to appear |
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140 | Krista 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, to appear. |
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139 | Tommi 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, to appear. |
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138 | Mari-Sanna Paukkeri, Marja Ollikainen, and Timo Honkela. Assessing user-specific difficulty of documents. Information Processing & Management, to appear. |
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2012 |
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137 | Yasir 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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136 | Eric 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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135 | Juha 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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134 | Timo 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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133 | Timo 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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132 | Mari-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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2011 |
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131 | Mari-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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130 | Yasir 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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129 | Timo 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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128 | Jorma Laaksonen and Timo Honkela, editors. Advances in Self-Organizing Maps - Proceedings of WSOM 2011, 8th International Workshop. Springer, 2011. |
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127 | Timo 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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126 | Timo 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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125 | Timo Honkela. Kunnioitusta erilaisuutta kohtaan. Tieteessä tapahtuu, 29(4-5):38–39, 2011. |
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124 | Petri 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 |
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123 | Timo 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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122 | Matti 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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121 | Mari-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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120 | Mari-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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119 | Timo Honkela. Tietokone tallentajasta tulkitsijaksi: Representaatio tietojenkäsittelytieteessä, pages 305–330. Gaudeamus Helsinki University Press, Helsinki, 2010. |
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118 | Timo 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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117 | Timo 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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116 | Timo 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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115 | Ilkka 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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114 | Amaury Lendasse, Timo Honkela, and Olli Simula. Editorial: European Symposium on Times Series Prediction. Neurocomputing, 73(10-12):1919–1922, 2010. |
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113 | Jorge 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 |
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112 | Eric 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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111 | Tiina 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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110 | Kai 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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109 | Mark 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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108 | Timo 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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107 | Timo 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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106 | Timo 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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105 | Nina 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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104 | Teuvo 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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103 | Pyry 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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102 | Matti 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 |
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101 | Timo 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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100 | Mari-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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99 | Timo 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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98 | David 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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97 | Markus 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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96 | Mats 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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95 | Anna-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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94 | Timo 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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93 | Tommi 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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92 | Timo 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 |
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91 | Timo 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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90 | Timo 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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89 | Mikaela 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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88 | Teuvo Kohonen and Timo Honkela. Kohonen network. Scholarpedia, 2(1):7421, 2007. |
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87 | Tarja 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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86 | Lasse 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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85 | Matti 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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84 | Jaakko 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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83 | Jaakko 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 |
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82 | Timo 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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81 | Matti 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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80 | Mats 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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79 | Kimmo 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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78 | Tiina 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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77 | Mats 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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2005 |
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76 | Matti 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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75 | Jaakko 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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74 | Timo 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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73 | Matti 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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72 | Ann 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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71 | Mikko 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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70 | Tarja 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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69 | Timo 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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68 | Timo 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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67 | Ann 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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66 | Timo 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 |
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65 | Petr 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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64 | Timo 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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63 | Jaakko 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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62 | Juha 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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61 | Timo 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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60 | Jaakko 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 |
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59 | Timo 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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58 | Ilkka Pyysiainen, Marjaana Lindeman, and Timo Honkela. Counterintuitiveness as the hallmark of religiosity. Religion, 33(4):341–355, October 2003. |
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57 | Timo 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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56 | Timo 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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55 | Timo 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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54 | Timo 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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2002 |
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53 | George Legrady and Timo Honkela. Pockets full of memories: an interactive museum installation. Visual Communication, 1(2):163–169, 2002. |
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2001 |
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52 | Timo Honkela. Inhimillinen kone - konemainen ihminen, chapter Koneen äly, oppiminen ja viisaus (Machine intelligence, learning and wisdom), pages 18–32. Helsinki University Press, Helsinki, 2001. |
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2000 |
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51 | Timo Honkela. Hybrid Neural Systems, chapter Self-Organizing Maps in Symbol Processing, pages 348–362. Springer, 2000. |
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50 | Timo 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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49 | Timo Honkela, Ilpo Koskinen, Timo Koskenniemi, and Sakari Karvonen. Information Organization and Databases: Foundations of Data Organization, chapter Kohonen's Self-Organizing Map in Contextual Analysis of Data, pages 135–148. Kluwer, 2000. |
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48 | Timo 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 |
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47 | Krista 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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46 | Aapo 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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45 | Timo 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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44 | Timo Honkela (ed.). Pelit, tietokone ja ihminen - Games, computers and people. Suomen tekoälyseura/Finnish Artificial Intelligence Society, Espoo, 1999. |
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43 | Timo 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 societ y, Espoo, 1999. |
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42 | Timo Honkela. Pelit, vuorovaikutus ja oppiminen. Kirjastolehti, 7-8, 1999. |
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41 | Aapo 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 |
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40 | Timo 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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39 | Catherine 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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38 | Timo 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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37 | Timo 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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36 | Samuel Kaski, Timo Honkela, Krista Lagus, and Teuvo Kohonen. WEBSOM—self-organizing maps of document collections. Neurocomputing, 21:101–117, 1998. |
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35 | Timo Honkela and Järvelin Kalervo. Kieliteknologia tiedonhaussa [Language technology in information retrieval], pages 25–27. CSC Scientific Computing, Yliopistopaino, 1998. |
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34 | Samuel 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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1997 |
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33 | Timo 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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32 | Timo 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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31 | Timo 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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30 | Timo Honkela. Self-Organizing Maps in Natural Language Processing. PhD thesis, Helsinki University of Technology, Espoo, Finland, 1997. |
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29 | Timo Honkela, Aarno Lehtola, Sakari Kalliomäki, Risto Suitiala, Ray Hudson, Vangelis Karkaletsis, and George Vouros. A Recommended Globalization Method, pages 33–50. John Wiley and Sons, Chichester, 1997. |
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28 | Vangelis Karkaletsis, Costas Spyroupoulos, George Vouros, Timo Honkela, Krista Lagus, and Aarno Lehtola. Message Generation, pages 203–281. John Wiley and Sons, Chichester, 1997. |
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27 | Stavros Kokkotos, Costas Spyroupoulos, Timo Honkela, Tuula Käpylä, Krista Lagus, and Pat Hall. Languages and Character Sets, pages 135–158. John Wiley and Sons, Chichester, 1997. |
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26 | Krista Lagus, Risto Suitiala, , and Timo Honkela. Culture, Conventions and Local Practices, pages 159–166. John Wiley and Sons, Chichester, 1997. |
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25 | Aarno Lehtola, Sakari Kalliomäki, Timo Honkela, , and Tor Lillqvist. An Application Framework for Internationalization, pages 83–110. John Wiley and Sons, Chichester, 1997. |
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24 | Niamh McHugh, Timo Honkela, and Ray Hudson. Quality Assurance, pages 219–228. John Wiley and Sons, Chichester, 1997. |
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1996 |
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23 | Timo 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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22 | Timo 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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21 | Samuel 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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20 | Teuvo 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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19 | Krista 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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18 | Krista 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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17 | Krista 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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16 | Aarno Lehtola and Timo Honkela. Multilinguality in Electronic Commerce - Research Issues. In Proceedings of MULSAIC'96 Workshop, 1996. |
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1995 |
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15 | Timo 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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14 | Timo Honkela. Subjektiivisuuden konnektionistiset mallit. Psykologia, 30(1):45–48, 1995. |
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13 | Timo 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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1993 |
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12 | Timo 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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11 | Lauri Carlson and Timo Honkela. Encyclopedia on Artificial Intelligence (in Finnish), chapter Natural Language Processing (in Finnish), pages 233–243. Gaudeamus, 1993. |
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10 | Timo Honkela and Tuomas Sandholm. Encyclopedia on Artificial Intelligence (in Finnish), chapter Machine Learning (in Finnish), pages 244–255. Gaudeamus, 1993. |
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1992 |
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9 | Riitta Alkula and Timo Honkela. Development of text storage and information retrieval methods with natural language processing components. Final report of the FULLTEXT project (in Finnish). VTT, Espoo, Finland, 1992. |
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8 | Timo 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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1991 |
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7 | Timo 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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6 | Timo 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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1988 |
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5 | Harri 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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4 | Harri 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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3 | Aarno 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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2 | Aarno 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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1 | Aarno 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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