Tapio Elomaa

	2011
60		Tapio Elomaa, Jaakko Hollmén, Heikki Mannila: Discovery Science - 14th International Conference, DS 2011, Espoo, Finland, October 5-7, 2011. Proceedings Springer 2011
59		Tapio Elomaa, Matti Kääriäinen: An Analysis of Reduced Error Pruning CoRR abs/1106.0668: (2011)
58		Tapio Elomaa, Petr Berka, Jan Rauch: Special issue on data analysis methodologies for intelligent systems: guest editor's introduction. J. Intell. Inf. Syst. 37(3): 291-292 (2011)
	2010
57		Tapio Elomaa, Heikki Mannila, Pekka Orponen: Algorithms and Applications, Essays Dedicated to Esko Ukkonen on the Occasion of His 60th Birthday Springer 2010
56		Tapio Elomaa, Jussi Kujala: Covering Analysis of the Greedy Algorithm for Partial Cover. Algorithms and Applications 2010: 102-113
55		Matti Saarela, Tapio Elomaa, Keijo Ruohonen: An Analysis of Relevance Vector Machine Regression. Advances in Machine Learning I 2010: 227-246
	2009
54		Jan Rauch, Zbigniew W. Ras, Petr Berka, Tapio Elomaa: Foundations of Intelligent Systems, 18th International Symposium, ISMIS 2009, Prague, Czech Republic, September 14-17, 2009. Proceedings Springer 2009
53		Jussi Kujala, Timo Aho, Tapio Elomaa: A Walk from 2-Norm SVM to 1-Norm SVM. ICDM 2009: 836-841
	2008
52		Timo Aho, Tapio Elomaa, Jussi Kujala: Unsupervised Classifier Selection Based on Two-Sample Test. Discovery Science 2008: 28-39
51		Jussi Kujala, Tapio Elomaa: Ranking the Uniformity of Interval Pairs. ECML/PKDD (1) 2008: 640-655
50		Tapio Elomaa, Petri Lehtinen, Matti Saarela: Obtaining Low-Arity Discretizations from Online Data Streams. ISMIS 2008: 90-99
49		Tapio Elomaa, Petri Lehtinen: Maintaining Optimal Multi-way Splits for Numerical Attributes in Data Streams. PAKDD 2008: 544-553
48		Timo Aho, Tapio Elomaa, Jussi Kujala: Reducing Splaying by Taking Advantage of Working Sets. WEA 2008: 1-13
47		Jussi Kujala, Tapio Elomaa: The cost of offline binary search tree algorithms and the complexity of the request sequence. Theor. Comput. Sci. 393(1-3): 231-239 (2008)
	2007
46		Jussi Kujala, Tapio Elomaa: Following the Perturbed Leader to Gamble at Multi-armed Bandits. ALT 2007: 166-180
45		Jussi Kujala, Tapio Elomaa: Improved Algorithms for Univariate Discretization of Continuous Features. PKDD 2007: 188-199
	2006
44		Heidi Koivistoinen, Minna Ruuska, Tapio Elomaa: A Voronoi Diagram Approach to Autonomous Clustering. Discovery Science 2006: 149-160
43		Jussi Kujala, Tapio Elomaa: Poketree: A Dynamically Competitive Data Structure with Good Worst-Case Performance. ISAAC 2006: 277-288
42		Tapio Elomaa, Jussi Kujala, Juho Rousu: Practical Approximation of Optimal Multivariate Discretization. ISMIS 2006: 612-621
	2005
41		Jussi Kujala, Tapio Elomaa: On Following the Perturbed Leader in the Bandit Setting. ALT 2005: 371-385
40		Tapio Elomaa, Jussi Kujala, Juho Rousu: Approximation Algorithms for Minimizing Empirical Error by Axis-Parallel Hyperplanes. ECML 2005: 547-555
39		Tapio Elomaa, Heidi Koivistoinen: On Autonomous k-Means Clustering. ISMIS 2005: 228-236
38		Tapio Elomaa, Tuomo Malinen: On look-ahead and pathology in decision tree learning. J. Exp. Theor. Artif. Intell. 17(1-2): 19-33 (2005)
	2004
37		Tapio Elomaa, Matti Kääriäinen: The Difficulty of Reduced Error Pruning of Leveled Branching Programs. Ann. Math. Artif. Intell. 41(1): 111-124 (2004)
36		Tapio Elomaa, Juho Rousu: Efficient Multisplitting Revisited: Optima-Preserving Elimination of Partition Candidates. Data Min. Knowl. Discov. 8(2): 97-126 (2004)
35		Matti Kääriäinen, Tuomo Malinen, Tapio Elomaa: Selective Rademacher Penalization and Reduced Error Pruning of Decision Trees. Journal of Machine Learning Research 5: 1107-1126 (2004)
	2003
34		Matti Kääriäinen, Tapio Elomaa: Rademacher Penalization over Decision Tree Prunings. ECML 2003: 193-204
33		Tapio Elomaa, Tuomo Malinen: On Lookahead Heuristics in Decision Tree Learning. ISMIS 2003: 445-453
32		Tapio Elomaa, Juho Rousu: On Decision Boundaries of Naïve Bayes in Continuous Domains. PKDD 2003: 144-155
31		Richard Nock, Tapio Elomaa, Matti Kääriäinen: Reduced Error Pruning of branching programs cannot be approximated to within a logarithmic factor. Inf. Process. Lett. 87(2): 73-78 (2003)
30		Tapio Elomaa, Juho Rousu: Necessary and Sufficient Pre-processing in Numerical Range Discretization. Knowl. Inf. Syst. 5(2): 162-182 (2003)
29		Ilkka Autio, Tapio Elomaa: Flexible view recognition for indoor navigation based on Gabor filters and support vector machines. Pattern Recognition 36(12): 2769-2779 (2003)
	2002
28		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
27		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
26		Tapio Elomaa, Matti Kääriäinen: Progressive Rademacher Sampling. AAAI/IAAI 2002: 140-145
25		Tapio Elomaa, Matti Kääriäinen: The Difficulty of Reduced Error Pruning of Leveled Branching Programs. AMAI 2002
24		Tapio Elomaa, Jussi T. Lindgren: Experiments with Projection Learning. Discovery Science 2002: 127-140
23		Tapio Elomaa, Juho Rousu: Fast Minimum Training Error Discretization. ICML 2002: 131-138
22		Tapio Elomaa, Matti Kääriäinen: The Difficulty of Reduced Error Pruning of Leveled Branching Programs. ISAIM 2002
21		Tapio Elomaa: Partition-Refining Algorithms for Learning Finite State Automata. ISMIS 2002: 232-243
20		Tapio Elomaa, Juho Rousu: Linear-Time Preprocessing in Optimal Numerical Range Partitioning. J. Intell. Inf. Syst. 18(1): 55-70 (2002)
	2001
19		Tapio Elomaa, Matti Kääriäinen: On the Practice of Branching Program Boosting. ECML 2001: 133-144
18		Tapio Elomaa, Juho Rousu: Preprocessing Opportunities in Optimal Numerical Range Partitioning. ICDM 2001: 115-122
17		Ilkka Autio, Tapio Elomaa, Teemu Kurppa: Robot Landmark Learning with SVMs. SCAI 2001: 157-158
16		Tapio Elomaa, Juho Rousu: On the Computational Complexity of Optimal Multisplitting. Fundam. Inform. 47(1-2): 35-52 (2001)
15		Tapio Elomaa, Matti Kääriäinen: An Analysis of Reduced Error Pruning. J. Artif. Intell. Res. (JAIR) 15: 163-187 (2001)
	2000
14		Tapio Elomaa, Juho Rousu: Generalizing Boundary Points. AAAI/IAAI 2000: 570-576
13		Tapio Elomaa, Juho Rousu: On the Complexity of Optimal Multisplitting. ISMIS 2000: 552-561
	1999
12		Tapio Elomaa: The Biases of Decision Tree Pruning Strategies. IDA 1999: 63-74
11		Juho Rousu, Tapio Elomaa, Robert J. Aarts: Predicting the Speed of Beer Fermentation in Laboratory and Industrial Scale. IWANN (2) 1999: 893-901
10		Tapio Elomaa, Juho Rousu: Speeding Up the Search for Optimal Partitions. PKDD 1999: 89-97
9		Tapio Elomaa, Juho Rousu: General and Efficient Multisplitting of Numerical Attributes. Machine Learning 36(3): 201-244 (1999)
	1998
8		Tapio Elomaa, Juho Rousu: Postponing the Evaluation of Attributes with a High Number of Boundary Points. PKDD 1998: 221-229
7		Tapio Elomaa: A Review of How the Mind Works. AI Magazine 19(3): 135 (1998)
	1997
6		Tapio Elomaa, Juho Rousu: Well-Behaved Evaluation Functions for Numerical Attributes. ISMIS 1997: 147-156
5		Tapio Elomaa, Juho Rousu: Efficient Multisplitting on Numerical Data. PKDD 1997: 178-188
4		Tapio Elomaa, Juho Rousu: On the Well-Behavedness of Important Attribute Evaluation Functions. SCAI 1997: 95-106
	1995
3		Tapio Elomaa, Niklas Holsti, Ilkka Hyvärinen: TELA: A Platform for Experimenting with Attribute-based Learning Programs. SCAI 1995: 392-395
	1994
2		Tapio Elomaa, Esko Ukkonen: A Geometric Approach to Feature Selection. ECML 1994: 351-354
1		Tapio Elomaa: In Defense of C4.5: Notes Learning One-Level Decision Trees. ICML 1994: 62-69

Coauthor Index

1	Robert J. Aarts	[11]
2	Timo Aho	[48] [52] [53]
3	Ilkka Autio	[17] [29]
4	Petr Berka	[54] [58]
5	Jaakko Hollmén	[60]
6	Niklas Holsti	[3]
7	Ilkka Hyvärinen	[3]
8	Matti Kääriäinen	[15] [19] [22] [25] [26] [31] [34] [35] [37] [59]
9	Heidi Koivistoinen	[39] [44]
10	Jussi Kujala	[40] [41] [42] [43] [45] [46] [47] [48] [51] [52] [53] [56]
11	Teemu Kurppa	[17]
12	Petri Lehtinen	[49] [50]
13	Jussi T. Lindgren	[24]
14	Tuomo Malinen	[33] [35] [38]
15	Heikki Mannila	[27] [28] [57] [60]
16	Richard Nock	[31]
17	Pekka Orponen	[57]
18	Zbigniew W. Ras	[54]
19	Jan Rauch	[54] [58]
20	Juho Rousu	[4] [5] [6] [8] [9] [10] [11] [13] [14] [16] [18] [20] [23] [30] [32] [36] [40] [42]
21	Keijo Ruohonen	[55]
22	Minna Ruuska	[44]
23	Matti Saarela	[50] [55]
24	Hannu Toivonen	[27] [28]
25	Esko Ukkonen	[2]

Colors in the list of coauthors

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