Timo Honkela

3.0k total citations
87 papers, 1.6k citations indexed

About

Timo Honkela is a scholar working on Artificial Intelligence, Signal Processing and Molecular Biology. According to data from OpenAlex, Timo Honkela has authored 87 papers receiving a total of 1.6k indexed citations (citations by other indexed papers that have themselves been cited), including 60 papers in Artificial Intelligence, 17 papers in Signal Processing and 11 papers in Molecular Biology. Recurrent topics in Timo Honkela's work include Neural Networks and Applications (23 papers), Advanced Text Analysis Techniques (16 papers) and Topic Modeling (10 papers). Timo Honkela is often cited by papers focused on Neural Networks and Applications (23 papers), Advanced Text Analysis Techniques (16 papers) and Topic Modeling (10 papers). Timo Honkela collaborates with scholars based in Finland, United Kingdom and Poland. Timo Honkela's co-authors include Teuvo Kohonen, Krista Lagus, Samuel Kaski, Henrik Bruun, Ville Pulkki, Aapo Hyvärinen, Tapani Raiko, Mark Girolami, Tommi Vatanen and Harri Lähdesmäki and has published in prestigious journals such as Neurocomputing, Applied Soft Computing and Environmental Science & Policy.

In The Last Decade

Timo Honkela

77 papers receiving 1.3k citations

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name h Career Trend Papers Cites
Timo Honkela Finland 20 949 331 304 194 108 87 1.6k
Harry Zhang Canada 13 745 0.8× 223 0.7× 279 0.9× 135 0.7× 64 0.6× 29 1.4k
Javier Muguerza Spain 16 669 0.7× 201 0.6× 181 0.6× 208 1.1× 61 0.6× 80 1.8k
Max Chickering United States 11 1.1k 1.1× 241 0.7× 430 1.4× 135 0.7× 41 0.4× 18 1.7k
George D. Magoulas United Kingdom 28 1.1k 1.2× 366 1.1× 452 1.5× 98 0.5× 58 0.5× 145 2.8k
Krista Lagus Finland 21 2.0k 2.1× 598 1.8× 464 1.5× 301 1.6× 63 0.6× 61 2.6k
Nataša Milić-Frayling United Kingdom 20 812 0.9× 359 1.1× 618 2.0× 122 0.6× 70 0.6× 82 2.1k
Yingyu Liang United States 17 1.1k 1.2× 354 1.1× 144 0.5× 145 0.7× 69 0.6× 56 1.6k
Andreas Kerren Sweden 21 794 0.8× 1.0k 3.1× 181 0.6× 192 1.0× 70 0.6× 159 2.1k
Dieter Merkl Austria 20 880 0.9× 717 2.2× 293 1.0× 487 2.5× 122 1.1× 91 1.9k
Dymitr Ruta United Arab Emirates 16 656 0.7× 324 1.0× 244 0.8× 148 0.8× 32 0.3× 61 1.6k

Countries citing papers authored by Timo Honkela

Since Specialization
Citations

This map shows the geographic impact of Timo Honkela's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Timo Honkela with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Timo Honkela more than expected).

Fields of papers citing papers by Timo Honkela

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Timo Honkela. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Timo Honkela. The network helps show where Timo Honkela may publish in the future.

Co-authorship network of co-authors of Timo Honkela

This figure shows the co-authorship network connecting the top 25 collaborators of Timo Honkela. A scholar is included among the top collaborators of Timo Honkela based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Timo Honkela. Timo Honkela is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
1.
Saalasti, Satu, Jussi Alho, Moshe Bar, et al.. (2019). Inferior parietal lobule and early visual areas support elicitation of individualized meanings during narrative listening. Brain and Behavior. 9(5). e01288–e01288. 31 indexed citations
2.
Honkela, Timo, et al.. (2016). The Challenges of Multi-dimensional Sentiment Analysis Across Languages. International Conference on Computational Linguistics. 138–142. 3 indexed citations
3.
Fresno, Víctor, et al.. (2011). Learning a taxonomy from a set of text documents. Applied Soft Computing. 12(3). 1138–1148. 24 indexed citations
4.
Honkela, Timo, et al.. (2011). Proceedings of the 21th international conference on Artificial neural networks - Volume Part I. 3 indexed citations
5.
Honkela, Timo, et al.. (2010). Likey: Unsupervised Language-Independent Keyphrase Extraction. Meeting of the Association for Computational Linguistics. 162–165. 9 indexed citations
6.
Honkela, Timo, et al.. (2010). GICA: Grounded Intersubjective Concept Analysis - A Method for Enhancing Mutual Understanding and Participation. Aaltodoc (Aalto University). 2 indexed citations
7.
Lindh‐Knuutila, Tiina, et al.. (2009). COMBINING SELF-ORGANIZING AND BAYESIAN MODELS OF CONCEPT FORMATION. 193–204. 1 indexed citations
8.
Ellis, David A., Mathias Creutz, Timo Honkela, & Mikko Kurimo. (2008). Speech to speech machine translation: Biblical chatter from Finnish to English. International Joint Conference on Natural Language Processing. 123–130. 1 indexed citations
9.
Honkela, Timo, et al.. (2008). A Language-Independent Approach to Keyphrase Extraction and Evaluation. International Conference on Computational Linguistics. 83–86. 27 indexed citations
10.
Lappi, Otto, et al.. (2008). Conceptual Coherence in Philosophy Education - Visualizing Initial Conceptions of Philosophy Students with Self-Organizing Maps. 64–70. 1 indexed citations
11.
Honkela, Timo & Tarja Knuuttila. (2003). Framework for Modeling Partial Conceptual Autonomy of Adaptive and Communicating Agents. eScholarship (California Digital Library). 25(25). 3 indexed citations
12.
Giere, Ronald N., et al.. (2003). Representation and Activity. eScholarship (California Digital Library). 25(25). 1 indexed citations
13.
Honkela, Timo. (2000). Adaptive and Holistic Knowledge Representations Using Self-Organizing Maps. 81–86. 2 indexed citations
14.
Lagus, Krista, Timo Honkela, Samuel Kaski, & Teuvo Kohonen. (1999). Websom for Textual Data Mining. Artificial Intelligence Review. 13(5-6). 345–364. 64 indexed citations
15.
Honkela, Timo, et al.. (1998). Combination of Neural and Evolutionary Methods for Data Organization.. 20–25. 1 indexed citations
16.
Kaski, Samuel, Krista Lagus, Timo Honkela, & Teuvo Kohonen. (1998). Statistical Aspects of the WEBSOM System in Organizing Document Collections. 16 indexed citations
17.
Lagus, Krista, Timo Honkela, Samuel Kaski, & Teuvo Kohonen. (1996). Self-organizing maps of document collections: A new approach to interactive exploration. Knowledge Discovery and Data Mining. 238–243. 111 indexed citations
18.
Honkela, Timo, Ville Pulkki, & Teuvo Kohonen. (1995). Contextual Relations of Words in Grimm Tales, Analyzed by Self-Organizing Map. 20(3). 300–17. 67 indexed citations
19.
Honkela, Timo. (1991). Symbolit ja neuroniverkot luonnollisen kielen semantiikan mallinnuksessa. 175–186. 1 indexed citations
20.
Honkela, Timo, et al.. (1988). Task Oriented Knowledge Representation Languages for NLP-Systems. 250–259. 1 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

Explore authors with similar magnitude of impact

Rankless by CCL
2026