BibTeX
- 2000
- A. Rauber, M. Dittenbach and D. Merkl:
Automatically Detecting and Organizing Documents into Topic Hierarchies: A Neural Network Based Approach to Bookshelf Creation and Arrangement.
In: Proceedings of the 4rd European Conference on Research and Advanced Technologies for Digital Libraries (ECDL2000), September 18. - 20. 2000, Lisboa, Portugal.
Abstract,
HTML,
gnu-zipped Postscript (110 KB),
PDF (126 KB),
BibTeX
- M. Dittenbach, D. Merkl, and A. Rauber:
The Growing Hierarchical Self-Organizing Map.
In: Proceedings of the International Joint Conference on Neural Networks 2000 (IJCNN'2000), 24. - 27. 7. 2000, Como, Italy, 2000.
HTML,
gnu-zipped Postscript (93 KB),
PDF (184 KB)
- A. Rauber, P. Tomsich, and D. Merkl.
parSOM: A Parallel Implementation of the Self-Organizing Map Exploiting Cache Effects: Making the SOM Fit for Interactive High-Performance Data Analysis.
In: Proceedings of the International Joint Conference on Neural Networks 2000 (IJCNN'2000), 24. - 27. 7. 2000, Como, Italy, 2000.
HTML,
gnu-zipped Postscript (151 KB),
PDF (196 KB)
- D. Merkl and A. Rauber: Document Classification with Unsupervised Neural Networks, in
Fabio Crestani, Gabriella Pasi (Eds.),
Soft Computing in Information Retrieval, Physica Verlag & Co, ISBN:3790812994, pp. 102 - 121,Germany, 2000.
HTML,
gnu-zipped Postscript (108 KB),
PDF (233 KB)
- A. Rauber and H. Bina.
Visualizing Electronic Document Repositories: Drawing Books and Papers in a Digital Library.
Proceedings of the 5. IFIP 2.6 Working Conference on Visual Database Systems (VDB5), May 10. - 12. 2000, Fukuoka, Japan, Advances in Visual Information Management - Visual Database Systems, pp. 95 - 114, Kluwer Academic Publishers, Norwell, MA, 2000.
HTML,
gnu-zipped Postscript (472 KB),
PDF (5880 KB)
- M. Dittenbach, D. Merkl and A. Rauber.
Using Growing Hierarchical Self-Organizing Maps for Document Classification
Proceedings of the 8. European Symposium on Artificial Neural Networks (ESANN'2000) April 26-28, 2000, Bruges, Belgium.
HTML,
gnu-zipped Postscript (202 KB),
PDF (655 KB)
- D. Merkl and A. Rauber.
Uncovering the Hierarchical Structure of Text Archives by Using an Unsupervised Neural Network with Adaptive Architecture.
Proceedings of the 4th Pacific-Asia Conference on Knowledge Discovery and
Data Mining (PAKDD2000), April 18. - 20. 2000, Kyoto, Japan,
Springer Lecture Notes in Artificial Intelligence (LNCS-LNAI 1805),
pp. 384 - 395, Springer, Germany, 2000.
HTML,
gnu-zipped Postscript (129 KB),
PDF (185 KB)
- 1999
- The SOMLib Digital Library System.
A.~Rauber and D.~Merkl
Proceedings of the 3rd Europ. Conf. on Research and Advanced
Technology for Digital Libraries (ECDL'99),
Paris, France, September 22. - 24. 1999,
Lecture Notes in Computer Science (LNCS 1696), Springer, 1999.
HTML,
gnu-zipped Postscript,
gnu-zipped PDF,
- SOMLib: A Digital Library System Based on Neural Networks,
A.~Rauber and D.~Merkl
Proceedings of the 4th ACM Conference on Digital Libraries (DL'99),
Berkeley, CA, August 11 - 14, 1999
HTML,
gnu-zipped postscript,
gnu-zipped PDF,
- A Metaphor Graphics Based Representation of
Digital Libraries on the World Wide Web:
Using the libViewer to Make Metadata Visible,
A.~Rauber and H.~Bina
Proc. 10th International Conf. on Database and Expert Systems Applications (DEXA99), Workshop on Web-based Information Visualization (WebVis99), 23. - 27. Sept. 1999, Florence, Italy; ieee Press.
HTML,
gnu-zipped postscript,
gnu-zipped PDF,
- LabelSOM: On the Labeling of Self-Organizing Maps,
A.~Rauber
Proceedings of the International Joint Conference on Neural
Networks (IJCNN'99), Washington, DC, July 10 - 16, 1999.
HTML,
gnu-zipped postscript,
gnu-zipped PDF,
- Automatic Labeling of Self-Organizing Maps:
Making a Treasure-Map Reveal its Secrets,
A.~Rauber, D.~Merkl
Proceedings of the 3. Pacific-Asia Conference on Knowledge Discovery
and Data Mining} (PAKDD'99), Bejing, China, April 26--28, 1999.
LNCS / Lecture Notes in Artificial Intelligence, LNAI 1574,
pp. 228 - 237, Springer Verlag
HTML,
gnu-zipped postscript,
- 1998
- Organization of Distributed Digital Libraries:
A Neural Network-based Approach,
A.~Rauber and D.~Merkl
Proc. Intl. Symposium on Intelligent Data Engineering and Learning
(IDEAL98), Hong Kong, 1998
HTML,
gnu-zipped postscript,
- Creating an Order in Distributed Digital Libraries by
Integrating Independent Self-Organizing Maps,
A.~Rauber and D.~Merkl
Proc. International Conf. on Artificial Neural Networks (ICANN98),
Skövde, Sweden, 1998
HTML,
gnu-zipped postscript,
- CIA's view of the world and what neural networks learn from it:
A comparison of geographical document space representation metaphors,
D.~Merkl and A.~Rauber
Proc. 9th International Conf. on Database and Expert Systems Applications (DEXA98),
Vienna, Austria, 1998
HTML,
gnu-zipped postscript,
- SOMLib: A Distributed Digital Library System Based on
Self-Organizing Maps,
A.~Rauber
Proc 10th Italian Workshop on Neural Nets (WIRN98),
Vietri sul Mare, Italy, 1998.
HTML,
gnu-zipped postscript,
- Finding Structure in Text Archives,
A.~Rauber and D.~Merkl
Proc European Symposium on Artificial Neural Networks (ESANN98),
Bruges, Belgium, 1998
HTML,
gnu-zipped postscript,
- Text Data Mining,
D.~Merkl
in: R. Dale, H. Moisl, and H. Somers (Eds.).
A Handbook of Natural Language Processing:
Techniques and Applications for the Processing of Language as Text.
Marcel Dekker. New York. 1998.
gnu-zipped postscript,
- 1997
- Lessons Learned in Text Document Classification,
D.~Merkl
Proceedings of the Workshop on Self-Organizing Maps (WSOM'97). Espoo.
Finland. June 4-6. 1997.
gnu-zipped PostScript
- Exploration of Document Collections with Self-Organizing Maps:
A Novel Approach to Similarity Representation,
D.~Merkl
Proceedings of the 1st European Symposium on Principles of Data Mining
and Knowledge Discovery (PKDD'97). Trondheim. Norway.
June 25-27. 1997.
gnu-zipped PostScript
- Exploration of Text Collections with Hierarchical
Feature Maps,
D.~Merkl
Proceedings of the 20th Annual Int'l ACM SIGIR Conference on
Research and Development in Information Retrieval (SIGIR'97).
Philadelphia, PA. July 27-31. 1997.
gnu-zipped PostScript
- Exploration of Legal Text Corpora with
Hierarchical Neural Networks:
A Guided Tour in Public International Law,
D.~Merkl and E. Schweighofer
Proceedings of the 6th Int'l Conference on Artificial Intelligence and
Law (ICAIL'97). Melbourne. Australia. June 30 - July 3. 1997.
gnu-zipped PostScript
- En Route to Data Mining in Legal Text Corpora:
Clustering, Neural Computation, and International Treaties,
D.~Merkl and E. Schweighofer
Proceedings of the 8th Int'l Workshop on Database and Expert Systems
Applications (DEXA'97). Toulouse. France. 1997.
gnu-zipped PostScript
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Comments: rauber@ifs.tuwien.ac.at