Hannu Toivonen

Laura Langohr, Vid Podpecan, Marko Petek, Igor Mozetic, Kristina Gruden, Nada Lavrac, Hannu Toivonen: Contrasting Subgroup Discovery. Comput. J. 56(3): 289-303 (2013)

Jiuyong Li, Jixue Liu, Hannu Toivonen, Jianming Yong: Effective Pruning for the Discovery of Conditional Functional Dependencies. Comput. J. 56(3): 378-392 (2013)

Lauri Eronen, Hannu Toivonen: Biomine: predicting links between biological entities using network models of heterogeneous databases. BMC Bioinformatics 13: 119 (2012)

Maria Eleni Skarkala, Manolis Maragoudakis, Stefanos Gritzalis, Lilian Mitrou, Hannu Toivonen, Pirjo Moen: Privacy Preservation by k-Anonymization of Weighted Social Networks. ASONAM 2012: 423-428

Aurora Tulilaulu, Joonas Paalasmaa, Mikko Waris, Hannu Toivonen: Sleep Musicalization: Automatic Music Composition from Sleep Measurements. IDA 2012: 392-403

Oskar Gross, Hannu Toivonen, Jukka M. Toivanen, Alessandro Valitutti: Lexical Creativity from Word Associations. KICSS 2012: 35-42

Laura Langohr, Hannu Toivonen: A model for mining relevant and non-redundant information. SAC 2012: 132-137

Hannu Toivonen, Oskar Gross, Jukka M. Toivanen, Alessandro Valitutti: On Creative Uses of Word Associations. SMPS 2012: 17-24

Vid Podpecan, Nada Lavrac, Igor Mozetic, Petra Kralj Novak, Igor Trajkovski, Laura Langohr, Kimmo Kulovesi, Hannu Toivonen, Marko Petek, Helena Motaln, Kristina Gruden: SegMine workflows for semantic microarray data analysis in Orange4WS. BMC Bioinformatics 12: 416 (2011)

Hannu Toivonen, Fang Zhou, Aleksi Hartikainen, Atte Hinkka: Compression of weighted graphs. KDD 2011: 965-973

Tuomas Tanner, Hannu Toivonen: Predicting and preventing student failure - using the k-nearest neighbour method to predict student performance in an online course environment. IJLT 5(4): 356-377 (2010)

Petteri Hintsanen, Hannu Toivonen, Petteri Sevon: Fast Discovery of Reliable Subnetworks. ASONAM 2010: 104-111

Fang Zhou, Sébastien Mahler, Hannu Toivonen: Network Simplification with Minimal Loss of Connectivity. ICDM 2010: 659-668

Hannu Toivonen, Sébastien Mahler, Fang Zhou: A Framework for Path-Oriented Network Simplification. IDA 2010: 220-231

Melissa Kasari, Hannu Toivonen, Petteri Hintsanen: Fast Discovery of Reliable k-terminal Subgraphs. PAKDD (2) 2010: 168-177

Hannu Toivonen: Apriori Algorithm. Encyclopedia of Machine Learning 2010: 39-40

Hannu Toivonen: Association Rule. Encyclopedia of Machine Learning 2010: 48-49

Hannu Toivonen: Basket Analysis. Encyclopedia of Machine Learning 2010: 74

Hannu Toivonen: Frequent Itemset. Encyclopedia of Machine Learning 2010: 418

Hannu Toivonen: Frequent Pattern. Encyclopedia of Machine Learning 2010: 418-422

Petteri Hintsanen, Hannu Toivonen: Finding reliable subgraphs from large probabilistic graphs. Data Min. Knowl. Discov. 17(1): 3-23 (2008)

Luc De Raedt, Kristian Kersting, Angelika Kimmig, Kate Revoredo, Hannu Toivonen: Compressing probabilistic Prolog programs. Machine Learning 70(2-3): 151-168 (2008)

Petteri Hintsanen, Hannu Toivonen: Finding Reliable Subgraphs from Large Probabilistic Graphs. ECML/PKDD (1) 2008: 15

Niels Landwehr, Taneli Mielikäinen, Lauri Eronen, Hannu Toivonen, Heikki Mannila: Constrained hidden Markov models for population-based haplotyping. BMC Bioinformatics 8(S-2) (2007)

Angelika Kimmig, Luc De Raedt, Hannu Toivonen: Probabilistic Explanation Based Learning. ECML 2007: 176-187

Luc De Raedt, Angelika Kimmig, Hannu Toivonen: ProbLog: A Probabilistic Prolog and Its Application in Link Discovery. IJCAI 2007: 2462-2467

Lauri Eronen, Floris Geerts, Hannu Toivonen: HaploRec: efficient and accurate large-scale reconstruction of haplotypes. BMC Bioinformatics 7: 542 (2006)

Petteri Sevon, Hannu Toivonen, Vesa Ollikainen: TreeDT: Tree Pattern Mining for Gene Mapping. IEEE/ACM Trans. Comput. Biology Bioinform. 3(2): 174-185 (2006)

Petteri Sevon, Lauri Eronen, Petteri Hintsanen, Kimmo Kulovesi, Hannu Toivonen: Link Discovery in Graphs Derived from Biological Databases. DILS 2006: 35-49

Luc De Raedt, Kristian Kersting, Angelika Kimmig, Kate Revoredo, Hannu Toivonen: Revising Probabilistic Prolog Programs. ILP 2006: 30-33

Juho Muhonen, Hannu Toivonen: Closed Non-derivable Itemsets. PKDD 2006: 601-608

Jason Tsong-Li Wang, Mohammed Javeed Zaki, Hannu Toivonen, Dennis Shasha (Eds.): Data Mining in Bioinformatics. Springer 2005, isbn 1-85233-671-4

Mika Raento, Antti Oulasvirta, R. Petit, Hannu Toivonen: ContextPhone: a prototyping platform for context-aware mobile applications. IEEE Pervasive Computing 4(2): 51-59 (2005)

Bart Goethals, Juho Muhonen, Hannu Toivonen: Mining Non-Derivable Association Rules. SDM 2005

Jason Tsong-Li Wang, Mohammed Javeed Zaki, Hannu Toivonen, Dennis Shasha: Introduction to Data Mining in Bioinformatics. Data Mining in Bioinformatics 2005: 3-8

Petteri Sevon, Hannu Toivonen, Paivi Onkamo: Gene Mapping by Pattern Discovery. Data Mining in Bioinformatics 2005: 105-126

Wilhelmiina Hämäläinen, Hannu Toivonen, Vladimir Poroshin: Mining Relaxed Graph Properties in Internet. ICWI 2004: 152-159

Kari Laasonen, Mika Raento, Hannu Toivonen: Adaptive On-Device Location Recognition. Pervasive 2004: 287-304

Lauri Eronen, Floris Geerts, Hannu Toivonen: A Markov Chain Approach to Reconstruction of Long Haplotypes. Pacific Symposium on Biocomputing 2004: 104-115

Hannu Toivonen, Ashwin Srinivasan, Ross D. King, Stefan Kramer, Christoph Helma: Statistical Evaluation of the Predictive Toxicology Challenge 2000-2001. Bioinformatics 19(10): 1183-1193 (2003)

Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: Data mining in bioinformatics: report on BIOKDD'03. SIGKDD Explorations 5(2): 198-199 (2003)

Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Sanjeev Saluja, Hannu Toivonen, Ram Sewak Sharm: Discovering all most specific sentences. ACM Trans. Database Syst. 28(2): 140-174 (2003)

Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: Opening Remarks. BIOKDD 2003

Jaana Heino, Hannu Toivonen: Automated Detection of Epidemics from the Usage Logs of a Physicians' Reference Database. PKDD 2003: 180-191

Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen (Eds.): Proceedings of the 3nd ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD 2003), August 27th, 2003, Washington, DC, USA. 2003

Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: BIOKDD01: Workshop on Data Mining in Bioinformatics. SIGKDD Explorations 3(2): 71-73 (2002)

Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: BIOKDD 2002: Recent Advanced in Data Minig for Bioinformatics. SIGKDD Explorations 4(2): 112-114 (2002)

Kari Vasko, Hannu Toivonen: Estimating the number of segments in time series data using permutation tests. ICDM 2002: 466-473

Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: Foreword. BIOKDD 2002

Tapio Elomaa, Heikki Mannila, Hannu Toivonen (Eds.): Machine Learning: ECML 2002, 13th European Conference on Machine Learning, Helsinki, Finland, August 19-23, 2002, Proceedings. Lecture Notes in Computer Science 2430, Springer 2002, isbn 3-540-44036-4

Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen (Eds.): Proceedings of the 2nd ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD 2002), July 23rd, 2002, Edmonton, Alberta, Canada. 2002

Tapio Elomaa, Heikki Mannila, Hannu Toivonen (Eds.): Principles of Data Mining and Knowledge Discovery, 6th European Conference, PKDD 2002, Helsinki, Finland, August 19-23, 2002, Proceedings. Lecture Notes in Computer Science 2431, Springer 2002, isbn 3-540-44037-2

Johan Himberg, Kalle Korpiaho, Heikki Mannila, Johanna Tikanmäki, Hannu Toivonen: Time Series Segmentation for Context Recognition in Mobile Devices. ICDM 2001: 203-210

Petteri Sevon, Hannu Toivonen, Vesa Ollikainen: TreeDT: gene mapping by tree disequilibrium test. KDD 2001: 365-370

Mohammed Javeed Zaki, Hannu Toivonen, Jason Tsong-Li Wang (Eds.): Proceedings of the ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD 2001). 2001

Hannu Toivonen, Paivi Onkamo, Kari Vasko, Vesa Ollikainen, Petteri Sevon, Heikki Mannila, Juha Kere: Gene Mapping by Haplotype Pattern Mining. BIBE 2000: 99-108

Ykä Huhtala, Juha Kärkkäinen, Pasi Porkka, Hannu Toivonen: TANE: An Efficient Algorithm for Discovering Functional and Approximate Dependencies. Comput. J. 42(2): 100-111 (1999)

Luc Dehaspe, Hannu Toivonen: Discovery of Frequent DATALOG Patterns. Data Min. Knowl. Discov. 3(1): 7-36 (1999)

Mika Klemettinen, Heikki Mannila, Hannu Toivonen: Interactive exploration of interesting findings in the Telecommunication Network Alarm Sequence Analyzer (TASA). Information & Software Technology 41(9): 557-567 (1999)

Mika Klemettinen, Heikki Mannila, Hannu Toivonen: Rule Discovery in Telecommunication Alarm Data. J. Network Syst. Manage. 7(4): 395-423 (1999)

Heikki Mannila, Hannu Toivonen, Atte Korhola, Heikki Olander: Learning, Mining, or Modeling? A Case Study from Paleocology. Discovery Science 1998: 12-24

Ykä Huhtala, Juha Kärkkäinen, Pasi Porkka, Hannu Toivonen: Efficient Discovery of Functional and Approximate Dependencies Using Partitions. ICDE 1998: 392-401

Luc Dehaspe, Hannu Toivonen, Ross D. King: Finding Frequent Substructures in Chemical Compounds. KDD 1998: 30-36

Heikki Mannila, Hannu Toivonen: Levelwise Search and Borders of Theories in Knowledge Discovery. Data Min. Knowl. Discov. 1(3): 241-258 (1997)

Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo: Discovery of Frequent Episodes in Event Sequences. Data Min. Knowl. Discov. 1(3): 259-289 (1997)

Mika Klemettinen, Heikki Mannila, Hannu Toivonen: A Data Mining Methodology and Its Application to Semi-automatic Knowledge Acquisition. DEXA Workshop 1997: 670-677

Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Hannu Toivonen: Data mining, Hypergraph Transversals, and Machine Learning. PODS 1997: 209-216

Kimmo Hätönen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen: Knowledge Discovery from Telecommunication Network Alarm Databases. ICDE 1996: 115-122

Heikki Mannila, Hannu Toivonen: Discovering Generalized Episodes Using Minimal Occurrences. KDD 1996: 146-151

Heikki Mannila, Hannu Toivonen: Multiple Uses of Frequent Sets and Condensed Representations (Extended Abstract). KDD 1996: 189-194

Kimmo Hätönen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen: TASA: Telecommunication Alarm Sequence Analyzer or how to enjoy faults in your network. NOMS 1996: 520-529

Hannu Toivonen: Sampling Large Databases for Association Rules. VLDB 1996: 134-145

Rakesh Agrawal, Heikki Mannila, Ramakrishnan Srikant, Hannu Toivonen, A. Inkeri Verkamo: Fast Discovery of Association Rules. Advances in Knowledge Discovery and Data Mining 1996: 307-328

Marcel Holsheimer, Martin L. Kersten, Heikki Mannila, Hannu Toivonen: A Perspective on Databases and Data Mining. KDD 1995: 150-155

Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo: Discovering Frequent Episodes in Sequences. KDD 1995: 210-215

Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen, A. Inkeri Verkamo: Finding Interesting Rules from Large Sets of Discovered Association Rules. CIKM 1994: 401-407

Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo: Efficient Algorithms for Discovering Association Rules. KDD Workshop 1994: 181-192

Kari Rossi, Hannu Toivonen: Q3E: Q₃ Emulator Agent. NOMS 1994: 70-80