@Article{Kohonen00trnn, author = {Teuvo Kohonen and Samuel Kaski and Krista Lagus and Jarkko Salojärvi and Vesa Paatero and Antti Saarela}, title = {Organization of a Massive Document Collection}, journal = {{IEEE} Transactions on Neural Networks, Special Issue on Neural Networks for Data Mining and Knowledge Discovery}, year = 2000, volume = 11, number = 3, pages = {574--585}, month = {May} } @InCollection{Kaski99icann, author = {Samuel Kaski}, title = {Fast winner search for {SOM}-based monitoring and retrieval of high-dimensional data}, booktitle = {Proceedings of {ICANN99}, Ninth International Conference on Artificial Neural Networks}, pages = {940--945}, year = 1999, volume = 2, publisher = {IEE}, address = {London} } @Article{Lagus99, author = "Krista Lagus and Timo Honkela and Samuel Kaski and Teuvo Kohonen", title = "{WEBSOM} for Textual Data Mining", journal = "Artificial Intelligence Review", pages = "345-364", volume= 13, number = "5/6", year = "1999", month = "December" } @InCollection{Lagus99icann, author = {Krista Lagus and Samuel Kaski}, title = {Keyword selection method for characterizing text document maps}, booktitle = {Proceedings of ICANN99, Ninth International Conference on Artificial Neural Networks}, pages = {371--376}, year = 1999, volume = 1, publisher = "IEE, London" } @InCollection{Kohonen99, author = "Teuvo Kohonen and Samuel Kaski and Krista Lagus and Jarkko Salojärvi and Jukka Honkela and Vesa Paatero and Antti Saarela", title = "Self organization of a massive text document collection", booktitle = "Kohonen Maps", publisher = "Elsevier", year = 1999, editor = "Erkki Oja and Samuel Kaski", pages = "171-182", address = "Amsterdam" } @InCollection{Honkela98deboeck, author = "Timo Honkela and Krista Lagus and Samuel Kaski", title = "Self-Organizing Maps of Large Document Collections", booktitle = "Visual Explorations in Finance with Self-Organizing Maps", publisher = "Springer", year = 1998, editor = "Guido Deboeck and Teuvo Kohonen", pages = "168-178", address = "London" } @InCollection{Honkela98klass, author = "T. Honkela and S. Kaski and T. Kohonen and K. Lagus", title = "Self-Organizing Maps of Very Large Document Collections: Justification for the {WEBSOM} method", booktitle = "Classification, Data Analysis, and Data Highways", publisher = "Springer", year = 1998, editor = "I. Balderjahn and R. Mathar and M. Schader", pages = "245-252", address = "Berlin" } @Article{Kaski98, author = "Samuel Kaski and Timo Honkela and Krista Lagus and Teuvo Kohonen", title = "{WEBSOM}---Self-Organizing Maps of Document Collections", journal = "Neurocomputing", year = 1998, volume = 21, pages = "101-117" } @Article{Kaski98stat, author = "S. Kaski and K. Lagus and T. Honkela and T. Kohonen", title = "Statistical Aspects of the {WEBSOM} System in Organizing Document Collections", journal = "Computing Science and Statistics", year = 1998, volume = 29, pages = "281-290", note = "(Scott, D. W., ed.), Interface Foundation of North America, Inc.: Fairfax Station, VA" } @InCollection{Kaski98ijcnn, author = "Samuel Kaski", title = "Dimensionality Reduction by Random Mapping: Fast Similarity Computation for Clustering", booktitle = "Proceedings of IJCNN'98, International Joint Conference on Neural Networks", publisher = "IEEE Service Center", year = 1998, pages = "413-418", volume = "1", address = "Piscataway, NJ" } @InCollection{Kohonen98, author = {Teuvo Kohonen}, title = {Self-Organization of Very Large Document Collections: State of the Art}, booktitle = {Proceedings of ICANN98, the 8th International Conference on Artificial Neural Networks}, publisher = {Springer}, year = 1998, editor = {L. Niklasson and M. Bod{\'e}n and T. Ziemke}, volume = 1, address = {London}, pages = {65-74} } @InProceedings{Lagus98eufit, author = "Krista Lagus", title = "Generalizability of the {WEBSOM} Method to Document Collections of Various Types", volume = 1, pages = "210-214", booktitle = "Proc. of 6th European Congress on Intelligent Techniques \& Soft Computing ({EUFIT}'98)", year = 1998, address = "Aachen, Germany", month = "September 7-10" } @Article{, author = {}, title = {}, journal = {}, year = {}, OPTkey = {}, OPTvolume = {}, OPTnumber = {}, OPTpages = {}, OPTmonth = {}, OPTnote = {}, OPTannote = {} } @InCollection{Honkela97wsom, author = {Timo Honkela and Samuel Kaski and Krista Lagus and Teuvo Kohonen}, title = {{WEBSOM}---Self-Organizing Maps of Document Collections}, booktitle = {Proceedings of {WSOM}'97, Workshop on Self-Organizing Maps, Espoo, Finland, June 4-6}, publisher = {Helsinki University of Technology, Neural Networks Research Centre}, year = 1997, address = {Espoo, Finland}, pages = {310-315}, } @PhDThesis{Honkela97thesis, author = {Timo Honkela}, title = {Self-Organizing Maps in Natural Language Processing}, school = "Helsinki University of Technology", year = "1997", address = "Espoo, Finland", annote = "URL http://www.cis.hut.fi/$\sim$tho/thesis/" } @Article{Kaski97thesis, author = {Samuel Kaski}, title = {Data Exploration Using Self-Organizing Maps}, journal = {Acta Polytechnica Scandinavica, Mathematics, Computing and Management in Engineering Series No.~82}, year = 1997, month = {March}, note = {DTech Thesis, Helsinki University of Technology, Finland} } @Article{Kaski97npl, author = {Samuel Kaski}, title = {Computationally Efficient Approximation of a Probabilistic Model for Document Representation in the {WEBSOM} Full-Text Analysis Method}, journal = {Neural Processing Letters}, year = 1997, volume = 5, pages = {139-151} } @InCollection{Kohonen97icnn, author = {Teuvo Kohonen}, title = {Exploration of Very Large Databases by Self-Organizing Maps}, booktitle = {Proceedings of ICNN'97, International Conference on Neural Networks}, publisher = {IEEE Service Center}, year = 1997, address = {Piscataway, NJ}, pages = {PL1-PL6} } @InCollection{Lagus97, author = {Krista Lagus}, title = {Map of {WSOM}'97 Abstracts---Alternative Index}, booktitle = {Proceedings of {WSOM}'97, Workshop on Self-Organizing Maps, Espoo, Finland, June 4-6}, publisher = {Helsinki University of Technology, Neural Networks Research Centre}, year = 1997, address = {Espoo, Finland}, pages = {368-372} } @TechReport{Honkela96tr, author = {Timo Honkela and Samuel Kaski and Krista Lagus and Teuvo Kohonen}, title = {Newsgroup exploration with {WEBSOM} method and browsing interface}, institution = {Helsinki University of Technology, Laboratory of Computer and Information Science}, year = 1996, number = {A32}, address = {Espoo, Finland} } @Article{Honkela96alma, author = {Timo Honkela and Samuel Kaski and Krista Lagus and Teuvo Kohonen}, title = {Self-organizing maps of document collections}, journal = {ALMA}, year = 1996, volume = 1, number = 2, note = {Electronic Journal, address http://www.diemme.it/~luigi/alma.html} } @InCollection{Honkela96, author = {Timo Honkela and Samuel Kaski and Krista Lagus and Teuvo Kohonen}, title = {Exploration of full-text databases with self-organizing maps}, booktitle = {Proceedings of the ICNN96, International Conference on Neural Networks}, publisher = {IEEE Service Center}, year = 1996, volume = {I}, address = {Piscataway, NJ}, pages = {56-61} } @InCollection{Kaski96wcnn, author = {Samuel Kaski and Timo Honkela and Krista Lagus and Teuvo Kohonen}, title = {Creating an order in digital libraries with self-organizing maps}, booktitle = {Proceedings of WCNN'96, World Congress on Neural Networks, September 15-18, San Diego, California}, publisher = {Lawrence Erlbaum and INNS Press}, year = 1996, address = {Mahwah, NJ}, pages = {814-817} } @InCollection{Kohonen96icann, author = {Teuvo Kohonen and Samuel Kaski and Krista Lagus and Timo Honkela}, title = {Very large two-level {SOM} for the browsing of newsgroups}, booktitle = {Proceedings of ICANN96, International Conference on Artificial Neural Networks, Bochum, Germany, July 16-19, 1996}, publisher = {Springer}, year = 1996, editor = {C. von der Malsburg and W. von Seelen and J. C. Vorbr{\"u}ggen and B. Sendhoff}, series = {Lecture Notes in Computer Science, vol. 1112}, address = {Berlin}, pages = {269-274} } @InCollection{Lagus96, author = {Krista Lagus and Samuel Kaski and Timo Honkela and Teuvo Kohonen}, title = {Browsing digital libraries with the aid of self-organizing maps}, booktitle = {Proceedings of the Fifth International World Wide Web Conference WWW5, May 6-10, Paris, France}, publisher = {EPGL}, year = 1996, volume = {Poster Proceedings}, pages = {71-79} } @InCollection{Lagus96step, author = {Krista Lagus and Timo Honkela and Samuel Kaski and Teuvo Kohonen}, title = {{WEBSOM} -- A Status Report}, booktitle = {Proceedings of STeP'96, Finnish Artificial Intelligence Conference}, publisher = {Finnish Artificial Intelligence Society}, year = 1996, editor = {Jarmo Alander and Timo Honkela and Matti Jakobsson}, address = {Vaasa, Finland}, pages = {73-78} } @InCollection{Lagus96kdd, author = {Krista Lagus and Timo Honkela and Samuel Kaski and Teuvo Kohonen}, title = {Self-organizing maps of document collections: {A} new approach to interactive exploration}, booktitle = {Proceedings of the Second International Conference on Knowledge Discovery and Data Mining}, publisher = {AAAI Press}, year = 1996, editor = {Evangelios Simoudis and Jiawei Han and Usama Fayyad}, address = {Menlo Park, California}, pages = {238-243} }