Discovery group: Data Mining for Pattern and Link Discovery
Affiliations:
Department of Computer Science
Finnish Centre of Excellence for Algorithmic Data Analysis Research
Helsinki Institute for Information Technology HIIT
Publications
- Finging and Expressing News from Structured Data. Leo Leppänen, Myriam Munezero, Stefanie Sirén-Heikel, Mark Granroth-Wilding, Hannu Toivonen. 21st International Academic Mindtrek Conference. Tampere, Finland, September 2017. To appear.
- Data-Driven News Generation for Automated Journalism. Leo Leppänen, Myriam Munezero, Mark Granroth-Wilding, Hannu Toivonen. The 10th International Conference on Natural Language Generation (INLG). Santiago de Compostela, Spain, September 2017. To appear.
- Aspects of Self-awareness: An Anatomy of Metacreative Systems. Simo Linkola, Anna Kantosalo, Tomi Männistö and Hannu Toivonen. The Eighth International Conference on Computational Creativity (ICCC), 189-196. Atlanta, GA, June 2017.
- Expanding and Weighting Stereotypical Properties of Human Characters for Linguistic Creativity. Khalid Alnajjar, Mika Hämäläinen, Hanyang Chen and Hannu Toivonen. The Eighth International Conference on Computational Creativity (ICCC), 25-32. Atlanta, GA, June 2017.
- Teaching Computational Creativity. Margareta Ackerman, Ashok Goel, Colin Johnson, Anna Jordanous, León Carlos, Rafael Perez Y Perez, Hannu Toivonen and Dan Ventura. The Eighth International Conference on Computational Creativity (ICCC), 9-16. Atlanta, GA, June 2017.
- Summarisation of Weighted Networks. Fang Zhou, Qiang Qu, Hannu Toivonen. Journal of Experimental & Theoretical Artificial Intelligence 29 (5): 1023-1052. 2017.
- DopeLearning: A Computational Approach to Rap Lyrics Generation. Eric Malmi, Pyry Takala, Hannu Toivonen, Tapani Raiko, Aristides Gionis. 22nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 195-204. San Francisco, CA, 2016. (See a video ad of the paper, and try out the system yourself at deepbeat.org.)
- Novelty-Seeking Multi-Agent Systems. Simo Linkola, Tapio Takala, Hannu Toivonen. The Seventh International Conference on Computational Creativity (ICCC), 1-8. Paris, France, June-July 2016.
- Meta4meaning: Automatic Metaphor Interpretation Using Corpus-Derived Word Associations. Ping Xiao, Khalid Alnajjar, Mark Granroth-Wilding, Kathleen Agres, Hannu Toivonen. The Seventh International Conference on Computational Creativity (ICCC), 230-237. Paris, France, June-July 2016.
- Modes for Creative Human-Computer Collaboration: Alternating and Task-Divided Co-Creativity. Anna Kantosalo and Hannu Toivonen. The Seventh International Conference on Computational Creativity (ICCC), 77-84. Paris, France, June-July 2016.
- Computational Creativity Infrastructure for Online Software Composition: A Conceptual Blending Use Case. Martin Znidarsic, Amilcar Cardoso, Pablo Gervas, Pedro Martins, Raquel Hervas, Ana Oliveira Alves, Hugo Goncalo Oliveira, Ping Xiao, Simo Linkola, Hannu Toivonen, Janez Kranjc, Nada Lavrac. The Seventh International Conference on Computational Creativity (ICCC), 371-379. Paris, France, June-July 2016.
- Language-Independent Multi-Document Text Summarization with Document-Specific Word Associations. Oskar Gross, Antoine Doucet, and Hannu Toivonen. The 31st Annual ACM Symposium on Applied Computing (ACM SAC), 853-860. Pisa, Italy, April 2016.
- LayerFolding: Discovering Creative Links in Word Association Networks. Ping Xiao and Hannu Toivonen. The 31st Annual ACM Symposium on Applied Computing (ACM SAC), 894-897. Pisa, Italy, April 2016.
- Computational Generation and Dissection of Lexical Replacement Humor. Alessandro Valitutti, Antoine Doucet, Jukka M. Toivanen, Hannu Toivonen. Natural Language Engineering. 22 (5): 727–749. 2016. (The datasets are available here.)
- Data Mining and Machine Learning in Computational Creativity. Hannu Toivonen and Oskar Gross. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery 5 (6): 265-275. 2015.
- Interaction Evaluation for Human-Computer Co-creativity: A Case Study. Anna Kantosalo, Jukka M. Toivanen and Hannu Toivonen. Proceedings of the Sixth International Conference on Computational Creativity (ICCC 2015), 276-283. Park City, Utah, June – July, 2015.
- Vismantic: Meaning-making with Images. Ping Xiao and Simo Linkola. Proceedings of the Sixth International Conference on Computational Creativity (ICCC 2015), 158-165. Park City, Utah, June – July, 2015.
- Proceedings of the Sixth International Conference on Computational Creativity (ICCC 2015). Hannu Toivonen, Simon Colton, Michael Cook, Dan Ventura (Editors). Park City, Utah, June – July, 2015. Publisher: Brigham Young University, Provo, Utah. ISBN 9780842529709
- Adaptive Heartbeat Modeling for Beat-to-beat Heart Rate Measurement in Ballistocardiograms. Joonas Paalasmaa, Hannu Toivonen, and Markku Partinen. IEEE Journal of Biomedical and Health Informatics 19 (6): 1945-1952. 2015.
- Proceedings, 14th IEEE International Conference on Data Mining. Ravi Kumar, Hannu Toivonen, Jian Pei, Joshua Zhexue Huang, and Xindong Wu (Editors). IEEE Computer Society, Los Alamitos, CA. 2014.
- Discovering Statistically Non-Redundant Subgroups. Jiuyong Lia, Jixue Liua, Hannu Toivonen, Kenji Satouc, Youqiang Sune, and Bingyu Sund. Knowledge-Based Systems 67: 315-327. 2014.
- Document Summarization Based on Word Associations. Oskar Gross, Antoine Doucet, and Hannu Toivonen. The 37th Annual ACM SIGIR Conference, 1023-1026, Gold Coast, Australia, July 2014.
- Adapting Machine Creativity Software to Support Human-Computer Co-Creation. Anna Kantosalo, Jukka Toivanen, Ping Xiao, and Hannu Toivonen. The Fifth International Conference on Computational Creativity (ICCC), 1-7, Ljubljana, Slovenia, June 2014.
- The Officer Is Taller Than You, Who Race Yourself! Using Document Specific Word Associations in Poetry Generation. Jukka Toivanen, Oskar Gross, and Hannu Toivonen. The Fifth International Conference on Computational Creativity (ICCC), 355-362, Ljubljana, Slovenia, June 2014.
- Art, News, and Poetry - The Art of Framing. Oskar Gross, Jukka M. Toivanen, Sandra Lääne, and Hannu Toivonen. The Fifth International Conference on Computational Creativity (ICCC), 336-339, Ljubljana, Slovenia, June 2014.
- The Use of Weighted Graphs for Large-Scale Genome Analysis. Fang Zhou, Hannu Toivonen, Ross D. King. PLoS One 9 (3): e89618. 2014. (The datasets are available here.)
- Novel Query Suggestions: Initial Work Report. Ilona Nawrot, Oskar Gross, Antoine Doucet, and Hannu Toivonen. The 5th International Workshop on Web-scale Knowledge Representation Retrieval & Reasoning (Web-KR '14), 49-54, Shanghai, China, November 2014.
- Software Newsroom – an approach to automation of news search and editing. Juhani Huovelin, Oskar Gross, Otto Solin, Krister Lindén, Sami Maisala, Tero Oittinen, Hannu Toivonen, Jyrki Niemi, and Miikka Silfverberg. Journal of Print Media Technology Research, 2 (3): 141-156. 2013.
- "Let Everything Turn Well in Your Wife": Generation of Adult Humor Using Lexical Constraints. Alessandro Valitutti, Hannu Toivonen, Antoine Doucet, Jukka M. Toivanen. The 51st Annual Meeting of the Association for Computational Linguistics (ACL), 243-248, Sofia, Bulgaria, August 2013.
- Automatical Composition of Lyrical Songs. Jukka Toivanen, Hannu Toivonen, Alessandro Valitutti. The Fourth International Conference on Computational Creativity (ICCC), Sydney, Australia, June 2013.
- Harnessing Constraint Programming for Poetry Composition. Jukka Toivanen, Matti Järvisalo, Hannu Toivonen. The Fourth International Conference on Computational Creativity (ICCC), Sydney, Australia, June 2013.
- Effective Pruning for the Discovery of Conditional Functional Dependencies. Jiuyong Li, Jiuxue Liu, Hannu Toivonen, Jianming Yong. The Computer Journal 56 (3): 378-392. 2013.
- Contrasting Subgroup Discovery. Laura Langohr, Vid Podpecan, Marko Petek, Igor Mozetic, Kristina Gruden, Nada Lavrac, Hannu Toivonen. The Computer Journal 56 (3): 289-303. 2013.
- Named Entity Filtering Based on Concept Association Graphs. Oskar Gross, Antoine Doucet, Hannu Toivonen. Research in Computing Science 70: 31-41. (Presented in the 14th International Conference on Intelligent Text Processing and Computational Linguistics (CICLing), Samos, Greece, March 2013.)
- On Creative Uses of Word Associations. Hannu Toivonen, Oskar Gross, Jukka M. Toivanen and Alessandro Valitutti. In Synergies of Soft Computing and Statistics for Intelligent Data Analysis, Part 1, Advances in Intelligent Systems and Computing 190, 17-24, Konstanz, Germany, October 2012. (An invited paper.)
- Decomposition and Distribution of Humorous Effect in Interactive Systems. Alessandro Valitutti, Hannu Toivonen, Oskar Gross, Jukka M. Toivanen. Artificial Intelligence of Humor, the AAAI Fall Symposium Series, 96-100, Arlington, Virginia, USA, November 2012.
- Sleep Musicalization: Automatic Music Composition from Sleep Measurements. Aurora Tulilaulu, Joonas Paalasmaa, Mikko Waris, Hannu Toivonen. Eleventh International Symposium on Intelligent Data Analysis (IDA), LNCS 7619, 392-403, Helsinki, Finland, October 2012. (See sleepmusicalization.net for an implementation and example music.) (Winner of the IDA 2012 Frontier Prize as the 'most novel and visionary contribution' of the conference.)
- Lexical Creativity from Word Associations. Oskar Gross, Hannu Toivonen, Jukka M Toivanen, Alessandro Valitutti. IEEE International Conference on Knowledge, Information and Creativity Support Systems (KICSS), 35-42, Melbourne, Australia, November 2012.
- Unobtrusive Online Monitoring of Sleep at Home. Joonas Paalasmaa, Mikko Waris, Hannu Toivonen, Lasse Leppäkorpi, Markku Partinen. International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), 3784-3788, San Diego, USA, August-September 2012.
- Privacy Preservation by k-Anonymization of Weighted Social Networks. Maria E. Skarkala, Manolis Maragoudakis, Stefanos Gritzalis, Lilian Mitrou, Hannu Toivonen, Pirjo Moen. IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), 423-428, Istanbul, Turkey, August 2012.
- Biomine: Predicting links between biological entities using network models of heterogeneous databases, Lauri MA Eronen and Hannu TT Toivonen. BMC Bioinformatics 13:119, 2012. (Indicated as 'Highly accessed' by the journal.)
- Corpus-Based Generation of Content and Form in Poetry, Jukka Toivanen, Hannu Toivonen, Alessandro Valitutti, Oskar Gross. International Conference on Computational Creativity (ICCC), 175-179, Dublin, Ireland, May 2012.
- Patterns and Logic for Reasoning with Networks, Angelika Kimmig, Esther Galbrun, Hannu Toivonen, Luc De Raedt. In Bisociative Knowledge Discovery by Michael R. Berthold (Ed.), 122-143, LNAI 7250, Springer, 2012.
- Semantic Subgroup Discovery and Cross-Context Linking for Microarray Data Analysis. Igor Mozetič, Nada Lavrač, Vid Podpečan, Petra Kralj Novak, Helena Motaln, Marko Petek, Kristina Gruden, Hannu Toivonen and Kimmo Kulovesi. In Bisociative Knowledge Discovery by Michael R. Berthold (Ed.), 379-389, LNAI 7250, Springer, 2012.
- Review of BisoNet Abstraction Techniques. Fang Zhou, Sébastien Mahler and Hannu Toivonen. In Bisociative Knowledge Discovery by Michael R. Berthold (Ed.), 166-178, LNAI 7250, Springer, 2012.
- Finding representative nodes in probabilistic graphs, Laura Langohr, Hannu Toivonen. In Bisociative Knowledge Discovery by Michael R. Berthold (Ed.), 218-229, LNAI 7250, Springer, 2012.
- Discovery of Novel Term Associations in a Document Collection. Teemu Hynönen, Sébastien Mahler and Hannu Toivonen. In Bisociative Knowledge Discovery by Michael R. Berthold (Ed.), 91-103, LNAI 7250, Springer, 2012.
- Network Analysis: Overview. Hannu Toivonen. In Bisociative Knowledge Discovery by Michael R. Berthold (Ed.), 144-146, LNAI 7250, Springer, 2012.
- Retrieval of Relevant and Non-redundant Nodes, Laura Langohr and Hannu Toivonen. Workshop on Dynamic Network Analysis, in conjunction with Twelfth SIAM International Conference on Data Mining. Anaheim, CA, USA, April 2012.
- A Model for Mining Relevant and Non-redundant Information, Laura Langohr and Hannu Toivonen. ACM Symposium on Applied Computing (SAC), 451-456, Trento, Italy, March 2012.
- Ambiguous Lexical Resources for Computational Humor Generation, Alessandro Valitutti. In International Conference on Agents and Artificial Intelligence (ICAART), 532-535, Algarve, Portugal, February 2012.
- From Black and White to Full Colour: Extending Redescription Mining Outside the Boolean World. Esther Galbrun, Pauli Miettinen. In SIAM International Conference on Data Mining (SDM), 2011. Extended version to appear in Statistical Analysis and Data Mining.
- SegMine workflows for semantic microarray data analysis in Orange4WS, Vid Podpecan, Nada Lavrac, Igor Mozetic, Petra Kralj Novak, Igor Trajkovski, Laura Langohr, Kimmo Kulovesi, Hannu Toivonen, Marko Petek, Helena Motaln, Kristina Gruden. BMC Bioinformatics 12:416, 2011.
- Compression of weighted graphs, Hannu Toivonen, Fang Zhou, Aleksi Hartikainen, Atte Hinkka. In The 17th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), San Diego, CA, USA, August 2011. (Data sets used in the paper)
- Predicting and preventing student failure - using the k-nearest neighbour method to predict student performance in an online course environment, Tuomas Tanner and Hannu Toivonen. International Journal of Learning Technology 5 (4): 356-377. 2010.
- Probabilistic Inductive Querying Using ProbLog, Luc De Raedt, Angelika Kimmig, Bernd Gutmann, Kristian Kersting, Vitor Santos Costa, and Hannu Toivonen. In Inductive Databases and Constraint-Based Data Mining by S. Dzeroski, B. Goethals, and P. Panov (Eds.), 229-262, Springer, 2010.
- Frequent Pattern, Hannu Toivonen. In Encyclopedia of Machine Learning by Claude Sammut and Geoffrey I. Webb (Eds.), Springer, 2010. (H. Toivonen also contributed short entries for Apriori Algorithm, Association Rule, Basket Analysis, and Frequent Itemset.)
- Network Simplification with Minimal Loss of Connectivity, Fang Zhou, Sebastien Mahler, and Hannu Toivonen. The 10th IEEE International Conference on Data Mining (ICDM), Sydney, Australia, December 2010.
- Fast Discovery of Reliable Subnetworks, Petteri Hintsanen, Hannu Toivonen, and Petteri Sevon. The 2010 International Conference on Advances in Social Networks Analysis and Mining (ASONAM), Odense, Denmark, August 2010.
- A Framework for Path-Oriented Network Simplification, Hannu Toivonen, Sebastien Mahler, and Fang Zhou. The Ninth International Symposium on Intelligent Data Analysis (IDA), Tucson, Arizona, US, May 2010.
- Fast Discovery of Reliable k-terminal Subgraphs, Melissa Kasari, Hannu Toivonen, and Petteri Hintsanen. The 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Hyderabad, India, June 2010.
- Bisociative Knowledge Discovery for Microarray Data Analysis, Igor Mozetic, Nada Lavrac, Vid Podpecan, Petra Kralj Novak, Helena Motaln, Marko Petek, Kristina Gruden, Hannu Toivonen, and Kimmo Kulovesi. The 1st International Conference on Computational Creativity (ICCC-X), 190-199, Lisbon, Portugal, January 2010.
- Constructing Information Networks from Textual Documents, Matjaz Jursic, Nada Lavrac, Igor Mozetic, Vid Podpecan, and Hannu Toivonen. Workshop on Explorative Analytics of Information Networks at ECML PKDD, 23-38, Bled, Slovenia, September 2009.
- Review of Network Abstraction Techniques, Fand Zhou, Sebastien Mahler, Hannu Toivonen Workshop on Explorative Analytics of Information Networks at ECML PKDD, 50-63, Bled, Slovenia, September 2009.
- Finding Reliable Subgraphs from Large Probabilistic Graphs, Petteri Hintsanen, Hannu Toivonen. Data Mining and Knowledge Discovery 17 (1): 3-23. 2008.
- Compressing Probabilistic Prolog Programs, Luc De Raedt, Kristian Kersting, Angelika Kimmig, Kate Revoredo, Hannu Toivonen. Machine Learning 70 (2-3): 151-168. 2008.
- Probabilistic Explanation Based Learning, Luc De Raedt, Angelika Kimmig, Hannu Toivonen. 18th European Conference on Machine Learning (ECML), 176-187, Warsaw, Poland, September 2007. Winner of the ECML-07 Best Paper Award.
- ProbLog: A Probabilistic Prolog and its Application in Link Discovery, Luc De Raedt, Angelika Kimmig, Hannu Toivonen. Twentieth International Joint Conference on Artificial Intelligence (IJCAI-07), 2468-2473, Hyderabad, India, January 2007.
- The Most Reliable Subgraph Problem, Petteri Hintsanen. 11th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD), 471-478, Warsaw, Poland, September 2007.
- Constrained Hidden Markov Models for Population-based Haplotyping, Niels Landwehr, Taneli Mielikainen, Lauri Eronen, Hannu Toivonen, Heikki Mannila. BMC Bioinformatics 2007, 8(Suppl 2):59.
- Interpreting and Acting on Mobile Awareness Cues, Antti Oulasvirta, Renaud Petit, Mika Raento, and Sauli Tiitta. Human-Computer Interaction 22:97-135. 2007.
- Algorithms for unimodal segmentation with applications to unimodality detection, Niina Haiminen, Aristides Gionis, and Kari Laasonen. Knowledge and Information Systems 14:1, 39-57. 2007.
- HaploRec: Efficient and accurate large-scale reconstruction of haplotypes, Lauri Eronen, Floris Geerts, and Hannu Toivonen. BMC Bioinformatics 7:542. 2006.
- An empirical comparison of case-control and trio-based study designs in high-throughput association mapping, Petteri Hintsanen, Petteri Sevon, Päivi Onkamo, Lauri Eronen, and Hannu Toivonen. Journal of Medical Genetics 43: 617-624, 2006.
- Closed Non-Derivable Itemsets, Juho Muhonen and Hannu Toivonen. The 10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD 06), 601-608, Berlin, Germany, September 2006.
- Revising Probabilistic Prolog Programs, L. De Raedt, K. Kersting, A. Kimmig, K. Revoredo, and H. Toivonen. The 16th International Conference on Inductive Logic Programming (ILP 2006), Santiago de Compostela, Spain, August 2006.
- Visualisation of Associations Between Nucleotides in SNP Neighbourhoods, Kimmo Kulovesi, Juho Muhonen, Ilkka Lappalainen, Pentti T. Riikonen, Mauno Vihinen, Hannu Toivonen and Tomi A. Pasanen. Workshop on Intelligent Data Analysis in bioMedicine and Pharmacology (IDAMAP 06), 61-62, Verona, Italy, August 2006.
- Link discovery in graphs derived from biological databases, Petteri Sevon, Lauri Eronen, Petteri Hintsanen, Kimmo Kulovesi, Hannu Toivonen. 3rd International Workshop on Data Integration in the Life Sciences 2006 (DILS'06), LNBI 4705, 35-49, Hinxton, UK, July 2006. Springer.
- Constrained Hidden Markov Models for Population-based Haplotyping, Niels Landwehr, Taneli Mielikainen, Lauri Eronen, Hannu Toivonen, Heikki Mannila. Workshop on Probabilistic Modeling and Machine Learning in Structural and Systems Biology, Tuusula, Finland, June 2006.
- TreeDT: Tree pattern mining for gene mapping, Petteri Sevon, Hannu Toivonen, Vesa Ollikainen. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 3 (2): 174-185, April-June 2006.
- A survey of data mining methods for linkage disequilibrium mapping, Päivi Onkamo and Hannu Toivonen. Human Genomics, 2 (5): 336-340, 2006.
- The Data Subjects Right of Access and to be Informed in Finland: An Experimental Study, Mika Raento. International Journal of Law and Information Technology. In Press, Advance Access published online on October 27, 2006.
- LOCA: ``Set to discoverable'', an interactive installation, was presented at ZeroOne San Jose / ISEA 2006.
- Loca: Location Oriented Critical Arts, John Evans, Drew Hemment, Theo Humphries, and Mika Raento. LEONARDO electronic almanac, 14(3), MIT Press, 2006.
- Evaluating classifiers for mobile-masquerader detection, Oleksiy Mazhelis, Seppo Puuronen, and Mika Raento. In Proceedings of the Security and Privacy in Dynamic Environments (SEC2006), 21st IFIP TC-11 International Information Security Conference. Springer, pp. 271-283, 2006.
- Estimating Accuracy of Mobile-Masquerader Detection Using Worst-Case and Best-Case Scenario, Oleksiy Mazhelis, Seppo Puuronen and Mika Raento. In Information and Communications Security, LNCS 4307. Springer, pp. 302-321, 2006.
- Loca: Location Oriented Critical Arts, John Evans, Drew Hemment, Theo Humphries, and Mika Raento. In Hothaus Papers: perspectives and paradigms in media arts, Eds Joan Gibbons and Kaye Winwood. Article Press 2006.
- ContextPhone - A prototyping platform for context-aware mobile applications, Mika Raento, Antti Oulasvirta, Renaud Petit, Hannu Toivonen. IEEE Pervasive Computing, 4 (2): 51-59, 2005.
- Combining phenotypic and genotypic data to discover multiple disease genes, Hannu Toivonen, Saara Hyvönen, Petteri Sevon. Symposium on Knowledge Representation in Bioinformatics (KRBIO'05), 7-14, Espoo, Finland, June 2005.
- Mining non-derivable association rules, Bart Goethals, Juho Muhonen, and Hannu Toivonen. SIAM International Conference on Data Mining, 239-249, Newport Beach, CA, April 2005. SIAM.
- Data Mining in Bioinformatics, Jason Wang, Mohammed Zaki, Hannu Toivonen, and Dennis Shasha (Eds.), Springer, 2005. ISBN 1-85233-671-4.
- Data Mining for Gene Mapping, Hannu Toivonen, Päivi Onkamo, Petteri Hintsanen, Evimaria Terzi, and Petteri Sevon. In Next Generation of Data Mining Applications by Mehmed Kantardzic and Jozef Zurada (Eds.), 263-293. Wiley-IEEE Press, 2005. (manuscript)
- Mobile HCI 2004 Location Systems Privacy and Control Workshop, Giovanni Iachello, Mika Raento, and Ian Smith. IEEE Pervasive Computing, 4, (1): 90, 2005.
- ContextContacts: Re-Designing SmartPhone's Contact Book to Support Mobile Awareness and Collaboration, Antti Oulasvirta, Mika Raento, Sauli Tiitta, Proc. of MobileHCI 05, p. 167-174. ACM, 2005.
- Clustering and Prediction of Mobile User Routes from Cellular Data, Kari Laasonen. PKDD 2005, LNAI 3721, Springer Verlag (2005), 569-576. (C) Springer-Verlag.
- Sosiaalista tilatietoa kontekstipuhelimella, Mika Raento, Antti Oulasvirta, Hannu Toivonen ja Martti Mäntylä. Prosessori 1/2005, s. 54-56. (käsikirjoitus)
- Gene Mapping by Pattern Discovery, Petteri Sevon, Hannu T.T. Toivonen, and Päivi Onkamo. In J. Wang et al (Eds.), Data Mining in Bioinformatics, 105-126. Springer, 2005. (manuscript)
- Route Prediction from Cellular Data, Kari Laasonen. In Proceedings of the workshop on Context Awareness for Proactive Systems, CAPS 2005, 147-158.
- Privacy management for social awareness applications, Mika Raento, Antti Oulasvirta. In Proceedings of the workshop on Context Awareness for Proactive Systems, CAPS 2005, 105-114.
- Mining relaxed graph properties in internet, Wilhelmiina Hämäläinen, Hannu Toivonen, and Vladimir Poroshin. IADIS International Conference WWW/Internet 2004, 152-159, Madrid, Spain, October 2004.
- Paleoekologia - kadonneen aarteen metsästys, Atte Korhola, Hannu Toivonen, Kari Vasko. Tietoyhteys 3/2004 (lokakuu), s. 26-28.
- Segmentation of paleoecological spatio-temporal count data, Kari Vasko, Hannu Toivonen, Atte Korhola. Proceedings of the Fourth International Workshop on Environmental Applications of Machine Learning (EAML 2004), 61-62, Bled, Slovenia, Sep-Oct 2004.
- A Markov chain approach to reconstruction of long haplotypes, Lauri Eronen, Floris Geerts, and Hannu Toivonen. Pacific Symposium on Biocomputing (PSB 2004), 104-115, Hawaii, USA, January 2004. World Scientific.
- Adaptive On-device Location Recognition, K. Laasonen, M. Raento, H. Toivonen. Pervasive Computing: Second International Conference, PERVASIVE 2004, LNCS 3001, Springer Verlag (2004), 287-304. (C) Springer-Verlag.
- Mobile Communication and Context Dataset, Mika Raento. In Proceedings of the Workshop Towards Benchmarks and a Database for Context Recognition, In International Conference on Pervasive Computing. ETH, 2004.
- Kill your Personal Data Dead, Mika Raento. In Proceedings of the Workshop On Location Systems Privacy and Control, in 6th International Conference on Human Computer Interaction with Mobile Devices and Services MobileHCI'04. University of Strathclyde, 2004.
- Ethic of choice for Location-based systems, Mika Raento. In Proceedings of the Workshop on Usability, Utility and Ethics of Location Based Services, in NordiCHI 2004. University of Tampere, 2004.
- Context software - A prototype platform for contextual mobile applications, Mika Raento. In Proceedings of the International Proactive Computing Workshop. University of Helsinki, 2004.
- Proceedings of the Workshop On Location Systems Privacy and Control, in 6th International Conference on Human Computer Interaction with Mobile Devices and Services MobileHCI'04 Ian Smith, Giovanni Iachello, and Mika Raento, editors. University of Strathclyde, 2004.
- Context - Prototyping platform for contextual media. Mika Raento. Poster at the 12th International Symposium on Electronic Art ISEA2004. Helsinki, Finland. 2004.
- Automated Detection of Epidemics from the Usage Logs of a Physicians' Reference Database, Jaana Heino and Hannu Toivonen. 7th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD-2003), 180-191, Cavtat-Dubrovnik, Croatia, September 2003. Springer.
- Proceedings of BIOKDD'03, 3rd ACM SIGKDD Workshop on Data Mining in Bioinformatics, Mohammed Zaki, Jason T.L. Wang, and Hannu Toivonen (Eds.). Washington DC, August 2003. Report No. 03-11, Rensselaer Polytechnic Institute, Troy, NY. 2003. (electronic proceedings)
- Statistical evaluation of the predictive toxicology challenge 2000-2001, Hannu Toivonen, Ashwin Srinivasan, Ross D. King, Stefan Kramer, and Christoph Helma. Bioinformatics 19 (10): 1183 - 1193, 2003.
- Discovering all most specific sentences, Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Sanjeev Saluja, Hannu Toivonen, and Ram Sewak Sharma. ACM Transactions on Database Systems 28 (2): 140 - 174, June 2003. (DOI: http://doi.acm.org/10.1145/777943.777945)
- BIOKDD 2002: Recent Advances in Data Mining for Bioinformatics, M.J. Zaki, J.T.L. Wang, and H.T.T.Toivonen. SIGKDD Explorations 4 (2): 112 - 114, January 2003.
- Estimating the number of segments in time series data using permutation tests, Kari Vasko and Hannu Toivonen. The 2002 IEEE International Conference on Data Mining (ICDM'02), 466 - 473, Maebashi City, Japan, December 2002. IEEE.
- Association analysis for quantitative traits by data mining: QHPM, P. Onkamo, V. Ollikainen, P. Sevon, HTT. Toivonen, H. Mannila, and J. Kere. The Annals of Human Genetics 66: 419 - 429, 2002.
- Bayesian analysis of metapopulation data, R.B. O'Hara, E. Arjas, H. Toivonen, and I. Hanski. Ecology 83 (9): 2408 - 2415, 2002.
- Holocene temperature changes in northern Fennoscandia reconstructed from chironomids using Bayesian modeling, A. Korhola, K. Vasko, H. Toivonen, and H. Olander. Quaternary Science Reviews 21(16-17), 1841 - 1860, 2002.
- Machine Learning: ECML 2002 - 12th European Conference on Machine Learning, LNCS 2430, T. Elomaa, H. Mannila, H. Toivonen (Eds.). Springer 2002.
- Principles of Data Mining and Knowledge Discovery - 6th European Conference, PKDD 2002, LNCS 2431, T. Elomaa, H. Mannila, H. Toivonen (Eds.). Springer 2002.
- BIOKDD01: Workshop on Data Mining in Bioinformatics, M.J. Zaki, J.T.L. Wang, and H.T.T.Toivonen. SIGKDD Explorations 3 (2): 71 - 73, January 2002.
29.10.2010 - 17:35
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