Timo Honkela
#26,826
Most Influential Person Now
Finnish computer scientist
Timo Honkela's AcademicInfluence.com Rankings
Timo Honkelacomputer-science Degrees
Computer Science
#1468
World Rank
#1519
Historical Rank
Artificial Intelligence
#476
World Rank
#485
Historical Rank
Database
#1552
World Rank
#1629
Historical Rank
Computational Linguistics
#2960
World Rank
#2994
Historical Rank
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Computer Science
Timo Honkela's Degrees
- PhD Computer Science University of Helsinki
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Why Is Timo Honkela Influential?
(Suggest an Edit or Addition)According to Wikipedia, Timo Untamo Honkela was a computer scientist at the University of Helsinki, Aalto University School of Science and Aalto University School of Art, Design and Architecture. He holds a PhD from Helsinki University of Technology.
Timo Honkela's Published Works
Number of citations in a given year to any of this author's works
Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author
Published Works
- WEBSOM - Self-organizing maps of document collections (1998) (625)
- Self-Organizing Maps of Document Collections: A New Approach to Interactive Exploration (1996) (214)
- Newsgroup Exploration with WEBSOM Method and Browsing Interface (1996) (184)
- Contextual Relations of Words in Grimm Tales, Analyzed by Self-Organizing Map (1995) (167)
- Very Large Two-Level SOM for the Browsing of Newsgroups (1996) (119)
- Adaptive Ensemble Models of Extreme Learning Machines for Time Series Prediction (2009) (109)
- Websom for Textual Data Mining (1999) (108)
- Self-Organizing Maps In Natural Language Processing (1997) (105)
- Creating an Order in Digital Libraries with Self-Organizing Maps (1996) (87)
- Self-organization and missing values in SOM and GTM (2015) (81)
- Text Mining in Qualitative Research (2009) (70)
- BIBLIOGRAPHY OF SELF-ORGANIZING MAP (SOM) PAPERS: 2002-2005 ADDENDUM (2009) (70)
- Self-Organizing Maps of Very Large Document Collections: Justification for the WEBSOM Method (1998) (65)
- Kohonen network (2007) (64)
- Self-Organizing Maps of Document Collections (1996) (55)
- A Language-Independent Approach to Keyphrase Extraction and Evaluation (2008) (54)
- Exploration of full-text databases with self-organizing maps (1996) (49)
- Counterintuitiveness as the hallmark of religiosity (2003) (46)
- Learning a taxonomy from a set of text documents (2012) (39)
- Statistical Aspects of the WEBSOM System in Organizing Document Collections (1998) (37)
- Linguistic feature extraction using independent component analysis (2004) (36)
- WordICA—emergence of linguistic representations for words by independent component analysis (2010) (35)
- On the Quantization Error in SOM vs. VQ: A Critical and Systematic Study (2009) (33)
- Complexity of European Union Languages: A comparative approach* (2008) (30)
- Analyzing Emotional Semantics of Abstract Art Using Low-Level Image Features (2011) (30)
- Workshop on Self-Organizing Maps (WSOM'97), Espoo, Finland, June 4-6, 1997 (1997) (30)
- MedIEQ-Quality labelling of medical web content using multilingual information extraction. (2006) (29)
- Analysis of EU Languages Through Text Compression (2006) (28)
- Self-Organizing Maps and Constructive Learning (2000) (27)
- Likey: Unsupervised Language-Independent Keyphrase Extraction (2010) (27)
- Self-Organizing Maps of Nutrition, Lifestyle and Health Situation in the World (2011) (26)
- Inferior parietal lobule and early visual areas support elicitation of individualized meanings during narrative listening (2018) (25)
- Neural Nets that Discuss: A General Model of Communication Based on Self-Organizing Maps (1993) (24)
- Simulating processes of concept formation and communication (2008) (23)
- Self-Organizing Maps in Symbol Processing (1998) (22)
- Browsing digital libraries with the aid of self-organizing maps (1996) (22)
- Creating a Dataset for Multilingual Fine-grained Emotion-detection Using Gamification-based Annotation (2018) (21)
- Self-Organizing Maps of Large Document Collections (1998) (21)
- Simulating Meaning Negotiation Using Observational Language Games (2006) (20)
- Analyzing and Improving the Quality of a Historical News Collection using Language Technology and Statistical Machine Learning Methods (2014) (20)
- Simulating Language Learning in Community of Agents Using Self-Organizing Maps (2003) (19)
- Comparison of Independent Component Analysis and Singular Value Decomposition in Word Context Analysis (2005) (18)
- Emergence of Linguistic Features: Independent Component Analysis of Contexts (2005) (18)
- Artificial Neural Networks and Machine Learning – ICANN 2014 (2014) (18)
- Self-Organizing Maps of Words for Natural Language Processing Applications (1997) (17)
- Effect of Dimensionality Reduction on Different Distance Measures in Document Clustering (2011) (17)
- Philosophical Aspects of Neural, Probabilistic and Fuzzy Modeling of Language Use and Translation (2007) (16)
- International Joint Conference on Neural Networks, IJCNN 2004, Budapest, Hungary, July 25-29, 2004 (2004) (15)
- Text Mining for Wellbeing: Selecting Stories Using Semantic and Pragmatic Features (2012) (15)
- Affective Abstract Image Classification and Retrieval Using Multiple Kernel Learning (2013) (14)
- Sparse Distributed Representations for Words with Thresholded Independent Component Analysis (2007) (13)
- Von Foerster meets Kohonen-Approaches to Artificial Intelligence, Cognitive Science and Information Systems Development (2004) (12)
- Towards explicit semantic features using independent component analysis (2007) (12)
- Analysis of Parliamentary Election Results and Socio-Economic Situation Using Self-Organizing Map (2009) (11)
- Knowledge Practices, Epistemic Technologies, and Pragmatic Web (2009) (10)
- Artificial Neural Networks and Machine Learning - ICANN 2011 - 21st International Conference on Artificial Neural Networks, Espoo, Finland, June 14-17, 2011, Proceedings, Part I (2011) (10)
- Term Weighting in Short Documents for Document Categorization , Keyword Extraction and Query Expansion (2012) (10)
- Concept Mining with Self-Organizing Maps for the Semantic Web (2009) (10)
- The Challenges of Multi-dimensional Sentiment Analysis Across Languages (2016) (10)
- Retrieval of Multimedia Objects by Combining Semantic Information from Visual and Textual Descriptors (2006) (9)
- Independent component analysis of word contexts and comparison with traditional categories (2004) (9)
- Subjects on objects in contexts: Using GICA method to quantify epistemological subjectivity (2012) (9)
- Assessing user-specific difficulty of documents (2013) (9)
- Five-Dimensional Sentiment Analysis of Corpora, Documents and Words (2014) (9)
- Analysis of Semantic Information Available in an Image Collection Augmented with Auxiliary Data (2006) (9)
- Learning to understand—General aspects of using Self-Organizing Maps in natural language processing (2008) (7)
- Inferring semantics from textual information in multimedia retrieval (2008) (7)
- Proceedings of the Ninth Scandinavian Conference on Artificial Intelligence (SCAI 2006) (2006) (7)
- Conceptual Coherence in Philosophy Education - Visualizing Initial Conceptions of Philosophy Students with Self-Organizing Maps (2008) (7)
- Coming to grips with scientific ignorance in the governance of endocrine disrupting chemicals and nanoparticles (2014) (7)
- Media Map: A Multilingual Document Map with a Design Interface (2011) (7)
- Advances in Self-Organizing Maps (2011) (7)
- Assessing similarity of emergent representations based on unsupervised learning (2004) (7)
- Proceedings of the International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning (AKRR'05), Espoo, Finland, June 15-17, 2005 (2005) (7)
- Analyzing authors and articles using keyword extraction, self-organizing map and graph algorithms (2008) (7)
- Adaptive and Holistic Knowledge Representations Using Self-Organizing Maps (2000) (6)
- Analysis of Interdisciplinary Text Corpora (2006) (6)
- Using Correlation Dimension for Analysing Text Data (2010) (6)
- Learning taxonomic relations from a set of text documents (2010) (6)
- Framework for Modeling Partial Conceptual Autonomy of Adaptive and Communicating Agents (2003) (6)
- Hierarchical multilevel processing model for natural language database interface (1988) (6)
- Adaptive and Statistical Approaches in Conceptual Modeling (2005) (6)
- IJCNN 2012, International Joint Conference on Neural Networks (2012) (6)
- Emergence of Linguistic Representations by Independent Component Analysis (2003) (6)
- Connectionist Analysis and Creation of Context for Natural Language Understanding and Knowledge Management (1999) (6)
- Word Category Maps based on Emergent Features Created by ICA (2004) (6)
- Self-Refreshing SOM as a Semantic Memory Model (2005) (5)
- A Multilevel Natural Language Processing Model (1988) (5)
- Paths of Wellbeing on Self-Organizing Maps (2012) (5)
- VISUALIZING PRACTICE THEORY THROUG A SIMULATION MODEL (2007) (5)
- Self-Organized Ordering of Terms and Documents in NSF Awards Data (2007) (5)
- Connectionism in a Broad Perspective (1995) (5)
- Controlling Self-Organization and Handling Missing Values in SOM and GTM (2012) (5)
- Investigating On Line Message Generation in Software Applications: The GLOSSASOFT1 Results (1995) (5)
- DOCUMENT MAPS FOR COMPETENCE MANAGEMENT (2004) (5)
- Combination of Neural and Evolutionary Methods for Data Organization (1998) (4)
- Kohonen's self-organizing maps in contextual analysis of data (2001) (4)
- Exploration of Loneliness Questionnaires Using the Self-Organising Map (2013) (4)
- Combining Self-Organizing and Bayesian Models of Concept Formation (2009) (4)
- GICA: Grounded Intersubjective Concept Analysis - A Method for Enhancing Mutual Understanding and Participation (2010) (4)
- A Gaussian Process Reinforcement Learning Algorithm with Adaptability and Minimal Tuning Requirements (2014) (4)
- Emotional Disorders in Autonomous Agents? (1999) (4)
- Multilinguality in Electronic Commerce - Research Issues (1996) (3)
- Describing Rich Content: Future Directions for the Semantic Web (2006) (3)
- Speech to speech machine translation: Biblical chatter from Finnish to English (2008) (3)
- Co-Operation as an Asymmetric Form of Human-Computer Creativity. Case: Peace Machine (2019) (3)
- Impact of Varying Vocabularies on Controlling Motion of a Virtual Actor (2013) (3)
- Negative Selection of Written Language Using Character Multiset Statistics (2010) (3)
- Connectionist Models of Behaviour and Cognition II Proceedings of the Eleventh Neural Computation and Psychology Workshop (2009) (2)
- Probabilistic Text Change Detection Using an Immune Model (2007) (2)
- Learning to translate (2008) (2)
- Proceedings of the 21th international conference on Artificial neural networks - Volume Part I (2011) (2)
- Modeling communities of experts - Conceptual grounding of expertise (2009) (2)
- Exploratory Text Analysis: Data-Driven versus Human Semantic Similarity Judgments (2013) (2)
- European Symposium on Times Series Prediction (2010) (2)
- Task Oriented Knowledge Representation Languages for NLP-Systems (1988) (2)
- Self-Organizing Maps as Traveling Computational Templates (2007) (2)
- CHANGE DETECTION OF TEXT DOCUMENTS USING NEGATIVE FIRST-ORDER STATISTICS (2008) (2)
- Languages and Character Sets (1997) (2)
- Directions for E-science and Science 2.0 in Human and Social Sciences (2010) (2)
- Artificial Neural Networks and Machine Learning, ICANN 2014 - 24th International Conference on Artificial Neural Networks, Proceedings (2014) (2)
- Assisting Quality Assessment ( AQUA ) – a system based on semantic web and information extraction technologies to support medical quality labelling agencies (2007) (2)
- Text Mining and Qualitative Analysis of an IT History Interview Collection (2010) (2)
- Interactive Two-Level WEBSOM for Organizational Exploration (2013) (2)
- Measuring Adjective Spaces (2010) (2)
- Adaptive Translation: Finding Interlingual Mappings Using Self-Organizing Maps (2008) (2)
- Using the Self-Organizing Map for Measuring Interdisciplinary Research (2006) (2)
- Semantic analysis in word vector spaces with ICA and feature selection (2012) (2)
- International Conference on Artificial Neural Networks (ICANN96), Bochum, Germany, July 16-19, 1996 (1996) (2)
- Proceedings of AKRR'08, International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning (2008) (2)
- Simulating the Emergence of a Shared Conceptual System in a Multi-Agent Environment (2)
- In search for volta : statistical analysis of word patterns in Shakespeare's sonnets (2005) (1)
- Proceedings of Conference on Educational Uses of Information and Communications Technologies. 16th IFIP World Computer Congress (2000) (1)
- Proceedings of the Commission on Technology at the 14th World Congress of the World Federation of the Deaf. Montreal, Quebec, Canada 18–26 July 2003 (2003) (1)
- Quantifying the Effect of Meaning Variation in Survey Analysis (2014) (1)
- Representation and Activity (2003) (1)
- Elementary Logical Reasoning in the SOM Output Space (2010) (1)
- ANALYSIS OF INTERPROFESSIONAL COLLABORATION IN AN ONLINE LEARNING ENVIRONMENT USING SELF-ORGANIZING MAPS (1)
- Neural Network Analysis Method for Supporting Deaf Students in Distance Learning (2003) (1)
- Framework for modeling emotions in communities of agents (2004) (1)
- Multimodally Grounded Translation. (2014) (1)
- Knowledge translation and innovation using adaptive informatics (2008) (1)
- Modeling Action Verb Semantics Using Motion Tracking (2013) (1)
- A Framework for Global Software (1995) (1)
- 5th International Conference on NLP, FinTAL 2006, Turku, Finland, August 23-25, 2006 (2006) (1)
- Artificial Neural Networks and Machine Learning Research - ICANN 2011, Part II (2011) (1)
- Simulating processes of language emergence, communication and agent modeling (2006) (1)
- Maladaptive Emotion-Based Behaviors in Autonomous Agents (1998) (1)
- Modeling Practice Diffusion with an Agent-Based Social Simulation Framework (2009) (1)
- Biologically Inspired Clustering: Comparing the Neural and Immune Paradigms (2007) (1)
- Exploratory analysis of semantic categories: comparing data-driven and human similarity judgments (2015) (1)
- Colour Naming: a Multilingual and Multicultural Study (2013) (0)
- AWARE – DAG-transformations for Semantic Analysis (1988) (0)
- Learning Semantics of Movement (2011) (0)
- Proceedings of the 8th international conference on Advances in self-organizing maps (2011) (0)
- Knowledge Acquisition for Natural Language Interpreting Systems (1988) (0)
- The Impact of Randomization on Circular-Complex Extreme Learning Machine for Real Valued Classification Problems (2018) (0)
- Adaptive cognitive systems (2004) (0)
- 182 Learning social interactions between agents (2008) (0)
- Comparisons of Self-OrganizedWord Category MapsTimo HonkelaHelsinki (1997) (0)
- 3.3 Summarizing Accounts Reports (2007) (0)
- Computational Cognitive Systems (2012) (0)
- Multimodality grounded translation by humans and machines (2013) (0)
- Modelling Justice by Emergence?: Rights and Values in AI Development (2019) (0)
- Kohonen's Self-Organizing Maps for Intelligent Systems Development (1998) (0)
- Emergence of linguistic and cognitive representations (2008) (0)
- Unsupervised Learning in Human-Computer Interfaces (2003) (0)
- GICA: Grounded Intersubjective Concept Analysis. A Method for Improved Research, Communication and Participation (2015) (0)
- Cognitive Biases in Neural Networks - A Study in Reasoning Under Uncertainty (1994) (0)
- Conceptual modeling and learning (2012) (0)
- On the Use of Self-Organizing Map (SOM) in Linguistic Visualization (1996) (0)
- Visualizing text similarities from a graph-based SOM (2015) (0)
- Edinburgh Research Explorer Transformation Equivariant Boltzmann Machines (2018) (0)
- Statistical Language Learning (1995) (0)
- Notes on contributors (2008) (0)
- Natural language processing (2012) (0)
- Hybrid Bilinear and Trilinear Models for Exploratory Analysis of Three-Way Poisson Counts (2012) (0)
- Stratified Natural Language Database Interface for Finnish (1988) (0)
- 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. (1997) (0)
- Conceptual grounding of expertise (2010) (0)
- ICANN 2012, Lausanne, Switzerland, September 11- 14, 2012 (2012) (0)
- Artificial Neural Networks and Machine Learning - Proceedings of ICANN 2011 - 21st International Conference on Artificial Neural Networks, Part I (2011) (0)
- International Workshop on Self-organizing Map, (WSOM 2012), Santiago, Chile, 12 - 14 December 2012 (2013) (0)
- A Recommended Globalization Method (1997) (0)
- Identifying Anomalous Social Contexts from Mobile Proximity Data Using Binomial Mixture Models (2012) (0)
- Proceedings of the AKRR08, Porvoo, Finland, Sept. 17-19, 2008 (2008) (0)
- CinemaSense Portal and Neural Network Analysis Method for Supporting Students of Linguistic Minorities in Distance Learning (2013) (0)
- Hierarchical Natural Language Database Interface System (1998) (0)
- Self‐Organizing Neural Network Models for State Anticipatory Systems (2006) (0)
- Conceptual Autonomy of Agents (2009) (0)
- Predication Graphs as Canonical Representation of Query Sentences (1988) (0)
- Towards Explicit Semantic Features using Thresholded Independent Component Analysis (2007) (0)
- Socio-cognitive modeling (2012) (0)
- Proceedings of 8th International Workshop on Self-Organizing Maps (WSOM 2011) (2011) (0)
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