Timo Honkela - researchr alias

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Viewing Publication 1 - 71 from 71

2018

Creating a Dataset for Multilingual Fine-grained Emotion-detection Using Gamification-based AnnotationEmily Öhman, Kaisla Kajava, Jörg Tiedemann, Timo Honkela. wassa 2018: 24-30 [doi]

2016

The Challenges of Multi-dimensional Sentiment Analysis Across LanguagesEmily Öhman, Timo Honkela, Jörg Tiedemann. COLING 2016: 138-142 [doi]

2015

Self-organization and missing values in SOM and GTMTommi Vatanen, M. Osmala, Tapani Raiko, Krista Lagus, Marko Sysi-Aho, Matej Oresic, Timo Honkela, H. Lähdesmäki. ijon, 147:60-70, 2015. [doi]

2014

Five-Dimensional Sentiment Analysis of Corpora, Documents and WordsTimo Honkela, Jaakko Korhonen, Krista Lagus, Esa Saarinen. wsom 2014: 209-218 [doi]

Quantifying the Effect of Meaning Variation in Survey AnalysisHenri Sintonen, Juha Raitio, Timo Honkela. icann 2014: 757-764 [doi]

A Gaussian Process Reinforcement Learning Algorithm with Adaptability and Minimal Tuning RequirementsJonathan Strahl, Timo Honkela, Paul Wagner. icann 2014: 371-378 [doi]

2013

Impact of Varying Vocabularies on Controlling Motion of a Virtual ActorKlaus Förger, Timo Honkela, Tapio Takala. iva 2013: 239-248 [doi]

Modeling Action Verb Semantics Using Motion TrackingTimo Honkela, Klaus Förger. icann 2013: 312-318 [doi]

Interactive Two-Level WEBSOM for Organizational ExplorationTimo Honkela, Michael Knapek. icann 2013: 579-585 [doi]

Exploration of Loneliness Questionnaires Using the Self-Organising MapKrista Lagus, Juho Saari, Ilari T. Nieminen, Timo Honkela. icann 2013: 405-411 [doi]

Exploratory Text Analysis: Data-Driven versus Human Semantic Similarity JudgmentsTiina Lindh-Knuutila, Timo Honkela. icannga 2013: 428-437 [doi]

Assessing user-specific difficulty of documentsMari-Sanna Paukkeri, Marja Ollikainen, Timo Honkela. ipm, 49(1):198-212, 2013. [doi]

Affective Abstract Image Classification and Retrieval Using Multiple Kernel LearningHe Zhang, Zhirong Yang, Mehmet Gönen, Markus Koskela, Jorma Laaksonen, Timo Honkela, Erkki Oja. iconip 2013: 166-175 [doi]

2012

Text Mining for Wellbeing: Selecting Stories Using Semantic and Pragmatic FeaturesTimo Honkela, Zaur Izzatdust, Krista Lagus. icann 2012: 467-474 [doi]

Subjects on objects in contexts: Using GICA method to quantify epistemological subjectivityTimo Honkela, Juha Raitio, Krista Lagus, Ilari T. Nieminen, Nina Honkela, Mika Pantzar. ijcnn 2012: 1-9 [doi]

Paths of Wellbeing on Self-Organizing MapsKrista Lagus, Tommi Vatanen, Oili Kettunen, Antti Heikkilä, Matti Heikkilä, Mika Pantzar, Timo Honkela. wsom 2013: 345-352 [doi]

Semantic analysis in word vector spaces with ICA and feature selectionTiina Lindh-Knuutila, Jaakko J. Väyrynen, Timo Honkela. konvens 2012: 98-107 [doi]

Identifying Anomalous Social Contexts from Mobile Proximity Data Using Binomial Mixture ModelsEric Malmi, Juha Raitio, Oskar Kohonen, Krista Lagus, Timo Honkela. ida 2012: 195-206 [doi]

Learning a taxonomy from a set of text documentsMari-Sanna Paukkeri, Alberto Pérez García-Plaza, Víctor Fresno, Raquel Martínez-Unanue, Timo Honkela. asc, 12(3):1138-1148, 2012. [doi]

Hybrid Bilinear and Trilinear Models for Exploratory Analysis of Three-Way Poisson CountsJuha Raitio, Tapani Raiko, Timo Honkela. icann 2012: 475-482 [doi]

Controlling Self-Organization and Handling Missing Values in SOM and GTMTommi Vatanen, Ilari T. Nieminen, Timo Honkela, Tapani Raiko, Krista Lagus. wsom 2013: 55-64 [doi]

2011

2010

Measuring Adjective SpacesTimo Honkela, Tiina Lindh-Knuutila, Krista Lagus. icann 2010: 351-355 [doi]

WordICA - emergence of linguistic representations for words by independent component analysisTimo Honkela, Aapo Hyvärinen, Jaakko J. Väyrynen. nle, 16(3):277-308, 2010. [doi]

Using Correlation Dimension for Analysing Text DataIlkka Kivimäki, Krista Lagus, Ilari T. Nieminen, Jaakko J. Väyrynen, Timo Honkela. icann 2010: 368-373 [doi]

European Symposium on Times Series PredictionAmaury Lendasse, Timo Honkela, Olli Simula. ijon, 73(10-12):1919-1922, 2010. [doi]

Elementary Logical Reasoning in the SOM Output SpaceJorge Ramón Letosa, Timo Honkela. icann 2010: 432-437 [doi]

Text Mining and Qualitative Analysis of an IT History Interview CollectionPetri Paju, Eric Malmi, Timo Honkela. hinc 2011: 433-443 [doi]

Learning taxonomic relations from a set of text documentsMari-Sanna Paukkeri, Alberto Pérez García-Plaza, Sini Pessala, Timo Honkela. imcsit 2010: 105-112 [doi]

Likey: Unsupervised Language-Independent Keyphrase ExtractionMari-Sanna Paukkeri, Timo Honkela. semeval 2010: 162-165 [doi]

Negative Selection of Written Language Using Character Multiset StatisticsMatti Pöllä, Timo Honkela. jcst, 25(6):1256-1266, 2010. [doi]

2009

Knowledge Practices, Epistemic Technologies, and Pragmatic WebKai Hakkarainen, Ritva Engeström, Sami Paavola, Pasi Pohjola, Timo Honkela. i-semantics 2009: 683-694 [doi]

Conceptual Autonomy of AgentsTimo Honkela. icaart 2009: 9-9

Concept Mining with Self-Organizing Maps for the Semantic WebTimo Honkela, Matti Pöllä. wsom 2009: 98-106 [doi]

On the Quantization Error in SOM vs. VQ: A Critical and Systematic StudyTeuvo Kohonen, Ilari T. Nieminen, Timo Honkela. wsom 2009: 133-144 [doi]

Analysis of Parliamentary Election Results and Socio-Economic Situation Using Self-Organizing MapPyry Niemelä, Timo Honkela. wsom 2009: 209-218 [doi]

Adaptive Ensemble Models of Extreme Learning Machines for Time Series PredictionMark van Heeswijk, Yoan Miche, Tiina Lindh-Knuutila, Peter A. J. Hilbers, Timo Honkela, Erkki Oja, Amaury Lendasse. icann 2009: 305-314 [doi]

2008

2007

Philosophical Aspects of Neural, Probabilistic and Fuzzy Modeling of Language Use and TranslationTimo Honkela. ijcnn 2007: 2881-2886 [doi]

Self-Organizing Maps as Traveling Computational TemplatesTarja Knuuttila, Anna-Mari Rusanen, Timo Honkela. ijcnn 2007: 1231-1236 [doi]

Kohonen networkTeuvo Kohonen, Timo Honkela. scholarpedia, 2(1):1568, 2007. [doi]

Probabilistic Text Change Detection Using an Immune ModelMatti Pöllä, Timo Honkela. ijcnn 2007: 1109-1114 [doi]

Biologically Inspired Clustering: Comparing the Neural and Immune ParadigmsMatti Pöllä, Timo Honkela, Xiao Zhi Gao. In Natalio Krasnogor, Giuseppe Nicosia, Mario Pavone, David A. Pelta, editors, Nature Inspired Cooperative Strategies for Optimization (NICSO 2007). Volume 129 of Studies in Computational Intelligence, pages 179-188, Springer, 2007. [doi]

Sparse Distributed Representations for Words with Thresholded Independent Component AnalysisJaakko J. Vayrynen, Lasse Lindqvist, Timo Honkela. ijcnn 2007: 1031-1036 [doi]

2006

2004

Linguistic feature extraction using independent component analysisTimo Honkela, Aapo Hyvärinen. ijcnn 2004: [doi]

Assessing similarity of emergent representations based on unsupervised learningJuha Raitio, Ricardo Vigário, Jaakko Särelä, Timo Honkela. ijcnn 2004: [doi]

1999

Connectionist Analysis and Creation of Context for Natural Language Understanding and Knowledge ManagementTimo Honkela. context 1999: 479-482 [doi]

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

Websom for Textual Data MiningKrista Lagus, Timo Honkela, Samuel Kaski, Teuvo Kohonen. air, 13(5-6):345-364, 1999.

1998

Combination of Neural and Evolutionary Methods for Data OrganizationCatherine Bounsaythip, Timo Honkela. fodo 1998: 20-25

Self-Organizing Maps in Symbol ProcessingTimo Honkela. hybrid 2000: 348-362

Kohonen s Self-Organizing Maps for Intelligent Systems DevelopmentTimo Honkela. fodo 1998: 13-19

WEBSOM - Self-organizing maps of document collectionsSamuel Kaski, Timo Honkela, Krista Lagus, Teuvo Kohonen. ijon, 21(1-3):101-117, 1998. [doi]

1997

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 ppTimo Honkela. nle, 3(1):89-95, 1997. [doi]

1996

Exploration of full-text databases with self-organizing mapsTimo Honkela, Samuel Kaski, Krista Lagus, Teuvo Kohonen. icnn 1996: 56-61 [doi]

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

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

1988

Predication Graphs as Canonical Representation of Query SentencesTimo Honkela, Aarno Lehtola, K. Valkonen. nodalida 1988: 69-77 [doi]

AWARE - DAG-transformations for Semantic AnalysisAarno Lehtola, Timo Honkela. nodalida 1988: 58-68 [doi]

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

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