Discovery Research Group/Prof. Hannu Toivonen

Publications

Research output per year 1992 2012 2013 2017 2019 2021 2022

• 121 Conference contribution
• 70 Article
• 29 Chapter
• 8 Anthology or special issue
• 42 More
  • 6 Digital or Visual Products
  • 5 Entry for encyclopedia / dictionary
  • 5 Composition
  • 5 Doctoral Thesis
  • 3 Artefact
  • 3 Exhibition
  • 3 Performance
  • 2 Patent
  • 1 Book
  • 1 Commissioned report
  • 1 Abstract
  • 1 Paper
  • 1 Poster
  • 1 Comment/debate
  • 1 Conference article
  • 1 Review Article
  • 1 Software
  • 1 Working paper

Research output per year

Research output per year

Search results

• 2022

  The European copyright system as a suitable incentive for AI-based journalism?

  Pihlajarinne, T., Thesleff, A. W., Leppänen, L. & Valmari, S. M., 15 Feb 2022, Artificial Intelligence and the Media: Reconsidering Rights and Responsibilities. Pihlajarinne, T. & Alén-Savikko, A. (eds.). Cheltenham: Edward Elgar, p. 215–239 25 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review
• 2021

  EMBEDDIA Tools, Datasets and Challenges: Resources and Hackathon Contributions

  Pollak, S., Boggia, M., Linden, C-G., Leppänen, L., Zosa, E. & Toivonen, H., 19 Apr 2021, Proceedings of the EACL Hackashop on News Media Content Analysis and Automated Report Generation. The Association for Computational Linguistics, p. 99-109

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific

  Open Access

  File

• Luovat koneet

  Toivonen, H., 15 Sep 2021, Älykäs huominen: Miten tekoäly ja digitalisaatio muuttavat maailmaa?. Helsinki: Gaudeamus, p. 48-72 (Tiedekulmapokkari; no. 4).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific

• When Word Embeddings Become Endangered

  Alnajjar, K., Mar 2021, Multilingual Facilitation. Hämäläinen, M., Partanen, N. & Alnajjar, K. (eds.). University of Helsinki, p. 275-288 14 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

  Open Access

  File
• 2019

  Tekoäly vai tukiäly?

  Toivonen, H., 2019, Kaikenlaista rohkeutta. Hetemäki, I., Koskinen, H., Pulkkinen, T. & Väliverronen, E. (eds.). Helsinki: Gaudeamus, p. 62-63 2 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › General public
• 2017

  Usability Testing

  Riihiaho, S., 28 Dec 2017, The Wiley Handbook of Human Computer Interaction. Norman, K. L. & Kirakowski, J. (eds.). John Wiley & Sons Ltd., p. 255-275 21 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review
• 2012

  Biomine: A network-structured resource of biological entities for link prediction

  Eronen, L., Hintsanen, P. & Toivonen, H., 2012, Bisociative Knowledge Discovery: An Introduction to Concept, Algorithms, Tools, and Applications. Berthold, M. R. (ed.). Springer-Verlag, p. 364–378 15 p. (Lecture Notes in Computer Science; vol. 7250).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

• Discovery of Novel Term Associations in a Document Collection

  Hynönen, T., Mahler, S. J. & Toivonen, H., 2012, Bisociative Knowledge Discovery. Berthold, M. R. (ed.). Springer-Verlag, p. 91–103 13 p. (Lecture Notes in Artificial Intelligence (LNAI); no. 7250).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific

  Open Access

  File

• Finding representative nodes in probabilistic graphs

  Langohr, L. A. & Toivonen, H., 2012, Bisociative Knowledge Discovery. Berthold, M. R. (ed.). Springer, p. 218–229 12 p. (Lecture Notes in Artificial Intelligence (LNAI); no. 7250).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific

• Network Analysis: Overview

  Toivonen, H., 2012, Bisociative Knowledge Discovery. Berthold, M. R. (ed.). Springer, p. 144–146 3 p. (Lecture Notes in Artificial Intelligence (LNAI); no. 7250).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific

  Open Access

  File

• Patterns and Logic for Reasoning with Networks

  Kimmig, A., Galbrun, E., Toivonen, H. & De Raedt, L., 2012, Bisociative Knowledge Discovery. Berthold, M. R. (ed.). Springer, p. 122-143 22 p. (Lecture Notes in Artificial Intelligence (LNAI); no. 7250).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific

• Review of BisoNet Abstraction Techniques

  Zhou, F., Mahler, S. J. & Toivonen, H., 2012, Bisociative Knowledge Discovery. Berthold, M. R. (ed.). Springer-Verlag, p. 166–178 13 p. (Lecture Notes in Artificial Intelligence (LNAI); no. 7250).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific

• Semantic Subgroup Discovery and Cross-context Linking for Microarray Data Analysis

  Mozetic, I., Lavrac, N., Podpecan, V., Novak, P. K., Motaln, H., Petek, M., Gruden, K., Toivonen, H. & Kulovesi, K., 2012, Bisociative Knowledge Discovery. Berthold, M. R. (ed.). Springer, p. 379-389 11 p. (Lecture Notes in Artificial Intelligence (LNAI); no. 7250).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific
• 2010

  Apriori Algorithm

  Toivonen, H., 2010, Encyclopedia of Machine Learning. Sammut, C. & Webb, G. I. (eds.). 1. ed. Springer

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Professional

• Association Rule

  Toivonen, H., 2010, Encyclopedia of Machine Learning. Sammut, C. & Webb, G. I. (eds.). 1. ed. Springer

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Professional

• Basket Analysis

  Toivonen, H., 2010, Encyclopedia of Machine Learning. Sammut, C. & Webb, G. I. (eds.). 1. ed. Springer

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Professional

• Frequent Itemset

  Toivonen, H., 2010, Encyclopedia of Machine Learning. Sammut, C. & Webb, G. I. (eds.). 1. ed. Springer

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Professional

• Frequent Pattern

  Toivonen, H., 2010, Encyclopedia of Machine Learning. Sammut, C. & Webb, G. I. (eds.). 1. ed. Springer

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Professional

• Probabilistic Inductive Querying Using ProbLog

  De Raedt, L., Kimmig, A., Gutmann, B., Kersting, K., Santos Costa, V. & Toivonen, H., 2010, Inductive Databases and Constraint-Based Data Mining. Dzeroski, S., Goethals, B. & Panov, P. (eds.). Springer, p. 229-262

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

  Open Access

  File
• 2008

  Finding reliable subgraphs from large probabilistic graphs

  Hintsanen, P. & Toivonen, H., 2008, Machine learning and knowledge discovery in databases. Berlin: Springer

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review
• 2006

  Constrained Hidden Markov Models for population-based haplotyping

  Landwehr, N., Mielikäinen, T., Eronen, L., Toivonen, H. & Mannila, H., 2006, Probabilistic modeling and machine learning in structural and systems biology. Helsinki: Helsinki University Printing House, p. 38-43 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

• Link discovery in graphs derived from biological databases

  Sevon, P., Eronen, L., Hintsanen, P., Kulovesi, K. & Toivonen, H., 2006, Data integration in the life sciences. Berlin: Springer, p. 35-49 15 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

• Visualisation of associations between nucleotides in SNP neighbourhoods

  Kulovesi, K., Muhonen, J., Lappalainen, I., Riikonen, P. T., Vihinen, M., Toivonen, H. & Pasanen, T., 2006, Intelligent data analysis in biomedicine and pharmacology. Verona: University of Verona, p. 61-62 2 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review
• 2005

  Data mining for gene mapping

  Toivonen, H., Onkamo, P., Hintsanen, P., Terzi, E. & Sevon, P., 2005, Next generation of data-mining applications. Hoboken, N.J: Wiley-Interscience, p. 263-293 31 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

• Efficient Markovian algorithms for haplotype reconstruction

  Eronen, L., Geerts, F. & Toivonen, H., 2005, Modernin informaatioteknologian menetelmätutkimusta. Petroskoi: Petroskoin yliopisto, p. 16-39 24 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

• Gene Mapping by Pattern Discovery: chapter 6

  Sevon, P., Toivonen, H. T. T. & Onkamo, P., 2005, Data mining in bioinformatics. New York: Springer, p. 105-126 22 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review

• Introduction to data mining in bioinformatics: chapter 1

  Wang, J. T. L., Zaki, M. J., Toivonen, H. T. T. & Shasha, D., 2005, Data mining in bioinformatics. New York: Springer, p. 3-8 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review
• 2001

  Discovery of relational association rules

  Dehaspe, L. & Toivonen, H. T. T., 2001, Relational Data Mining. Lavrac, N. & Dzeroski, S. (eds.). Springer, p. 189-212 24 p.

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific
• 1996

  Fast discovery of association rules

  Agrawal, R., Mannila, H., Srikant, R., Toivonen, H. & Verkamo, A. I., 1996, Advances in Knowledge Discovery and Data Mining. Fayyad, U. M., Piatetsky-Shapiro, G., Smyth, P. & Uthurusamy, R. (eds.). Menlo Park, CA: AAAI Press, p. 307-328

  Research output: Chapter in Book/Report/Conference proceeding › Chapter › Scientific › peer-review