Timo Honkela

Mari-Sanna Paukkeri, Marja Ollikainen, Timo Honkela: Assessing user-specific difficulty of documents. Inf. Process. Manage. 49(1): 198-212 (2013)

Mari-Sanna Paukkeri, Alberto Pérez García-Plaza, Víctor Fresno, Raquel Martínez-Unanue, Timo Honkela: Learning a taxonomy from a set of text documents. Appl. Soft Comput. 12(3): 1138-1148 (2012)

Timo Honkela, Zaur Izzatdust, Krista Lagus: Text Mining for Wellbeing: Selecting Stories Using Semantic and Pragmatic Features. ICANN (2) 2012: 467-474

Juha Raitio, Tapani Raiko, Timo Honkela: Hybrid Bilinear and Trilinear Models for Exploratory Analysis of Three-Way Poisson Counts. ICANN (2) 2012: 475-482

Eric Malmi, Juha Raitio, Oskar Kohonen, Krista Lagus, Timo Honkela: Identifying Anomalous Social Contexts from Mobile Proximity Data Using Binomial Mixture Models. IDA 2012: 195-206

Timo Honkela, Juha Raitio, Krista Lagus, Ilari T. Nieminen, Nina Honkela, Mika Pantzar: Subjects on objects in contexts: Using GICA method to quantify epistemological subjectivity. IJCNN 2012: 1-9

Mari-Sanna Paukkeri, Ilkka Kivimäki, Santosh Tirunagari, Erkki Oja, Timo Honkela: Effect of Dimensionality Reduction on Different Distance Measures in Document Clustering. ICONIP (3) 2011: 167-176

He Zhang, Eimontas Augilius, Timo Honkela, Jorma Laaksonen, Hannes Gamper, Henok Alene: Analyzing Emotional Semantics of Abstract Art Using Low-Level Image Features. IDA 2011: 413-423

Yasir Mehmood, Mudassar Abbas, Xi Chen, Timo Honkela: Self-Organizing Maps of Nutrition, Lifestyle and Health Situation in the World. WSOM 2011: 160-167

Timo Honkela, Jorma Laaksonen, Hannele Törrö, Juhani Tenhunen: Media Map: A Multilingual Document Map with a Design Interface. WSOM 2011: 247-256

Timo Honkela, Wlodzislaw Duch, Mark A. Girolami, Samuel Kaski (Eds.): Artificial Neural Networks and Machine Learning - ICANN 2011 - 21st International Conference on Artificial Neural Networks, Espoo, Finland, June 14-17, 2011, Proceedings, Part I. Lecture Notes in Computer Science 6791, Springer 2011, isbn 978-3-642-21734-0

Timo Honkela, Wlodzislaw Duch, Mark A. Girolami, Samuel Kaski (Eds.): Artificial Neural Networks and Machine Learning - ICANN 2011 - 21st International Conference on Artificial Neural Networks, Espoo, Finland, June 14-17, 2011, Proceedings, Part II. Lecture Notes in Computer Science 6792, Springer 2011, isbn 978-3-642-21737-1

Jorma Laaksonen, Timo Honkela (Eds.): Advances in Self-Organizing Maps - 8th International Workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011. Proceedings. Lecture Notes in Computer Science 6731, Springer 2011, isbn 978-3-642-21565-0

Amaury Lendasse, Timo Honkela, Olli Simula: European Symposium on Times Series Prediction. Neurocomputing 73(10-12): 1919-1922 (2010)

Matti Pöllä, Timo Honkela: Negative Selection of Written Language Using Character Multiset Statistics. J. Comput. Sci. Technol. 25(6): 1256-1266 (2010)

Timo Honkela, Aapo Hyvärinen, Jaakko J. Väyrynen: WordICA - emergence of linguistic representations for words by independent component analysis. Natural Language Engineering 16(3): 277-308 (2010)

Petri Paju, Eric Malmi, Timo Honkela: Text Mining and Qualitative Analysis of an IT History Interview Collection. History of Nordic Computing 2010: 433-443

Timo Honkela, Tiina Lindh-Knuutila, Krista Lagus: Measuring Adjective Spaces. ICANN (1) 2010: 351-355

Ilkka Kivimäki, Krista Lagus, Ilari T. Nieminen, Jaakko J. Väyrynen, Timo Honkela: Using Correlation Dimension for Analysing Text Data. ICANN (1) 2010: 368-373

Jorge Ramón Letosa, Timo Honkela: Elementary Logical Reasoning in the SOM Output Space. ICANN (2) 2010: 432-437

Mari-Sanna Paukkeri, Alberto Pérez García-Plaza, Sini Pessala, Timo Honkela: Learning taxonomic relations from a set of text documents. IMCSIT 2010: 105-112

Timo Honkela: Conceptual Autonomy of Agents. ICAART 2009: 9-9

Mark van Heeswijk, Yoan Miche, Tiina Lindh-Knuutila, Peter A. J. Hilbers, Timo Honkela, Erkki Oja, Amaury Lendasse: Adaptive Ensemble Models of Extreme Learning Machines for Time Series Prediction. ICANN (2) 2009: 305-314

Timo Honkela, Matti Pöllä: Concept Mining with Self-Organizing Maps for the Semantic Web. WSOM 2009: 98-106

Teuvo Kohonen, Ilari T. Nieminen, Timo Honkela: On the Quantization Error in SOM vs. VQ: A Critical and Systematic Study. WSOM 2009: 133-144

Pyry Niemelä, Timo Honkela: Analysis of Parliamentary Election Results and Socio-Economic Situation Using Self-Organizing Map. WSOM 2009: 209-218

Markus Sadeniemi, Kimmo Kettunen, Tiina Lindh-Knuutila, Timo Honkela: Complexity of European Union Languages: A comparative approach. Journal of Quantitative Linguistics 15(2): 185-211 (2008)

Mari-Sanna Paukkeri, Ilari T. Nieminen, Matti Pöllä, Timo Honkela: A Language-Independent Approach to Keyphrase Extraction and Evaluation. COLING (Posters) 2008: 83-86

Timo Honkela, Sami Virpioja, Jaakko J. Väyrynen: Adaptive Translation: Finding Interlingual Mappings Using Self-Organizing Maps. ICANN (1) 2008: 603-612

David Ellis, Mathias Creutz, Timo Honkela, Mikko Kurimo: Speech to speech machine translation: Biblical chatter from Finnish to English. IJCNLP 2008: 123-129

Teuvo Kohonen, Timo Honkela: Kohonen network. Scholarpedia 2(1): 1568 (2007)

Jaakko J. Väyrynen, Lasse Lindqvist, Timo Honkela: Sparse Distributed Representations for Words with Thresholded Independent Component Analysis. IJCNN 2007: 1031-1036

Matti Pöllä, Timo Honkela: Probabilistic Text Change Detection Using an Immune Model. IJCNN 2007: 1109-1114

Tarja Knuuttila, Anna-Mari Rusanen, Timo Honkela: Self-Organizing Maps as Traveling Computational Templates. IJCNN 2007: 1231-1236

Timo Honkela: Philosophical Aspects of Neural, Probabilistic and Fuzzy Modeling of Language Use and Translation. IJCNN 2007: 2881-2886

Matti Pöllä, Timo Honkela, Xiao Zhi Gao: Biologically Inspired Clustering: Comparing the Neural and Immune Paradigms. NICSO 2007: 179-188

Tiina Lindh-Knuutila, Timo Honkela, Krista Lagus: Simulating Meaning Negotiation Using Observational Language Games. EELC 2006: 168-179

Kimmo Kettunen, Markus Sadeniemi, Tiina Lindh-Knuutila, Timo Honkela: Analysis of EU Languages Through Text Compression. FinTAL 2006: 99-109

Mats Sjöberg, Jorma Laaksonen, Matti Pöllä, Timo Honkela: Retrieval of Multimedia Objects by Combining Semantic Information from Visual and Textual Descriptors. ICANN (2) 2006: 75-83

Mats Sjöberg, Ville Viitaniemi, Jorma Laaksonen, Timo Honkela: Analysis of Semantic Information Available in an Image Collection Augmented with Auxiliary Data. AIAI 2006: 600-608

Krista Lagus, Timo Honkela, Samuel Kaski, Teuvo Kohonen: Websom for Textual Data Mining. Artif. Intell. Rev. 13(5-6): 345-364 (1999)

Timo Honkela: Connectionist Analysis and Creation of Context for Natural Language Understanding and Knowledge Management. CONTEXT 1999: 479-482

Aapo Hyvärinen, Timo Honkela: Emotional Disorders in Autonomous Agents? ECAL 1999: 350-354

Samuel Kaski, Timo Honkela, Krista Lagus, Teuvo Kohonen: WEBSOM - Self-organizing maps of document collections. Neurocomputing 21(1-3): 101-117 (1998)

Timo Honkela: Kohonen's Self-Organizing Maps for Intelligent Systems Development. FODO 1998: 13-19

Catherine Bounsaythip, Timo Honkela: Combination of Neural and Evolutionary Methods for Data Organization. FODO 1998: 20-25

Timo Honkela: Self-Organizing Maps in Symbol Processing. Hybrid Neural Systems 1998: 348-362

Timo Honkela: Lawrence A. Bookman, Trajectories Through Knowledge Space: A Dynamic Framework for Machine Comprehension. Boston, Dordrecht, London: Kluwer, 1994. ISBN 0-7923-9487-9, £62.95/$89.85 271 pp. Natural Language Engineering 3(1): 89-95 (1997)

Teuvo Kohonen, Samuel Kaski, Krista Lagus, Timo Honkela: Very Large Two-Level SOM for the Browsing of Newsgroups. ICANN 1996: 269-274

Krista Lagus, Timo Honkela, Samuel Kaski, Teuvo Kohonen: Self-Organizing Maps of Document Collections: A New Approach to Interactive Exploration. KDD 1996: 238-243

Aarno Lehtola, Timo Honkela, Heikki Hyötyniemi, Harri Jäppinen: Task Oriented Knowledge Representation Languages for NLP-Systems. ISMIS 1988: 250-259