Laboratory of Computer and Information Science / Neural Networks Research Centre

Publications by Timo Honkela

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2013

173Timo Honkela and Klaus Förger. Modeling action verb semantics using motion tracking. In Valeri Mladenov, Petia D. Koprinkova-Hristova, Günther Palm, Alessandro E. P. Villa, Bruno Apollini, and Nikola Kasabov, editors, Proceedings of ICANN 2013 - 23rd International Conference on Artificial Neural Networks, pages 312–318, 2013.
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172He Zhang, Zhirong Yang, Mehmet Gönen, Markus Koskela, Jorma Laaksonen, Timo Honkela, and Erkki Oja. Affective abstract image classification and retrieval using multiple kernel learning. In M. Lee, A. Hirose, Z.-G. Hou, and R.M. Kil, editors, Neural Information Processing, Proceedings of the 20th International Conference, ICONIP 2013, pages 166–175. Springer, Berlin/Heidelberg, 2013.
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171Timo Honkela and Michael Knapek. Interactive two-level WEBSOM for organizational exploration. In Valeri Mladenov, Petia D. Koprinkova-Hristova, Günther Palm, Alessandro E. P. Villa, Bruno Apollini, and Nikola Kasabov, editors, Proceedings of ICANN 2013 - 23rd International Conference on Artificial Neural Networks, pages 579–585, 2013.
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170Krista Lagus, Juho Saari, Ilari T. Nieminen, and Timo Honkela. Exploration of loneliness questionnaires using the self-organising map. In Valeri Mladenov, Petia D. Koprinkova-Hristova, Günther Palm, Alessandro E. P. Villa, Bruno Apollini, and Nikola Kasabov, editors, Proceedings of ICANN 2013 - 23rd International Conference on Artificial Neural Networks, pages 405–411, 2013.
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169Klaus Förger, Timo Honkela, and Tapio Takala. Impact of varying vocabularies on controlling motion of a virtual actor. In Ruth Aylett, Brigitte Krenn, Catherine Pelachaud, and Hiroshi Shimodaira, editors, Proceedings of IVA 2013, Intelligent Virtual Agents, pages 239–248, 2013.
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168Antti Raike, Harald Arnkil, Timo Honkela, and Jyrki Messo. Colour naming: a multilingual and multicultural study. In Lindsay MacDonald, Stephen Westland, and Sophie Wuerger, editors, AIC Colour 2013: 12th Congress of the International Colour Association, pages 697–700, 2013.
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167Tiina Lindh-Knuutila and Timo Honkela. Exploratory text analysis: Data-driven versus human semantic similarity judgments. In M. Tomassini, A. Antonioni, F. Daolio, and P. Buesser, editors, Adaptive and Natural Computing Algorithms, Proceedings of ICANNGA 2013, pages 428–437, 2013.
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166Mari-Sanna Paukkeri, Marja Ollikainen, and Timo Honkela. Assessing user-specific difficulty of documents. Information Processing & Management, 49(1):198–212, 2013.
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165Timo Honkela. Vaikutuksen ja vuorovaikutuksen arviointia. Tieteessä tapahtuu, 31(1):32–33, 2013.
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2012

164Krista Lagus, Tommi Vatanen, Oili Kettunen, Antti Heikkilä, Matti Heikkilä, Mika Pantzar, and Timo Honkela. Paths of wellbeing on self-organizing maps. In Proceedings of WSOM 2012, pages 345–352, 2012.
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163Tommi Vatanen, Ilari T. Nieminen, Timo Honkela, Tapani Raiko, and Krista Lagus. Controlling self-organization and handling missing values in SOM and GTM. In Proceedings of WSOM 2012, pages 55–64, 2012.
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162Yasir Mehmood and Timo Honkela. Comparing talks, realities and concerns over the climate change: Comparing texts with numerical and categorical data. In Proceedings of Conference on Language and Technology 2012, pages 21–27. Society for Natural Language Processing, Lahore, Pakistan, 2012.
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161Eric Malmi, Juha Raitio, Oskar Kohonen, Krista Lagus, and Timo Honkela. Identifying anomalous social contexts from mobile proximity data using binomial mixture models. In Jaakko Hollmén, Frank Klawonn, and Allan Tucker, editors, Advances in Intelligent Data Analysis XI, pages 195–206, 2012.
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160Juha Raitio, Tapani Raiko, and Timo Honkela. Hybrid bilinear and trilinear models for exploratory analysis of three-way Poisson counts. In Proceedings of ICANN 2012, 22nd International Conference on Artificial Neural Networks, Volume II, pages 475–482, 2012.
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159Timo Honkela, Zaur Izzatdust, and Krista Lagus. Text mining for wellbeing: Selecting stories using semantic and pragmatic features. In Proceedings of ICANN 2012, 22nd International Conference on Artificial Neural Networks, Volume II, pages 467–474, 2012.
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158Timo Honkela, Juha Raitio, Krista Lagus, Ilari T. Nieminen, Nina Honkela, and Mika Pantzar. Subjects on objects in contexts: Using GICA method to quantify epistemological subjectivity. In Proceedings of IJCNN 2012, International Joint Conference on Neural Networks, pages 2875–2883, 2012.
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157Timo Honkela. Semioottisesti kyvykkäät koneet sovelluksineen. Futura, 31(2):27–41, 2012.
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156Tommi Vatanen, Matti Heikkilä, Timo Honkela, Oili Kettunen, Krista Lagus, and Mika Pantzar. Kuntotiedot kartalle - erilaiset hyvä- ja huonokuntoisten ryhmät näkyviin. Liikunta & Tiede, 49(2-3):48–53, 2012.
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155Mari-Sanna Paukkeri, Alberto Pérez García-Plaza, Víctor Fresno, Raquel Martínez Unanue, and Timo Honkela. Learning a taxonomy from a set of text documents. Applied Soft Computing, 12(3):1138–1148, 2012.
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154Teuvo Kohonen and Timo Honkela. Tietojenkäsittelytiede: Itseorganisoituvat tekstikokoelmat. In Vesa Heikkinen, Eero Voutilainen, Petri Lauerma, Ulla Tiililä, and Mikko Lounela, editors, Genreanalyysi – tekstilajitutkimuksen käsikirja, Kotimaisten kielten keskuksen julkaisuja 169, pages 694–695. Gaudeamus, Helsinki, 2012.
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2011

153Mari-Sanna Paukkeri, Ilkka Kivimäki, Santosh Tirunagari, Erkki Oja, and Timo Honkela. Effect of dimensionality reduction on different distance measures in document clustering. In B.-L. Lu, L. Zhang, and J. Kwok, editors, ICONIP 2011, Part III, number 7064 in LNCS, pages 167–176. Springer–Verlag Berlin Heidelberg, Shanghai, China, November 2011.
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152He Zhang, Eimontas Augilius, Timo Honkela, Jorma Laaksonen, Hannes Gamper, and Henok Alene. Analyzing emotional semantics of abstract art using low-level image features. In Joao Gama, Elizabeth Bradley, and Jaakko Hollmen, editors, Advances in Intelligent Data Analysis X, volume 7014 of Lecture Notes in Computer Science, pages 413–423, Berlin/Heidelberg, 2011. Springer.
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151Yasir Mehmood, Mudassar Abbas, Xi Chen, and Timo Honkela. Self-organizing maps of nutrition, lifestyle and health situation in the world. In Advances in Self-Organizing Maps - Proceedings of WSOM 2011, 8th International Workshop, pages 160–167. Springer, 2011.
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150Timo Honkela, Jorma Laaksonen, Hannele Törrö, and Juhani Tenhunen. Media map: A multilingual document map with a design interface. In Advances in Self-Organizing Maps - Proceedings of WSOM 2011, 8th International Workshop, pages 247–256, 2011.
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149Jorma Laaksonen and Timo Honkela, editors. Advances in Self-Organizing Maps - Proceedings of WSOM 2011, 8th International Workshop. Springer, 2011.
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148Timo Honkela, Wlodzislaw Duch, Mark A. Girolami, and Samuel Kaski, editors. Artificial Neural Networks and Machine Learning - Proceedings of ICANN 2011 - 21st International Conference on Artificial Neural Networks, Part I. Springer, 2011.
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147Timo Honkela, Wlodzislaw Duch, Mark A. Girolami, and Samuel Kaski, editors. Artificial Neural Networks and Machine Learning - Proceedings of ICANN 2011 - 21st International Conference on Artificial Neural Networks, Part II. Springer, 2011.
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146Timo Honkela. Kunnioitusta erilaisuutta kohtaan. Tieteessä tapahtuu, 29(4-5):38–39, 2011.
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145Timo Honkela, Jaakko Väyrynen, and Matti Pöllä. Cognitive systems blog, year 2011. Blogspot blog, 2011. Blog.
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144Petri Paju, Eric Malmi, and Timo Honkela. Text Mining and Qualitative Analysis of an IT History Interview Collection. In History of Nordic Computing 3, IFIP Publications, pages 433–443. Springer, 2011.
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2010

143Timo Honkela, Nina Janasik, Krista Lagus, Tiina Lindh-Knuutila, Mika Pantzar, and Juha Raitio. GICA: Grounded intersubjective concept analysis - a method for enhancing mutual understanding and participation. Technical Report TKK-ICS-R41, AALTO-ICS, ESPOO, December 2010.
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142Matti Pöllä and Timo Honkela. Negative selection of written language using character multiset statistics. Journal of Computer Science and Technology, 25(6):1256–1266, November 2010.
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141Mari-Sanna Paukkeri, Alberto Pérez García-Plaza, Sini Pessala, and Timo Honkela. Learning taxonomic relations from a set of text documents. In Proceedings of the International Multiconference on Computer Science and Information Technology (IMCSIT 2010), pages 105–112, Wisla, Poland, October 2010. IEEE.
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140Mari-Sanna Paukkeri and Timo Honkela. Likey: Unsupervised Language-Independent Keyphrase Extraction. In Proceedings of the 5th International Workshop on Semantic Evaluation (SemEval), pages 162–165, Uppsala, Sweden, July 2010. Association for Computational Linguistics.
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139Timo Honkela. Tietokone tallentajasta tulkitsijaksi: Representaatio tietojenkäsittelytieteessä. In Representaatio: Tiedon kivijalasta tieteiden työkaluksi, pages 305–330. Gaudeamus Helsinki University Press, Helsinki, 2010.
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138Timo Honkela, Aapo Hyvärinen, and Jaakko Väyrynen. WordICA - Emergence of linguistic representations for words by independent component analysis. Natural Language Engineering, 16(3):277–308, 2010.
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137Timo Honkela. Directions for e-science and science 2.0 in human and social sciences. In Proceedings of MASHS 2010, Computational Methods for Modeling and Learning in Social and Human Sciences, pages 119–134. Multiprint, 2010.
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136Timo Honkela, Tiina Lindh-Knuutila, and Krista Lagus. Measuring Adjective Spaces. Proceedings of ICANN 2010, Artificial Neural Networks, pages 351–355, 2010.
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135Ilkka Kivimäki, Krista Lagus, Ilari T. Nieminen, Jaakko Väyrynen, and Timo Honkela. Using Correlation Dimension for Analysing Text Data. Proceedings of ICANN 2010, Artificial Neural Networks, pages 368–373, 2010.
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134Amaury Lendasse, Timo Honkela, and Olli Simula. Editorial: European Symposium on Times Series Prediction. Neurocomputing, 73(10-12):1919–1922, 2010.
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133Jorge Letosa and Timo Honkela. Elementary Logical Reasoning in the SOM Output Space. In Proceedings of ICANN 2010, Artificial Neural Networks, pages 432–437. Springer, 2010.
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2009

132Eric Malmi, Juha Raitio, and Timo Honkela. Modeling practice diffusion with an agent-based social simulation framework. In Proceedings of the 6th European Social Simulation Association Conference, ESSA 2009, page 53, Guildford, U.K., September 2009. Extended abstract.
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131Tiina Lindh-Knuutila, Juha Raitio, and Timo Honkela. Combining self-organized and Bayesian models of concept formation. In Julien Mayor, Nicolas Ruh, and Kim Plunkett, editors, Connectionist Models of Behaviour and Cognition II Proceedings of the Eleventh Neural Computation and Psychology Workshop, number 18 in Progress in Neural Processing, pages 193–204. World Scientific, April 2009.
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130Kai Hakkarainen, Ritva Engeström, Sami Paavola, Pasi Pohjola, and Timo Honkela. Knowledge practices, epistemic technologies, and pragmatic web. In Proceedings of I-KNOW'09 and I-SEMANTICS'09: the 4th AIS SigPrag International Pragmatic Web Conference Track (ICPW 2009), pages 683–694. Verlag der Technischen Universität Graz, 2009.
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129Mark van Heeswijk, Yoan Miche, Tiina Lindh-Knuutila, Peter A. J. Hilbers, Timo Honkela, Erkki Oja, and Amaury Lendasse. Adaptive ensemble models of extreme learning machines for time series prediction. In Proceedings of ICANN, Volume 2, pages 305–314, 2009.
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128Timo Honkela, Nina Janasik, Krista Lagus, Tiina Lindh-Knuutila, Mika Pantzar, and Juha Raitio. Modeling communities of experts – conceptual grounding of expertise. Technical Report TKK-ICS-R24, Helsinki University of Technology, 2009.
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127Timo Honkela and Matti Pöllä. Concept mining with Self-Organizing Maps for the Semantic Web. In Proceedings of WSOM'09, pages 98–106. Springer, 2009.
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126Timo Honkela. Conceptual autonomy of agents. In ICAART 2009 - Proceedings of the International Conference on Agents and Artificial Intelligence, page 9. INSTICC Press, 2009.
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125Nina Janasik, Timo Honkela, and Henrik Bruun. Text mining in qualitative research: Application of an unsupervised learning method. Organizational Research Methods, 12(3):436–460, 2009.
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124Teuvo Kohonen, Ilari T. Nieminen, and Timo Honkela. On the quantization error in SOM vs. VQ: A critical and systematic study. In Proceedings of WSOM'09, pages 133–144. Springer, 2009.
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123Pyry Niemelä and Timo Honkela. Analysis of parliamentary election results and socio-economic situation using self-organizing map. In Proceedings of WSOM'09, pages 209–218, 2009.
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122Matti Pöllä, Timo Honkela, and Teuvo Kohonen. Bibliography of self-organizing map (SOM) papers: 2002-2005 addendum. Technical Report TKK-ICS-R23, Helsinki University of Technology, 2009.
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2008

121Timo Honkela, Mari-Sanna Paukkeri, Matti Pöllä, and Olli Simula, editors. Proceedings of AKRR'08, International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning. Helsinki University of Technology, Espoo, Finland, September 2008.
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120Mari-Sanna Paukkeri, Ilari T. Nieminen, Matti Pöllä, and Timo Honkela. A language-independent approach to keyphrase extraction and evaluation. In Coling 2008: Companion volume: Posters, pages 83–86, Manchester, UK, August 2008. Coling 2008 Organizing Committee.
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119Timo Honkela, Ville Könönen, Tiina Lindh-Knuutila, and Mari-Sanna Paukkeri. Simulating processes of concept formation and communication. Journal of Economic Methodology, 15(3):245–259, 2008.
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118David Ellis, Mathias Creutz, Timo Honkela, and Mikko Kurimo. Speech to speech machine translation: Biblical chatter from Finnish to English. In Proceedings of the IJCNLP-08 Workshop on NLP for Less Privileged Languages, pages 123–130, Hyderabad, India, January 2008. Asian Federation of Natural Language Processing.
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117Markus Sadeniemi, Kimmo Kettunen, Tiina Lindh-Knuutila, and Timo Honkela. Complexity of European Union languages: A comparative approach. Journal of Quantitative Linguistics, 15(2):185–211, 2008.
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116Mats Sjöberg, Jorma Laaksonen, Timo Honkela, and Matti Pöllä. Inferring semantics from textual information in multimedia retrieval. Neurocomputing, 71(13–15):2576–2586, 2008.
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115Anna-Mari Rusanen, Otto Lappi, Timo Honkela, and Mikael Nederström. Conceptual coherence in philosophy education - visualizing initial conceptions of philosophy students with self-organizing maps. In B. C. Love, K. McRae, and V. M. Sloutsky, editors, Proceedings of the 30th Annual Conference of the Cognitive Science Society, pages pp. 64–70, Austin, TX, 2008. Cognitive Science Society.
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114Timo Honkela, Sami Virpioja, and Jaakko Väyrynen. Adaptive translation: Finding interlingual mappings using self-organizing maps. In Vera Kurková, Roman Neruda, and Jan Koutnik, editors, Proceedings of ICANN'08, volume 5163 of Lecture Notes in Computer Science, pages 603–612. Springer, 2008.
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113M. Pöllä, T. Honkela, and X.Z. Gao. Biologically Inspired Clustering: Comparing the Neural and Immune Paradigms. In Proceedinsg of NICSO 2007, Nature Inspired Cooperative Strategies for Optimization, pages 179–188. Springer, 2008.
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112Tommi Vatanen, Mari-Sanna Paukkeri, Ilari T. Nieminen, and Timo Honkela. Analyzing authors and articles using keyword extraction, self-organizing map and graph algorithms. In Proceedings of the AKRR08, pages 105–111, 2008.
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111Timo Honkela. Social construction of knowledge for medical research and practice: Epistemological interventions. Abstract and presentation in EASST 2008 Conference, The European Association for the Study of Science and Technology, 2008.
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2007

110Timo Honkela. Models for self-organization of health care. In Abstracts of FISCAR'07, The Third Finnish Conference on Cultural and Activity Research. University of Helsinki, 2007.
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109Timo Honkela. Philosophical aspects of neural, probabilistic and fuzzy modeling of language use and translation. In Proceedings of IJCNN, pages 2881–2886, 2007.
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108Mikaela Klami and Timo Honkela. Self-organized ordering of terms and documents in NSF awards data. In Proceedings of WSOM'07. University Library of Bielefeld, 2007.
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107Teuvo Kohonen and Timo Honkela. Kohonen network. Scholarpedia, 2(1):7421, 2007.
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106Tarja Knuuttila, Anna-Mari Rusanen, and Timo Honkela. Self-organizing maps as traveling computational templates. In Proceedings of IJCNN'07, pages 1231–1236, 2007.
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105Lasse Lindqvist, Timo Honkela, and Mika Pantzar. Visualizing practice theory through a simulation model. Technical Report E9, Helsinki University of Technology, 2007.
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104Matti Pöllä and Timo Honkela. Probabilistic text change detection using an immune model. In Proceedings of IJCNN'07, pages 1109–1114, 2007.
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103Jaakko J. Väyrynen, Lasse Lindqvist, and Timo Honkela. Sparse distributed representations for words with thresholded independent component analysis. In Proceedings of IJCNN'07, pages 1031–1036, 2007.
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102Jaakko J. Väyrynen, Timo Honkela, and Lasse Lindqvist. Towards explicit semantic features using independent component analysis. In Magnus Sahlgren and Ola Knuttson, editors, Proceedings of the Workshop Semantic Content Acquisition and Representation (SCAR), pages 20–27. Swedish Institute of Computer Science, 2007. SICS Technical Report T2007:06.
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2006

101Timo Honkela and Matti Pöllä. Describing rich content: Future directions for the semantic web. In New Developments in Artificial Intelligence and Semantic Web. Proceedings of the 12th Finnish Artificial Intelligence Conference STeP 2006, pages 143–148, Espoo, Finland, October 2006. Helsinki University of Technology.
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100Timo Honkela, Ville Könönen, Tiina Lindh-Knuutila, and Mari-Sanna Paukkeri. Simulating processes of language emergence, communication and agent modeling. In Eero Hyvönen, Tomi Kauppinen, Jukka Kortela, Mikko Laukkanen, Tapani Raiko, and Kim Viljanen, editors, New Developments in Artificial Intelligence and the Semantic Web, pages 129–132, Espoo, October 2006. Finnish Artificial Intelligence Society.
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99Matti Pöllä, Timo Honkela, Henrik Bruun, and Ann Russell. Analysis of interdisciplinary text corpora. In Proceedings of Ninth Scandinavian Conference on Artificial Intelligence (SCAI 2006), pages 17–22, Helsinki, Finland, October 2006.
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98Mats Sjöberg, Jorma Laaksonen, Timo Honkela, and Matti Pöllä. Retrieval of multimedia objects by combining semantic information from visual and textual descriptors. In Proceedings of International Conference on Artificial Neural Networks, pages 75–83, Athens, Greece, September 2006.
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97Kimmo Kettunen, Markus Sadeniemi, Tiina Lindh-Knuutila, and Timo Honkela. Analysis of EU languages through text compression. In Tapio Salakoski, Filip Ginter, Sampo Pyysalo, and Tapio Pahikkala, editors, FinTAL, volume 4139 of Lecture Notes in Computer Science, pages 99–109. Springer, 2006.
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96Tiina Lindh-Knuutila, Timo Honkela, and Krista Lagus. Simulating meaning negotiation using observational language games. In P. Vogt et al., editor, Symbol Grounding and Beyond: Proceedings of the Third International Workshop on the Emergence and Evolution of Linguistic Communication, pages 168–179, Rome, Italy, 2006. Springer, Berlin/Heidelberg.
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95M.A. Mayer, V. Karkaletsis, K. Stamatakis, A. Leis, D. Villarroel, C. Thomeczek, M. Labsky, F. Lopez-Ostenero, and T. Honkela. MedIEQ-Quality Labelling of Medical Web Content Using Multilingual Information Extraction. Studies in Health Technology and Informatics, 121:183, 2006.
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94Mats Sjöberg, Ville Viitaniemi, Jorma Laaksonen, and Timo Honkela. Analysis of semantic information available in an image collection augmented with auxiliary data. In Ilias Maglogiannis, Kostas Karpouzis, and Max Bramer, editors, Proceedings of AIAI'06, Artificial Intelligence Applications and Innovations, volume 204, pages 600–608. Springer, 2006.
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93Krista Lagus and Timo Honkela. Kognitiivinen mallintaminen (cognitive modeling). In Mieli ja aivot. Kognitiivisen neurotieteen oppikirja, pages 61–70. Kognitiivisen neurotieteen tutkimuskeskus, Turun yliopisto, Turku, 2006.
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92Timo Honkela. Samaa suomea? aikuisen ja lapsen kielen eroista. In Liisa Karlsson, editor, Lapset kertovat..., Stakes työpapereita 9/2006, pages 77–80. Stakes, Helsinki, 2006.
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2005

91Matti Pöllä and Timo Honkela. Modeling anticipatory behavior with self-organizing neural networks. In D. Dubois, editor, Computing Anticipatory Systems (CASYS'05), Liège, Belgium, August 2005. American Institute of Physics, Woodbury, New York. Received Best Paper Award.
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90Jaakko J. Väyrynen and Timo Honkela. Comparison of independent component analysis and singular value decomposition in word context analysis. In Timo Honkela, Ville Könönen, Matti Pöllä, and Olli Simula, editors, Proceedings of AKRR'05, International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning, pages 135–140. Helsinki University of Technology, Laboratory of Computer and Information Science, June 2005.
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89Oskar Kohonen, Sakari Katajamäki, and Timo Honkela. In search for volta: Statistical analysis of word patterns in Shakespeare's sonnets. In Ann Russell, Timo Honkela, Krista Lagus, and Matti Pöllä, editors, Proceedings of AMKLC'05, International Symposium on Adaptive Models of Knowledge, Language and Cognition, pages 44–47, Espoo, Finland, June 2005. Helsinki University of Technology, Laboratory of Computer and Information Science.
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88Timo Honkela, Ville Könönen, Matti Pöllä, and Olli Simula, editors. Proceedings of AKRR'05, International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning. Helsinki University of Technology, Espoo, Finland, June 2005.
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87Matti Pöllä, Tiina Lindh-Knuutila, and Timo Honkela. Self-refreshing SOM as a semantic memory model. In Proceedings of AKRR'05, International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning, pages 171–174, Espoo, Finland, June 2005.
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86Ann Russell, Timo Honkela, Krista Lagus, and Matti Pöllä, editors. Proceedings of AMKLC'05, International Symposium on Adaptive Models of Knowledge, Language and Cognition. Helsinki University of Technology, Espoo, Finland, June 2005.
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85Mikko Berg, Jan-Henrik Schleimer, Jaakko Särelä, and Timo Honkela. Category learning by formation of regions in conceptual spaces. In Lorenzo Magnani and Riccardo Dossena, editors, Computation, Philosophy, and Cognition, pages 381–396. College Publications, London, UK, 2005.
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84Tarja Knuuttila and Timo Honkela. Questioning external and internal representation; the case of scientific models. In Lorenzo Magnani and Riccardo Dossena, editors, Computation, Philosophy, and Cognition, pages 209–226. College Publications, London, UK, 2005.
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83Timo Honkela. Von Foerster meets Kohonen - approaches to artificial intelligence, cognitive science and information systems development. Kybernetes, 31(1/2):40–53, 2005.
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82Timo Honkela, Aapo Hyvärinen, and Jaakko Väyrynen. Emergence of linguistic features: Independent component analysis of contexts. In Modeling Language Cognition and Action: Proceedings of the NCPW9, Ninth Neural Computation and Psychology Workshop, pages 129–138, New Jersey, 2005. World Scientific.
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81Ann Nowé, Timo Honkela, Ville Könönen, and Katja Verbeeck, editors. Proceedings of the Workshop W9 on Reinforcement Learning in Nonstationary Environments. Vrije Universiteit Brussel, Porto, Portugal, 2005. in conjunction with the 16th ECML and 9th PKDD, Oct. 3-7, 2005.
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80Timo Honkela, Kevin Hynnä, Krista Lagus, and Jaakko Särelä. Adaptive and statistical approaches in conceptual modeling. Technical Report A75, Helsinki University of Technology, 2005.
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2004

79Petr Skripal and Timo Honkela. Framework for modeling emotions in communities of agents. In Symposium Proceedings of the 11th Finnish Artificial Intelligence Conference. Finnish Artificial Intelligence Society, September 2004.
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78Timo Honkela and Aapo Hyvärinen. Linguistic feature extraction using independent component analysis. In Proceedings of IJCNN'04, pages 279–284, Budabest, Hungary, July 2004.
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77Jaakko J. Väyrynen, Timo Honkela, and Aapo Hyvärinen. Independent component analysis of word contexts and comparison with traditional categories. In Proceedings of NORSIG 2004, pages 300–303, Espoo, Finland, June 2004.
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76Juha Raitio, Ricardo Vigário, Jaakko Särelä, and Timo Honkela. Assessing similarity of emergent representations based on unsupervised learning. In Proceedings of IJCNN 2004, pages 597–602, Budapest, Hungary, 2004.
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75Timo Honkela, Raimo Nordfors, and Raimo Tuuli. Document maps for competence management. In Proceedings of the Symposium on Professional Practice in AI, pages 31–39. IFIP, 2004.
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74Jaakko J. Väyrynen and Timo Honkela. Word category maps based on emergent features created by ICA. In Heikki Hyötyniemi, Pekka Ala-Siuru, and Jouko Seppänen, editors, Proceedings of the STeP'2004 Cognition + Cybernetics Symposium, pages 173–185. Finnish Artificial Intelligence Society, 2004.
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2003

73Timo Honkela and Juha Winter. Simulating language learning in community of agents using self-organizing maps. Computer and Information Science Report A71, Helsinki University of Technology, Helsinki, Finland, December 2003.
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72Ilkka Pyysiäinen, Marjaana Lindeman, and Timo Honkela. Counterintuitiveness as the hallmark of religiosity. Religion, 33(4):341–355, October 2003.
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71Timo Honkela, Kevin I. Hynnä, and Tarja Knuuttila. Framework for modeling partial conceptual autonomy of adaptive and communicating agents. In Proceedings of Cognitive Science Conference, Boston, MA, 2003.
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70Timo Honkela, Aapo Hyvärinen, and Jaakko Väyrynen. Emergence of linguistic representations by independent component analysis. Technical Report A72, Helsinki University of Technology, Espoo, Finland, 2003.
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69Timo Honkela, Jukka Honkela, Mikko Myyryläinen, and Ville Tuulos. Adaptive and visual map interface for document collections. In Adjunct Proceedings of Human-Computer Interaction International, pages 119–120, 2003.
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68Timo Honkela, Mikko Kurimo, Krista Lagus, Vuokko Lantz, and Erkki Oja. Unsupervised learning in human-computer interfaces. In Adjunct Proceedings of Human-Computer Interaction International, pages 121–122, 2003.
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67Antti Raike and Timo Honkela. Neural network analysis method for supporting Deaf students in distance learning. In Proceedings of the Commission on Technology at the 14th World Congress of the World Federation of the Deaf, 2003.
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66Antti Raike, Timo Honkela, Leena Koskinen, and Markku Jokinen. Cinemasense portal and neural network analysis method for supporting students of linguistic minorities in distance learning. In Cumulus Working Papers, Publication Series G, Helsinki, Finland, 2003. University of Art and Design Helsinki.
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65Antti Raike, Timo Honkela, and Leena Koskinen. Itseorganisoivat kartat monikielisen etäopiskelun evaluoinnissa. In TUOVI: ITK'03 tutkijatapaamisen artikkelit, Hypermedia Laboratory Net Series 3, Tampere, Finland, 2003. University of Tampere.
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2002

64George Legrady and Timo Honkela. Pockets full of memories: an interactive museum installation. Visual Communication, 1(2):163–169, 2002.
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2001

63Timo Honkela. Koneen äly, oppiminen ja viisaus (machine intelligence, learning and wisdom). In Inhimillinen kone - konemainen ihminen, pages 18–32. Helsinki University Press, Helsinki, 2001.
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2000

62Timo Honkela. Self-organizing maps in symbol processing. In Hybrid Neural Systems, pages 348–362. Springer, 2000.
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61Timo Honkela. Adaptive and holistic knowledge representations using self-organizing maps. In Z. Shi, B. Faltings, and M. Musen, editors, Proceedings of IIP'2000, International Conference on Intelligent Information Processing, pages 81–86. IFIP, 2000.
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60Timo Honkela, Ilpo Koskinen, Timo Koskenniemi, and Sakari Karvonen. Kohonen's self-organizing map in contextual analysis of data. In Information Organization and Databases: Foundations of Data Organization, pages 135–148. Kluwer, 2000.
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59Timo Honkela, Teemu Leinonen, Kirsti Lonka, and Antti Raike. Self-organizing maps and constructive learning. In Proceedings of ICEUT'2000, International Conference on Educational Uses of Communication and Information Technologies, pages 339–343. IFIP, 2000.
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1999

58Krista Lagus, Timo Honkela, Samuel Kaski, and Teuvo Kohonen. WEBSOM for textual data mining. Artificial Intelligence Review, 13(5/6):345–364, December 1999.
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57Aapo Hyvärinen and Timo Honkela. Emotional disorders in autonomous agents?. In Advances in Artificial Life, Proceedings of ECAL'99, European Conference on Artificial Life, pages 350–354. Springer, 1999.
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56Timo Honkela. Connectionist analysis and creation of context for natural language understanding and knowledge management. In Proceedings of Context'99, 2nd International and Interdisciplinary Conference, pages 479–482. Springer, 1999.
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55Timo Honkela (ed.). Pelit, tietokone ja ihminen - Games, computers and people. Suomen tekoälyseura/Finnish Artificial Intelligence Society, Espoo, 1999.
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54Timo Honkela. Pelit, tietokone ja ihminen. In Timo Honkela, editor, Pelit, tietokone ja ihminen - Games, computers and people, pages 1–7. Suomen tekoälyseura/Finnish Artificial intelligence society, Espoo, 1999.
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53Timo Honkela. Pelit, vuorovaikutus ja oppiminen. Kirjastolehti, 7-8, 1999.
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52Aapo Hyvärinen and Timo Honkela. Emotional disorders in autonomous agents?. In Advances in Artificial Life, Proceedings of ECAL'99, European Conference on Artificial Life, pages 350–354. Springer, 1999.
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1998

51Timo Honkela. Learning to understand-general aspects of using self-organizing maps in natural language processing. In AIP Conference Proceedings, pages 563–76, 1998.
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50Catherine Bounsaythip and Timo Honkela. Combination of neural and evolutionary methods for data organization. In Katsumi Tanaka and Shahram Ghandeharizadeh, editors, Proceedings of FODO'98, The 5th International Conference on Foundations of Data Organization, pages 20–25, 1998.
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49Timo Honkela, Krista Lagus, and Samuel Kaski. Self-organizing maps of large document collections. In Guido Deboeck and Teuvo Kohonen, editors, Visual Explorations in Finance with Self-Organizing Maps, pages 168–178. Springer, London, 1998.
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48Timo Honkela, Samuel Kaski, Teuvo Kohonen, and Krista Lagus. Self-organizing maps of very large document collections: Justification for the WEBSOM method. In I. Balderjahn, R. Mathar, and M. Schader, editors, Classification, Data Analysis, and Data Highways, pages 245–252. Springer, Berlin, 1998.
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47Samuel Kaski, Timo Honkela, Krista Lagus, and Teuvo Kohonen. WEBSOM—self-organizing maps of document collections. Neurocomputing, 21:101–117, 1998.
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46Timo Honkela and Järvelin Kalervo. Kieliteknologia tiedonhaussa [language technology in information retrieval]. In Kieliteknologia Suomessa [Language technology in Finland], pages 25–27. CSC Scientific Computing, Yliopistopaino, 1998.
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45Samuel Kaski, Krista Lagus, Timo Honkela, and Teuvo Kohonen. Statistical aspects of the WEBSOM system in organizing document collections. Computing Science and Statistics, 29:281–290, 1998. (Scott, D. W., ed.), Interface Foundation of North America, Inc.: Fairfax Station, VA.
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44Harri Jäppinen, Timo Honkela, Aarno Lehtola, and Kari Valkonen. Hierarchical natural language database interface system. In R. Trappl, editor, Proceedings of the 9th European Meeting on Cybernetics and Systems Research, pages 893–900. Kluwer Academic Publishers, 1998.
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1997

43Timo Honkela, Samuel Kaski, Krista Lagus, and Teuvo Kohonen. WEBSOM—self-organizing maps of document collections. In Proceedings of WSOM'97, Workshop on Self-Organizing Maps, Espoo, Finland, June 4-6, pages 310–315. Helsinki University of Technology, Neural Networks Research Centre, Espoo, Finland, 1997.
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42Timo Honkela. Self-organizing maps of words for natural language processing applications. In Proceedings of International ICSC Symposium on Soft Computing, pages 401–407, Millet, Alberta, Canada, 1997. ICSC Academic Press.
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41Timo Honkela. Comparisons of self-organized word category maps. In Proceedings of WSOM'97, Workshop on Self-Organizing Maps, pages 298–303. Helsinki University of Technology, Neural Networks Research Centre, Espoo, Finland, 1997.
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40Timo Honkela. Self-Organizing Maps in Natural Language Processing. PhD thesis, Helsinki University of Technology, Espoo, Finland, 1997.
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39Timo Honkela, Aarno Lehtola, Sakari Kalliomäki, Risto Suitiala, Ray Hudson, Vangelis Karkaletsis, and George Vouros. A recommended globalization method. In Software Without Frontiers, pages 33–50. John Wiley and Sons, Chichester, 1997.
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38Vangelis Karkaletsis, Costas Spyroupoulos, George Vouros, Timo Honkela, Krista Lagus, and Aarno Lehtola. Message generation. In Software Without Frontiers, pages 203–281. John Wiley and Sons, Chichester, 1997.
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37Stavros Kokkotos, Costas Spyroupoulos, Timo Honkela, Tuula Käpylä, Krista Lagus, and Pat Hall. Languages and character sets. In Software Without Frontiers, pages 135–158. John Wiley and Sons, Chichester, 1997.
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36Krista Lagus, Risto Suitiala, , and Timo Honkela. Culture, conventions and local practices. In Software Without Frontiers, pages 159–166. John Wiley and Sons, Chichester, 1997.
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35Aarno Lehtola, Sakari Kalliomäki, Timo Honkela, , and Tor Lillqvist. An application framework for internationalization. In Software Without Frontiers, pages 83–110. John Wiley and Sons, Chichester, 1997.
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34Niamh McHugh, Timo Honkela, and Ray Hudson. Quality assurance. In Software Without Frontiers, pages 219–228. John Wiley and Sons, Chichester, 1997.
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1996

33Timo Honkela, Samuel Kaski, Krista Lagus, and Teuvo Kohonen. Newsgroup exploration with WEBSOM method and browsing interface. Technical Report A32, Helsinki University of Technology, Laboratory of Computer and Information Science, Espoo, Finland, 1996.
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32Timo Honkela, Samuel Kaski, Krista Lagus, and Teuvo Kohonen. Exploration of full-text databases with self-organizing maps. In Proceedings of the ICNN96, International Conference on Neural Networks, volume I, pages 56–61. IEEE Service Center, Piscataway, NJ, 1996.
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31Samuel Kaski, Timo Honkela, Krista Lagus, and Teuvo Kohonen. Creating an order in digital libraries with self-organizing maps. In Proceedings of WCNN'96, World Congress on Neural Networks, September 15-18, San Diego, California, pages 814–817. Lawrence Erlbaum and INNS Press, Mahwah, NJ, 1996.
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30Teuvo Kohonen, Samuel Kaski, Krista Lagus, and Timo Honkela. Very large two-level SOM for the browsing of newsgroups. In C. von der Malsburg, W. von Seelen, J. C. Vorbrüggen, and B. Sendhoff, editors, Proceedings of ICANN96, International Conference on Artificial Neural Networks, Bochum, Germany, July 16-19, 1996, Lecture Notes in Computer Science, vol. 1112, pages 269–274. Springer, Berlin, 1996.
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29Krista Lagus, Samuel Kaski, Timo Honkela, and Teuvo Kohonen. Browsing digital libraries with the aid of self-organizing maps. In Proceedings of the Fifth International World Wide Web Conference WWW5, May 6-10, Paris, France, volume Poster Proceedings, pages 71–79. EPGL, 1996.
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28Krista Lagus, Timo Honkela, Samuel Kaski, and Teuvo Kohonen. WEBSOM – a status report. In Jarmo Alander, Timo Honkela, and Matti Jakobsson, editors, Proceedings of STeP'96, Finnish Artificial Intelligence Conference, pages 73–78. Finnish Artificial Intelligence Society, Vaasa, Finland, 1996.
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27Krista Lagus, Timo Honkela, Samuel Kaski, and Teuvo Kohonen. Self-organizing maps of document collections: A new approach to interactive exploration. In Evangelios Simoudis, Jiawei Han, and Usama Fayyad, editors, Proceedings of the Second International Conference on Knowledge Discovery and Data Mining, pages 238–243. AAAI Press, Menlo Park, California, 1996.
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26Aarno Lehtola and Timo Honkela. Multilinguality in Electronic Commerce - Research Issues. In Proceedings of MULSAIC'96 Workshop, pages 21–26, 1996.
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1995

25Timo Honkela, Ville Pulkki, and Teuvo Kohonen. Contextual relations of words in Grimm tales, analyzed by self-organizing map. In F. Fogelman-Soulié and P. Gallinari, editors, Proc. of ICANN'95, International Conference on Artificial Neural Networks, volume II, pages 3–7, Nanterre, France, 1995. EC2.
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24Timo Honkela. Subjektiivisuuden konnektionistiset mallit. Psykologia, 30(1):45–48, 1995.
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23Timo Honkela. On communication between autonomous agents (in Finnish). In Keinoelämä - Artificial Life, pages 188–192, Helsinki, 1995. Finnish Artificial Intelligence Society.
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22C.D. Spyropoulos, E.A. Karkaletsis, G.A. Vouros, T. Honkela, K. Lagus, and A. Lehtola. Investigating on line message generation in software applications: The GLOSSASOFT results. In ERCIM Workshop on Towards User Interfaces for All: Current Efforts and Future Trends, pages 95–108, 1995.
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21Aarno Lehtola and Timo Honkela. A framework for global software. In ERCIM Workshop on Towards User Interfaces for All: Current Efforts and Future Trends, pages 13–24, 1995.
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20Timo Honkela. On the use of Self-Organizing Map (SOM) in linguistic visualization. In Kimmo Koskenniemi, editor, Short Papers Presented at the 10th Nordic Conference of Computational Linguistics, pages 104–108, 1995.
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1994

19Ilkka Karanta, Timo Honkela, and Petri Koistinen. Cognitive biases in neural networks - a study in reasoning under uncertainty. In Proceedings of STeP-94, Finnish Artificial Intelligence Conference, pages 26–31, 1994.
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18Timo Honkela, Aarno Lehtola, and Seppo Linnainmaa. On the use of intelligent agents in business transactions. In Proceedings of STeP-94, Finnish Artificial Intelligence Conference, 1994.
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1993

17Timo Honkela. Neural nets that discuss: a general model of communication based on self-organizing maps. In S. Gielen and B. Kappen, editors, Proceedings of ICANN'93, International Conference on Artificial Neural Networks, pages 408–411, Amsterdam, the Netherlands, September 1993. Springer-Verlag, London.
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16Lauri Carlson and Timo Honkela. Natural language processing (in finnish). In Encyclopedia on Artificial Intelligence (in Finnish), pages 233–243. Gaudeamus, 1993.
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15Timo Honkela and Tuomas Sandholm. Machine learning (in finnish). In Encyclopedia on Artificial Intelligence (in Finnish), pages 244–255. Gaudeamus, 1993.
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14Aarno Lehtola and Timo Honkela. Search and games (in finnish). In Encyclopedia on Artificial Intelligence (in Finnish), pages 168–182. Gaudeamus, 1993.
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1992

13Riitta Alkula and Timo Honkela. Tekstin tallennus- ja hakumenetelmien kehittäminen suomen kielen tulkintaohjelmien avulla: FULLTEXT-projektin loppuraportti. VTT, Espoo, Finland, 1992.
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12Timo Honkela. Connectionism and linguistics. In M. Vilkuna, editor, The 1992 Yearbook of the Linguistic Association of Finland, pages 9–33. Linguistic Association of Finland, Helsinki, Finland, 1992.
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11Aarno Lehtola and Timo Honkela. Reitittävä aikatauluneuvonta - tietämystekniikka palveluverkkosovelluksessa (telematic timetable service with route finding capability). In Proceedings of STeP'92, Finnish Artificial Intelligence Symposium, pages 107–115. Finnish Artificial Intelligence Society, 1992.
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1991

10Timo Honkela. Symbolit ja neuroniverkot luonnollisen kielen semantiikan mallinnuksessa. In Esko Marjomaa and Tere Vadén, editors, Ihmisen tiedonkäsittely, symbolien manipulointi ja konnektionismi, pages 175–186. University of Tampere, 1991.
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9Timo Honkela and Ari M. Vepsäläinen. Interpreting imprecise expressions: Experiments with Kohonen's self-organizing maps and associative memory. In T. Kohonen, K. Mäkisara, O. Simula, and J. Kangas, editors, Artificial Neural Networks, volume I, pages 897–902, Amsterdam, Netherlands, 1991. North-Holland.
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8Aarno Lehtola and Timo Honkela. Asiantuntijajärjestelmä julkisen liikenteen aikataulu- ja reittineuvontaan (intelligent timetable service for public transportation system). In Proceedings of Blanko '91 Symposium, pages 359–366. Blanko ry, 1991.
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1988

7Timo Honkela and Aarno Lehtola. Knowledge acquisition for natural language interpreting systems. In Proceedings of STeP'88, Finnish Artificial Intelligence Symposium, pages 110–117. Finnish Artificial Intelligence Society and University of Helsinki, 1988.
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6Harri Jäppinen, Timo Honkela, Heikki Hyötyniemi, and Aarno Lehtola. Stratified natural language database interface for finnish. In Proceedings of STeP'88, Finnish Artificial Intelligence Symposium, pages 793–802. Finnish Artificial Intelligence Society and University of Helsinki, 1988.
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5Harri Jäppinen, Timo Honkela, Heikki Hyötyniemi, and Aarno Lehtola. Hierarchical multilevel processing model for natural language database interface. In Proceedings of CAIA'88, 4th Conference on Artificial Intelligence Applications, pages 332–337. IEEE (The Computer Society of the IEEE), 1988.
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4Harri Jäppinen, Timo Honkela, Heikki Hyötyniemi, and Aarno Lehtola. A multilevel natural language processing model. Nordic Journal of Linguistics, 11:69–82, 1988.
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See doi:10.1017 ...
3Aarno Lehtola, Timo Honkela, Heikki Hyötyniemi, and Harri Jäppinen. Task oriented knowledge representation languages for nlp-systems. In Proceedings of ISMIS'88, 3rd International Symposium on Methodologies for Intelligent Systems, pages 250–259. North-Holland, 1988.
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2Aarno Lehtola and Timo Honkela. AWARE - a transformation system for semantic analysis of natural language. In Proceedings of STeP-88, Finnish Artificial Intelligence Symposium, pages 100–109. Finnish Artificial Intelligence Society, 1988.
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1Aarno Lehtola, Timo Honkela, Heikki Hyötyniemi, and Harri Jäppinen. Knowledge languages and metatools for natural language processing. In Proceedings of ICSC'88, International Computer Science Conference'88., pages 273–280. IEEE Computer Society, IEEE Hongkong Section, 1988.
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