Publications by Timo Honkela

2001

Honkela Timo: Koneen äly, oppiminen ja viisaus (Machine intelligence, learning and wisdom). Inhimillinen kone - konemainen ihminen, Hyvönen, E. (ed.), Helsinki University Press, Helsinki, 2001, pp. 18-32.

2000

Honkela Timo: Self-Organizing Maps in Symbol Processing. Hybrid Neural Systems, Stefan Wermter, Ron Sun (eds.), Springer, Heidelberg, 2000, pp. 348-362.
Honkela Timo: Adaptive and Holistic Knowledge Representations Using Self-Organizing Maps. Proceedings of IIP'2000, International Conference on Intelligent Information Processing, Z. Shi, B. Faltings and M. Musen (eds.), Beijing, China, August 21-25, 2000, pp. 81-86.
Honkela Timo, Koskinen Ilpo, Koskenniemi Timo and Karvonen Sakari: Kohonen's Self-Organizing Map in Contextual Analysis of Data. K. Tanaka, and S. Ghandeharizadeh (eds.), Information Organization and Databases: Foundations of Data Organization, Kluwer, 2000, pp. 135-148.
Honkela Timo, Leinonen Teemu, Lonka Kirsti and Raike Antti: Self-Organizing Maps and Constructive Learning. Proceedings of ICEUT'2000, International Conference on Educational Uses of Communication and Information Technologies, Beijing, China, August 21-25, 2000, pp. 339-343. (article [pdf])
Honkela Timo: Information Sources on AI and Data Mining. Arpakannus 1/2000. Finnish Artificial Intelligence Society, Espoo, 2000, pp. 19-21

1999

Honkela Timo: Connectionist Analysis and Creation of Context for Natural Language Understanding and Knowledge Management. Modeling and Using Context, Proceedings of Context'99, 2nd International and Interdisciplinary Conference, Springer, 1999, pp. 479-482.
Honkela Timo (ed.): Pelit, tietokone ja ihminen - Games, computers and people. Timo Honkela (toim./ed.), Suomen tekoälyseura/Finnish Artificial intelligence society, Espoo, 1999, ISBN 951-22-4535-3.
Honkela Timo: Self-Organizing Maps and Case-Based Reasoning. Abstract of an invited talk, Arpakannus, Special issue on the IJCAI'99 affiliate event Networks'99, Heikki Hyötyniemi (ed.), Finnish AI Society, Espoo, 1999.
Honkela Timo: Pelit, vuorovaikutus ja oppiminen. Kirjastolehti.
Hyvärinen Aapo and Honkela Timo: Emotional Disorders in Autonomous Agents? Advances in Artificial Life, Proceedings of ECAL'99, European Conference on Artificial Life, Springer, 1999, pp. 350-354.

1998

Honkela Timo. Kohonen's Self-Organizing Maps in Intelligent Systems Development. Proceedings of FODO'98, The 5th International Conference on Foundations of Data Organization, Kobe, Japan, 1998, pp. 13-19.
Bounsaythip Catherine, and Honkela Timo. Combination of Neural and Evolutionary Methods for Data Organization. Proceedings of FODO'98, The 5th International Conference on Foundations of Data Organization, Kobe, Japan, 1998, pp. 20-25.
Honkela Timo and Kalervo Järvelin. Kieliteknologia tiedonhaussa [Language technology in information retrieval]. Kieliteknologia Suomessa [Language technology in Finland], M. Miettinen, CSC Scientific Computing, Yliopistopaino, Helsinki, 1998, pp. 25-27.
Honkela Timo, Lagus Krista, Kaski Samuel, and Kohonen Teuvo. Self-Organizing Maps of Large Document Collections. Visual Explorations in Finance with Self-Organizing Maps, G. Deboeck and T. Kohonen (eds.), Springer, 1998, pp. 168-178.
Hyvärinen Aapo and Honkela Timo: Maladaptive emotion-based behaviours in autonomous agents. Human and Artificial Information Processing, P.Koikkalainen ja S.Puuronen (eds.), Finnish Artificial Intelligence Society, 1998.
Honkela Timo, Kaski Samuel, Kohonen Teuvo and Lagus Krista. Self-Organizing Maps of Very Large Document Collections: Justification for the WEBSOM method. Classification, Data Analysis, and Data Highways, I. Balderjahn and R. Mathar and M. Schader (eds.), Springer, Berlin, 1998, pp. 245-252.
Kaski Samuel, Honkela Timo, Lagus Krista, and Kohonen Teuvo. WEBSOM - Self-Organizing Maps of Document Collections. Neurocomputing (in press), 1998.
Lagus Krista, Honkela Timo, Kaski Samuel, and Kohonen Teuvo. WEBSOM for Textual Data Mining. Artificial Intelligence Review (in press), 1998.

1997

Honkela Timo. Self-Organizing Maps in Natural Language Processing. Thesis for the degree of Doctor of Philosophy, Helsinki University of Technology, Department of Computer Science and Engineering. Public defense at 12th of December, 1997.
Honkela Timo. Self-Organizing Maps of Words for Natural Language Processing Applications. Proceedings of International ICSC Symposium on Soft Computing, Nimes, France, September 17-19, 1997, ICSC Academic Press, Millet, Alberta, Canada, pp. 401-407.
Honkela Timo. Emerging categories and adaptive prototypes: Self-organizing maps for cognitive linguistics. Extended abstract, presented in the International Cognitive Linguistics Conference, Amsterdam, July 14-19, 1997.
Honkela Timo. Comparisons of self-organized word category maps. Proceedings of WSOM'97, Workshop on Self-Organizing Maps, Helsinki University of Technology, Finland, June 4-6, 1997, pp. 298-303.
Honkela Timo, Kaski Samuel, Lagus Krista, and Kohonen Teuvo. WEBSOM - Self-Organizing Maps of Document Collections. Proceedings of WSOM'97, Workshop on Self-Organizing Maps, Helsinki University of Technology, Finland, June 4-6, 1997, pp. 310-315.
Honkela Timo, Lehtola Aarno, Kalliomäki Sakari, Suitiala Risto, Hudson Ray, Karkaletsis Vangelis, and Vouros George. A Recommended Globalization Method. P.A.V. Hall, and R. Hudson, (eds.), Software Without Frontiers, John Wiley and Sons, Chichester, 1997, pp. 33-50.
Karkaletsis Vangelis, Spyroupoulos Costas, Vouros George, Honkela Timo, Lagus Krista, and Lehtola Aarno. Message Generation. P.A.V. Hall, and R. Hudson (eds.), Software Without Frontiers, John Wiley and Sons, Chichester, 1997, pp. 203-218.
Kokkotos Stavros, Spyroupoulos Costas, Honkela Timo, Käpylä Tuula, Lagus Krista, and Hall Pat. Languages and Character Sets. P.A.V. Hall, and R. Hudson (eds.), Software Without Frontiers, John Wiley and Sons, Chichester, 1997, pp. 135-158.
Lagus Krista, Suitiala Risto, and Honkela Timo. Culture, Conventions and Local Practices. P.A.V. Hall, and R. Hudson (eds.), Software Without Frontiers, John Wiley and Sons, Chichester, 1997, pp. 159-166.
Lehtola Aarno, Kalliomäki Sakari, Honkela Timo, and Lillqvist Tor. An Application Framework for Internationalization. P.A.V. Hall, and R. Hudson, (eds.), Software Without Frontiers, John Wiley and Sons, Chichester, 1997, pp. 83-110.
McHugh Niamh, Honkela Timo, Hudson Ray. Quality Assurance. P.A.V. Hall, and R. Hudson, (eds.), Software Without Frontiers, John Wiley and Sons, Chichester, 1997, pp. 219-228.

1996

Alander Jarmo, Honkela Timo, and Jakobsson Matti (eds.). Proceedings of STeP'96, Finnish Artificial Intelligence Conference, Finnish Artificial Intelligence Society, Vaasa, Finland. The WWW Proceedings, Honkela Timo (ed.), see http://www.uwasa.fi/stes/step96/step96/
Honkela Timo, Kaski Samuel, Lagus Krista, and Kohonen Teuvo. Exploration of Full-Text Databases with Self-Organizing Maps. Proceedings of ICNN'96, IEEE International Conference on Neural Networks, volume I, IEEE Service Center, Piscataway, NJ, 1996, pp. 56-61.
Honkela Timo, Kaski Samuel, Lagus Krista, and Kohonen Teuvo. "Newsgroup Exploration with WEBSOM Method and Browsing Interface" Report A32, Helsinki University of Technology, Laboratory of Computer and Information Science, January, 1996. See also the WEBSOM demo at the WWW address http://websom.hut.fi/websom/.
Kaski Samuel, Honkela Timo, Lagus Krista, and Kohonen Teuvo. Creating an order in digital libraries with self-organizing maps. Proceedings of WCNN'96, World Congress on Neural Networks, Lawrence Erlbaum and INNS Press, Mahwah, NJ, pp. 814-817.
Kohonen Teuvo, Kaski Samuel, Lagus Krista, and Honkela Timo. Very large two-level SOM for the browsing of newsgroups. C. von der Malsburg, W. von Seelen, J. C. Vorbrueggen, and B. Sendhoff (eds.), Proceedings of ICANN'96, International Conference on Artificial Neural Networks, Lecture Notes in Computer Science, vol. 1112, Springer, Berlin, 1996, pp. 269-274.
Lagus Krista, Honkela Timo, Kaski Samuel, and Kohonen Teuvo. Self-organizing maps of document collections: A new approach to interactive exploration. E. Simoudis, J. Han, and U. Fayyad, (eds.), Proceedings of KDD'96, Second International Conference on Knowledge Discovery and Data Mining, AAAI Press, Menlo Park, CA, 1996, pp. 238-243.

1995

Honkela Timo, Pulkki Ville, and Kohonen Teuvo. Contextual Relations of Words in Grimm Tales Analyzed by Self-Organizing Map. Proceedings of International Conference on Artificial Neural Networks, ICANN-95, F. Fogelman-Soulie' and P. Gallinari (eds.), EC2 et Cie, Paris, 1995, pp. 3-7.
Honkela Timo. Subjektiivisuuden konnektionistiset mallit. Psykologia 30, 1/1995, ss. 45-48.
Honkela Timo. On Communication between Autonomous Agents (in Finnish). Keinoelämä -- Artificial Life, Eero Hyvönen and Jouko Seppänen (eds.), Finnish Artificial Intelligence Society, Helsinki, 1995, pp. 188-192.
Lehtola Aarno, and Honkela Timo. A Framework for Global Software. Proceedings of the ERCIM workshop on Towards User Interfaces for All: Current Efforts and Future Trends. ERCIM and ICS-FORTH, 30-31 Oct. 1995, pp. 13-24.
Spyropoulos Constantine, Karkaletsis Evangelos, Vouros George, Honkela Timo, Lagus Krista and Lehtola Aarno. Investigating On Line Message Generation in Software Applications: The GLOSSASOFT Results. Proceedings of the ERCIM workshop on Towards User Interfaces for All: Current Efforts and Future Trends. ERCIM and ICS-FORTH, 30-31 Oct. 1995, pp. 95-108.

1994

Honkela Timo, Lehtola Aarno and Linnainmaa Seppo. On the Use of Intelligent Agents in Business Transactions. Conference on Artificial Intelligence in Finland. Finnish Artificial Intelligence Society, 1994, pp. 137-139.
Honkela Timo. Tietoverkko - tekoälyuutisia tietoverkoissa. Arpakannus 2/1994, Suomen tekoälyseura, Espoo, ss. 26-27.
Honkela Timo. Tietoverkko - tekoälyuutisia tietoverkoissa. Arpakannus 1/1994, Suomen tekoälyseura, Espoo, ss. 24-25.
Karanta Ilkka, Honkela Timo ja Koistinen Petri. Cognitive Biases in Neural Networks - A Study in Reasoning Under Uncertainty. Proceedings of STeP'94 - Multiple Paradigms for Artificial Intelligence, Carlsson, C., Järvi, T., and Reponen, T. (eds.), Finnish Artificial Intelligence Society, Turku, 1994, pp. 26-31.

1993

Carlson Lauri and Honkela Timo. Natural Language Processing (in Finnish). Finnish Encyclopedia on Artificial Intelligence, Eero Hyvönen, Ilkka Karanta, and Markku Syrjänen (eds.), Gaudeamus, Helsinki, 1993, pp. 233-243.
Honkela Timo. Neural Nets that Discuss: A General Model of Communication Based on Self-Organizing Maps. Proceedings of International Conference on Artificial Neural Networks (ICANN-93), Amsterdam, Stan Gielen and Bert Kappen (eds.), Springer-Verlag, London, 1993, pp. 408-411.
Honkela Timo and Tuomas Sandholm. Machine Learning (in Finnish). Finnish Encyclopedia on Artificial Intelligence, Eero Hyvönen, Ilkka Karanta, and Markku Syrjänen (eds.), Gaudeamus, Helsinki, 1993, pp. 244-255.
Lehtola Aarno and Honkela Timo. Search and Games (in Finnish). Finnish Encyclopedia on Artificial Intelligence, Eero Hyvönen, Ilkka Karanta, and Markku Syrjänen (eds.), Gaudeamus, Helsinki, 1993, pp. 168-182.

1992

Alkula Riitta and Honkela Timo. Tekstin tallennuksen ja hakumenetelmien kehittäminen suomen kielen tulkintaohjelmien avulla. FULLTEXT-projektin loppuraportti, VTT julkaisuja 765, VTT Tietopalvelu, 1992.
Honkela Timo. Connectionism and Linguistics. The 1992 Yearbook of the Linguistic Association of Finland, M. Vilkuna (ed.), 1992, pp. 9-33.
Lehtola Aarno and Honkela Timo. Reitittävä aikatauluneuvonta - tietämystekniikka palveluverkkosovelluksessa. Finnish Artificial Intelligence Symposium 1992, STeP'92. Finnish Artificial Intelligence Society (1992), pp. 107-115.

1991

Honkela Timo and Vepsäläinen Ari M. Interpreting Imprecise Expressions: Experiments with Kohonen's Self-Organizing Maps and Associative Memory. Proceedins of ICANN-91 (Artificial Neural Networks), T. Kohonen, K. Mäkisara, O. Simula and J. Kangas (eds.), North-Holland, vol. I, pp. 897-902. (abstract, conclusions and references [html])
Honkela Timo. Symbolit ja neuroniverkot luonnollisen kielen semantiikan mallinnuksessa. Esko Marjomaa ja Tere Vaden (toim.), Ihmisen tiedonkäsittely, symbolien manipulointi ja konnektionismi. Filosofisia tutkimuksia Tampereen yliopistosta XXII, 1991, ss. 175-186.
Lehtola Aarno and Honkela Timo. Asiantuntijajärjestelmä julkisen liikenteen aikataulu- ja reittineuvontaan. Blanko '91 Symposium. Oulu, 17.-18.10.1991. Blanko ry, 1991. pp. 359-366.

1989

Honkela Timo. Semanttinen analyysi luonnollisen kielen tietokantaliitännässä. Pro gradu -tutkielma. Oulun yliopisto, Tietojenkäsittelyopin laitos, 1989. (johdanto [html])
Jäppinen Harri, Honkela Timo, Hyötyniemi Heikki and Lehtola Aarno. A Multilevel Natural Language Processing Model. Nordic Journal of Linguistics 1988:11, pp. 69-87.

1988

Honkela Timo, Hyötyniemi Heikki, Jäppinen Harri & Lehtola Aarno. Knowledge Languages and Metatools for Natural Language Processing. International Computer Science Conference '88. ICSC '88. Hongkong, 19-12 Dec. 1988. Hongkong 1988. IEEE Computer Soc., IEEE Hongkong Section. pp. 273-280.
Honkela Timo and Lehtola Aarno. Knowledge Acquisition for Natural Language Interpreting Systems. Finnish Artificial Intelligence Symposium 1988, STeP-88. Helsinki, 15.-18.8.1988. Helsinki 1988, Finnish Artificial Intelligence Society and University of Helsinki, pp. 110-117.
Jäppinen Harri, Honkela Timo, Hyötyniemi Heikki and Lehtola Aarno. Stratified Natural Language Database Interface for Finnish. Finnish Artificial Intelligence Symposium 1988, STeP-88. Helsinki, 15.-18.8.1988. Helsinki 1988, Finnish Artificial Intelligence Society and University of Helsinki, pp. 793-802.
Jäppinen Harri, Honkela Timo, Hyötyniemi Heikki and Lehtola Aarno. Hierarchical Multilevel Processing Model for Natural Language Database Interface. The 4th Conf. Artificial Intelligence Applications, CAIA 88. San Diego, Calif. 14-18 March 1988. San Diego 1988, IEEE (The Computer Society of the IEEE). pp. 332-337.
Jäppinen Harri, Honkela Timo, Lehtola Aarno and Valkonen Kari. Hierarchical Natural Language Database Interface System. Proceedings of the 9th European Meeting on Cybernetics and Systems Research (5.-8.4.1998, Wien), Trappl, R. (ed.), Kluwer Academic Publishers, pp. 893-900.
Lehtola Aarno, Honkela Timo, Hyötyniemi Heikki and Jäppinen Harri. Task Oriented Knowledge Representation Languages for NLP-Systems. The 3rd Int. Symp. Methodologies for Intelligent Systems, ISMIS '88. Torino, Italy, 12-15 Oct. 1988. New York 1988, North-Holland. pp. 250-259.
Lehtola Aarno and Honkela Timo. AWARE - A Transformation System for Semantic Analysis of Natural Language. Finnish Artificial Intelligence Symposium 1988, STeP-88. Helsinki, 15.-18.8.1988. Helsinki 1988, Finnish Artificial Intelligence Society and University of Helsinki, pp. 100-109.

1987

Honkela Timo. Koneoppiminen IJCAI'87:ssa. Matkakertomus International Joint Conference on Artificial Conference on Artificial Intelligence -konferenssista. Arpakannus 3/1987, Suomen tekoälyseura, Espoo, ss. 44-46.

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Timo.Honkela@hut.fi