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Heikki Mannila

19942015

Research output per year

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Publications

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Conference contribution
2011

Analyzing Word Frequencies in Large Text Corpora Using Inter-arrival Times and Bootstrapping

Lijffijt, J., Papapetrou, P., Puolamäki, K. & Mannila, H., 2011, MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, PT II. Gunopulos, D., Hofmann, T., Malerba, D. & Vazirgiannis, M. (eds.). Springer-Verlag, p. 341-357 17 p. (Lecture Notes in Artificial Intelligence; vol. 6912).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Permutation Structure in 0-1 Data

Mannila, H., 2011, MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, PT I. Gunopulos, D., Hofmann, T., Malerba, D. & Vazirgiannis, M. (eds.). Springer-Verlag, p. 7-7 1 p. (Lecture Notes in Artificial Intelligence; vol. 6911).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

2010

Gaussian Clusters and Noise: An Approach Based on the Minimum Description Length Principle

Luosto, P., Kivinen, J. & Mannila, H., 2010, Discovery Science: 13th International Conference, DS 2010, Canberra, Australia, October 6-8, 2010. Proceedings. Pfahringer, B., Holmes, G. & Hoffmann, A. (eds.). Berlin Heidelberg: Springer, p. 251-265 15 p. (Lecture Notes in Computer Science; vol. 6332).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

2009

Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mining

Hanhijarvi, S., Ojala, M., Vuokko, N., Puolamäki, K., Tatti, N. & Mannila, H., 2009, Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining . New York: ASSOC COMPUTING MACHINERY, p. 379-387 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

2008

Banded structure in binary matrices

Garriga, G. C., Junttila, E. & Mannila, H., 2008, KDD 08. p. 292-300 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Finding subgroups having several descriptions: algorithms for redescription mining

Gallo, A., Miettinen, P. & Mannila, H., 2008, Proceedings of the Eighth SIAM International Conference on Data Mining, April 24-26, 2008, Atlanta, Georgia. p. 334-345 12 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Randomization of real-valued matrices for assessing the significance of data mining results

Ojala, M., Vuokko, N., Kallio, A., Haiminen, N. & Mannila, H., 2008, Proceedings of the Eighth SIAM International Conference on Data Mining, April 24-26, 2008, Atlanta, Georgia. p. 494-505 12 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

2007

Recurrent predictive models for sequence segmentation

Hyvönen, S., Gionis, A. & Mannila, H., 2007, ADVANCES IN INTELLIGENT DATA ANALYSIS VII, PROCEEDINGS. Berthold, MR., ShaweTaylor, J. & Lavrac, N. (eds.). p. 195-206 12 p. (LECTURE NOTES IN COMPUTER SCIENCE; vol. 4723).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

2006

Assessing data mining results via swap randomization

Gionis, A., Mannila, H., Mielikäinen, T. & Tsaparas, P., 2006, KDD-2006. p. 167-176 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Optimal segmentation using tree models

Gwadera, R., Gionis, A. & Mannila, H., 2006, ICDM 2006: Sixth International Conference on Data Mining, Proceedings. Clifton, CW., Zhong, N., Liu, JM., Wah, BW. & Wu, XD. (eds.). Los Alamitos: IEEE Computer Society, p. 244-253 10 p. (IEEE International Conference on Data Mining).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Segmentation and dimensionality reduction

Bingham, E., Gionis, A., Haiminen, N., Hiisilä, H., Mannila, H. & Terzi, E., 2006, Proceedings of the Sixth SIAM International Conference on Data Mining. p. 372-383 12 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

The discrete basis problem

Miettinen, P., Mielikäinen, T., Gionis, A., Das, G. & Mannila, H., 2006, Knowledge discovery in databases. p. 335-346 12 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

What is the dimension of your binary data?

Tatti, N., Mielikäinen, T., Gionis, A. & Mannila, H., 2006, Sixth International Conference on Data Mining (ICDM'06). IEEE, p. 603-612 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

2005

A hidden Markov technique for haplotype reconstruction

Rastas, P., Koivisto, M., Mannila, H. & Ukkonen, E., 2005, Algorithms in Bioinformatics (WABI-2005). Springer-Verlag, p. 140-151 12 p. (Lecture Notes in Computer Science; vol. 3692).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Clustering aggregation

Gionis, A., Mannila, H. & Tsaparas, P., 2005, The 21st International Conference on Data Engineering (ICDE 2005) April 5-8, 2005 National Center of Sciences, Tokyo, Japan.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Finding partial orders from unordered 0-1 data

Ukkonen, A., Fortelius, M. & Mannila, H., 2005, KDD-2005. p. 285-293 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Mining chains of relations

Afrati, F., Das, G., Gionis, A., Mannila, H., Mielikäinen, T. & Tsaparas, P., 2005, Proceedings of the 5th IEEE Conference on Data Mining ICDM 2005.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

2003

An MDL method for finding haplotype blocks and for estimating the strength of haplotype block boundaries

Koivisto, M., Perola, M., Varilo, T., Hennah, W., Ekelund, J., Lukk, M., Peltonen, L., Ukkonen, E. & Mannila, H., 2003, Pacific Symposium on Biocomputing 2003. Altman, R. B., Dunker, A. K., Hunter, L., Jung, T. A. & Klein, T. E. (eds.). Toh Tuck Link: World Scientific, p. 502-13 12 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Rule Discovery and Probabilistic Modeling for Onomastic Data

Leino, A., Mannila, H. & Pitkänen, R. L., 2003, Knowledge Discovery in Databases: PKDD 2003: PKDD 2003. Lavrac, N., Gamberger, D. & Blockeel, H. (eds.). Springer, p. 291–302 12 p. (Lecture Notes in Artificial Intelligence; no. 2838).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

2001

Time series segmentation for context recognition in mobile devices

Himberg, J., Korpiaho, K., Mannila, H., Tikanmäki, J. & Toivonen, H. T. T., Nov 2001, The 2001 IEEE International Conference on Data Mining (ICDM'01). San Jose, California: IEEE Computer Society, p. 203-210 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

2000

Mining the associations between genetic marker data and a phenotype including covariates

Sevon, P., Ollikainen, V., Onkamo, P., Toivonen, H. TT., Mannila, H. & Kere, J., Oct 2000, Genetic Analysis Workshop 12 (GAW12). San Antonio, TX

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

1999

Similarity between Event Types in Sequences

Mannila, H. & Ronkainen, P., 1999, Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery. p. 271-280 (Lecture Notes in Computer Science; vol. 1676).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
1998

Bassist - a tool for MCMC simulation of statistical models

Toivonen, H., Mannila, H., Salmenkivi, M. & Laakso, K-P., Apr 1998, Proceedings of the Eurosim '98 Simulation Congress. Juslin, K. (ed.). Helsinki, Finland: The Federation of European Simulation Societies, p. 590-595 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Similarity of Attributes by External Probes

Das, G., Mannila, H. & Ronkainen, P., 1998, Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining. p. 23-29

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
1997

A Data Mining Methodology and Its Application to Semi-Automatic Knowledge Acquisition

Klemettinen, M., Mannila, H. & Toivonen, H., Sep 1997, Proceedings of the 8th International Workshop on Database and Expert Systems Applications (DEXA'97). Wagner, R. R. (ed.). Toulouse, France: IEEE Computer Society, p. 670-677 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Data mining, hypergraph transversals, and machine learning

Gunopulos, D., Khardon, R., Mannila, H. & Toivonen, H., 1 May 1997, Proceedings of the Sixteenth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database and Knowledgebase Systems (PODS'97). Tucson, Arizona: ACM, p. 209-216 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Similarity of event sequences

Mannila, H. & Ronkainen, P., 1997, Proceedings of the Fourth International Workshop on Temporal Representation and Reasoning (TIME'97). p. 136-139 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

1996

BASS: Bayesian analyzer of event sequences

Arjas, E., Mannila, H., Salmenkivi, M., Suramo, R. & Toivonen, H., Aug 1996, Proceedings in Computational Statistics (COMPSTAT'96). Prat, A. (ed.). Barcelona, Spain: Physica verlag, p. 199-204 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Constructing tailored SGML documents

Ahonen-Myka, H., Heikkinen, B., Heinonen, O., Jaakkola, J., Kilpeläinen, P., Lindén, G. & Mannila, H., 1996, Proceedings of SGML Finland '96. Saarela, J. (ed.). SGML Users' Group Finland, p. 106-116

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientific

Discovering generalized episodes using minimal occurrences

Mannila, H. & Toivonen, H., Aug 1996, Proceedings of the Second International Conference on Knowledge Discovery and Data Mining (KDD'96). Simoudis, E., Han, J. & Fayyad, U. (eds.). Portland, Oregon, USA: AAAI Press, p. 146-151 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Knowledge discovery from telecommunication network alarm databases

Hatonen, K., Klemettinen, M., Mannila, H., Ronkainen, P. & Toivonen, H., 1996, Proceedings of the International Conference on Data Engineering 1996 (ICDE'96). p. 115-122 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Multiple uses of frequent sets and condensed representations

Mannila, H. & Toivonen, H., Aug 1996, Proceedings of the Second International Conference on Knowledge Discovery and Data Mining (KDD'96). Simoudis, E., Han, J. & Fayyad, U. (eds.). Portland, Oregon: AAAI Press, p. 189-194 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

On an algorithm for finding all interesting sentences

Mannila, H. & Toivonen, H., Apr 1996, Cybernetics and Systems, Volume II, The Thirteenth European Meeting on Cybernetics and Systems Research. Vienna, Austria: Austrian Society for Cybernetic Studies, p. 973-978 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

TASA: Telecommunication alarm sequence analyzer, or "How to enjoy faults in your network"

Hätönen, K., Klemettinen, M., Mannila, H., Ronkainen, P. & Toivonen, H., Apr 1996, Proceedings of the 1996 IEEE Network Operations and Management Symposium (NOMS'96). Kyoto, Japan: IEEE Computer Society, p. 520-529 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

TASA: Telecommunications alarm sequence analyzer

Hatonen, K., Klemettinen, M., Mannila, H., Ronkainen, P. & Toivonen, H., 1996, NOMS'96 - 1996 IEEE Network Operations and Management Symposium, vols. 1-4. p. 520-529 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

1995

A Perspective on Databases and Data Mining

Holsheimer, M., Kersten, M., Mannila, H. & Toivonen, H., Aug 1995, Proceedings of the Fourth International Conference on Knowledge Discovery and Data Mining (KDD'98). Fayyad, U. M. & Uthurusamy, R. (eds.). Montreal, Canada: AAAI Press, p. 150-155 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Discovering Frequent Episodes in Sequences

Mannila, H., Toivonen, H. & Verkamo, A. I., Aug 1995, Proceedings of the First International Conference on Knowledge Discovery and Data Mining (KDD'95). Fayyad, U. M. & Uthurusamy, R. (eds.). Montreal, Canada: AAAI Press, p. 210-215 6 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Pruning and Grouping of Discovered Association Rules

Toivonen, H., Klemettinen, M., Ronkainen, P., Hätönen, K. & Mannila, H., 1995, Workshop Notes of ECML Workshop on Statistics, Machine Learning, and Knowledge Discovery in Databases. p. 47-52

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
1994

Efficient Algorithms for Discovering Association Rules

Mannila, H., Toivonen, H. & Verkamo, A. I., Jul 1994, Knowledge Discovery in Databases, Papers from the 1994 AAAI Workshop (KDD'94). Fayyad, U. M. & Uthurusamy, R. (eds.). Seattle, Washington, USA: AAAI Press, p. 181-192 12 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Finding interesting rules from large sets of discovered association rules

Klemettinen, M., Mannila, H., Ronkainen, P., Toivonen, H. & Verkamo, A. I., 1994, Proceedings of the Third International Conference on Information and Knowledge Management. Adam, N. R., Bhargava, B. K. & Yesha, Y. (eds.). p. 401-407

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access