Hannu Toivonen

	2008
56		Alexander Medvedev, Hannu Toivonen: Directional sensitivity of least-squares state estimators. CDC 2008: 1889-1894
55		Petteri Hintsanen, Hannu Toivonen: Finding Reliable Subgraphs from Large Probabilistic Graphs. ECML/PKDD (1) 2008: 15
54		Petteri Hintsanen, Hannu Toivonen: Finding reliable subgraphs from large probabilistic graphs. Data Min. Knowl. Discov. 17(1): 3-23 (2008)
53		Luc De Raedt, Kristian Kersting, Angelika Kimmig, Kate Revoredo, Hannu Toivonen: Compressing probabilistic Prolog programs. Machine Learning 70(2-3): 151-168 (2008)
	2007
52		Angelika Kimmig, Luc De Raedt, Hannu Toivonen: Probabilistic Explanation Based Learning. ECML 2007: 176-187
51		Luc De Raedt, Angelika Kimmig, Hannu Toivonen: ProbLog: A Probabilistic Prolog and Its Application in Link Discovery. IJCAI 2007: 2462-2467
50		Niels Landwehr, Taneli Mielikäinen, Lauri Eronen, Hannu Toivonen, Heikki Mannila: Constrained hidden Markov models for population-based haplotyping. BMC Bioinformatics 8(S-2): (2007)
	2006
49		Petteri Sevon, Lauri Eronen, Petteri Hintsanen, Kimmo Kulovesi, Hannu Toivonen: Link Discovery in Graphs Derived from Biological Databases. DILS 2006: 35-49
48		Luc De Raedt, Kristian Kersting, Angelika Kimmig, Kate Revoredo, Hannu Toivonen: Revising Probabilistic Prolog Programs. ILP 2006: 30-33
47		Juho Muhonen, Hannu Toivonen: Closed Non-derivable Itemsets. PKDD 2006: 601-608
46		Lauri Eronen, Floris Geerts, Hannu Toivonen: HaploRec: efficient and accurate large-scale reconstruction of haplotypes. BMC Bioinformatics 7: 542 (2006)
45		Petteri Sevon, Hannu Toivonen, Vesa Ollikainen: TreeDT: Tree Pattern Mining for Gene Mapping. IEEE/ACM Trans. Comput. Biology Bioinform. 3(2): 174-185 (2006)
	2005
44		Jason Tsong-Li Wang, Mohammed Javeed Zaki, Hannu Toivonen, Dennis Shasha: Data Mining in Bioinformatics Springer 2005
43		Bart Goethals, Juho Muhonen, Hannu Toivonen: Mining Non-Derivable Association Rules. SDM 2005
42		Petteri Sevon, Hannu Toivonen, Paivi Onkamo: Gene Mapping by Pattern Discovery. Data Mining in Bioinformatics 2005: 105-126
41		Jason Tsong-Li Wang, Mohammed Javeed Zaki, Hannu Toivonen, Dennis Shasha: Introduction to Data Mining in Bioinformatics. Data Mining in Bioinformatics 2005: 3-8
	2004
40		Wilhelmiina Hämäläinen, Hannu Toivonen, Vladimir Poroshin: Mining Relaxed Graph Properties in Internet. ICWI 2004: 152-159
39		Lauri Eronen, Floris Geerts, Hannu Toivonen: A Markov Chain Approach to Reconstruction of Long Haplotypes. Pacific Symposium on Biocomputing 2004: 104-115
38		Kari Laasonen, Mika Raento, Hannu Toivonen: Adaptive On-Device Location Recognition. Pervasive 2004: 287-304
	2003
37		Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: Proceedings of the 3nd ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD 2003), August 27th, 2003, Washington, DC, USA BIOKDD 2003
36		Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: Opening Remarks. BIOKDD 2003
35		Jaana Heino, Hannu Toivonen: Automated Detection of Epidemics from the Usage Logs of a Physicians' Reference Database. PKDD 2003: 180-191
34		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)
33		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)
32		Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: Data mining in bioinformatics: report on BIOKDD'03. SIGKDD Explorations 5(2): 198-199 (2003)
	2002
31		Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: Proceedings of the 2nd ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD 2002), July 23rd, 2002, Edmonton, Alberta, Canada BIOKDD 2002
30		Tapio Elomaa, Heikki Mannila, Hannu Toivonen: Machine Learning: ECML 2002, 13th European Conference on Machine Learning, Helsinki, Finland, August 19-23, 2002, Proceedings Springer 2002
29		Tapio Elomaa, Heikki Mannila, Hannu Toivonen: Principles of Data Mining and Knowledge Discovery, 6th European Conference, PKDD 2002, Helsinki, Finland, August 19-23, 2002, Proceedings Springer 2002
28		Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: Foreword. BIOKDD 2002
27		Kari Vasko, Hannu Toivonen: Estimating the number of segments in time series data using permutation tests. ICDM 2002: 466-473
26		Mohammed Javeed Zaki, Jason Tsong-Li Wang, Hannu Toivonen: BIOKDD01: Workshop on Data Mining in Bioinformatics. SIGKDD Explorations 3(2): 71-73 (2002)
25		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)
	2001
24		Mohammed Javeed Zaki, Hannu Toivonen, Jason Tsong-Li Wang: Proceedings of the ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD 2001) BIOKDD 2001
23		Johan Himberg, Kalle Korpiaho, Heikki Mannila, Johanna Tikanmäki, Hannu Toivonen: Time Series Segmentation for Context Recognition in Mobile Devices. ICDM 2001: 203-210
22		Petteri Sevon, Hannu Toivonen, Vesa Ollikainen: TreeDT: gene mapping by tree disequilibrium test. KDD 2001: 365-370
	2000
21		Hannu Toivonen, Paivi Onkamo, Kari Vasko, Vesa Ollikainen, Petteri Sevon, Heikki Mannila, Juha Kere: Gene Mapping by Haplotype Pattern Mining. BIBE 2000: 99-108
	1999
20		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)
19		Luc Dehaspe, Hannu Toivonen: Discovery of Frequent DATALOG Patterns. Data Min. Knowl. Discov. 3(1): 7-36 (1999)
18		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)
17		Mika Klemettinen, Heikki Mannila, Hannu Toivonen: Rule Discovery in Telecommunication Alarm Data. J. Network Syst. Manage. 7(4): (1999)
	1998
16		Heikki Mannila, Hannu Toivonen, Atte Korhola, Heikki Olander: Learning, Mining, or Modeling? A Case Study from Paleocology. Discovery Science 1998: 12-24
15		Ykä Huhtala, Juha Kärkkäinen, Pasi Porkka, Hannu Toivonen: Efficient Discovery of Functional and Approximate Dependencies Using Partitions. ICDE 1998: 392-401
14		Luc Dehaspe, Hannu Toivonen, Ross D. King: Finding Frequent Substructures in Chemical Compounds. KDD 1998: 30-36
	1997
13		Mika Klemettinen, Heikki Mannila, Hannu Toivonen: A Data Mining Methodology and Its Application to Semi-automatic Knowledge Acquisition. DEXA Workshop 1997: 670-677
12		Dimitrios Gunopulos, Roni Khardon, Heikki Mannila, Hannu Toivonen: Data mining, Hypergraph Transversals, and Machine Learning. PODS 1997: 209-216
11		Heikki Mannila, Hannu Toivonen: Levelwise Search and Borders of Theories in Knowledge Discovery. Data Min. Knowl. Discov. 1(3): 241-258 (1997)
10		Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo: Discovery of Frequent Episodes in Event Sequences. Data Min. Knowl. Discov. 1(3): 259-289 (1997)
	1996
9		Kimmo Hätönen, Mika Klemettinen, Heikki Mannila, Pirjo Ronkainen, Hannu Toivonen: Knowledge Discovery from Telecommunication Network Alarm Databases. ICDE 1996: 115-122
8		Heikki Mannila, Hannu Toivonen: Discovering Generalized Episodes Using Minimal Occurrences. KDD 1996: 146-151
7		Heikki Mannila, Hannu Toivonen: Multiple Uses of Frequent Sets and Condensed Representations (Extended Abstract). KDD 1996: 189-194
6		Hannu Toivonen: Sampling Large Databases for Association Rules. VLDB 1996: 134-145
5		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
	1995
4		Marcel Holsheimer, Martin L. Kersten, Heikki Mannila, Hannu Toivonen: A Perspective on Databases and Data Mining. KDD 1995: 150-155
3		Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo: Discovering Frequent Episodes in Sequences. KDD 1995: 210-215
	1994
2		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
1		Heikki Mannila, Hannu Toivonen, A. Inkeri Verkamo: Efficient Algorithms for Discovering Association Rules. KDD Workshop 1994: 181-192

Coauthor Index

1	Rakesh Agrawal	[5]
2	Luc Dehaspe	[14] [19]
3	Tapio Elomaa	[29] [30]
4	Lauri Eronen	[39] [46] [49] [50]
5	Floris Geerts	[39] [46]
6	Bart Goethals	[43]
7	Dimitrios Gunopulos	[12] [34]
8	Wilhelmiina Hämäläinen	[40]
9	Kimmo Hätönen	[9]
10	Jaana Heino	[35]
11	Christoph Helma	[33]
12	Johan Himberg	[23]
13	Petteri Hintsanen	[49] [54] [55]
14	Marcel Holsheimer	[4]
15	Ykä Huhtala	[15] [20]
16	Juha Kärkkäinen	[15] [20]
17	Juha Kere	[21]
18	Martin L. Kersten	[4]
19	Kristian Kersting	[48] [53]
20	Roni Khardon	[12] [34]
21	Angelika Kimmig	[48] [51] [52] [53]
22	Ross D. King	[14] [33]
23	Mika Klemettinen	[2] [9] [13] [17] [18]
24	Atte Korhola	[16]
25	Kalle Korpiaho	[23]
26	Stefan Kramer	[33]
27	Kimmo Kulovesi	[49]
28	Kari Laasonen	[38]
29	Niels Landwehr	[50]
30	Heikki Mannila	[1] [2] [3] [4] [5] [7] [8] [9] [10] [11] [12] [13] [16] [17] [18] [21] [23] [29] [30] [34] [50]
31	Alexander Medvedev	[56]
32	Taneli Mielikäinen	[50]
33	Juho Muhonen	[43] [47]
34	Heikki Olander	[16]
35	Vesa Ollikainen	[21] [22] [45]
36	Paivi Onkamo	[21] [42]
37	Pasi Porkka	[15] [20]
38	Vladimir Poroshin	[40]
39	Luc De Raedt	[48] [51] [52] [53]
40	Mika Raento	[38]
41	Kate Revoredo	[48] [53]
42	Pirjo Ronkainen	[2] [9]
43	Sanjeev Saluja	[34]
44	Petteri Sevon	[21] [22] [42] [45] [49]
45	Ram Sewak Sharm	[34]
46	Dennis Shasha	[41] [44]
47	Ramakrishnan Srikant	[5]
48	Ashwin Srinivasan	[33]
49	Johanna Tikanmäki	[23]
50	Kari Vasko	[21] [27]
51	A. Inkeri Verkamo	[1] [2] [3] [5] [10]
52	Jason Tsong-Li Wang (Jason T. L. Wang)	[24] [25] [26] [28] [31] [32] [36] [37] [41] [44]
53	Mohammed Javeed Zaki (Mohammed J. Zaki)	[24] [25] [26] [28] [31] [32] [36] [37] [41] [44]

Colors in the list of coauthors