Tampere University of Technology

TUTCRIS Research Portal

Tapio Elomaa

  1. 2018
  2. Published

    Feasibility of B2C Customer Relationship Analytics in the B2B Industrial Context

    Stormi, K., Laine, T. & Elomaa, T., 2018, European conference of information systems (ECIS): European Conference on Information Systems 2018, June 23rd – 28th 2018 / Portsmouth, UK. 16 p.

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

  3. Published

    Forecasting sales in industrial services: modeling business potential with installed base information

    Stormi, K., Laine, T., Suomala, P. & Elomaa, T., 2018, In : JOURNAL OF SERVICE MANAGEMENT. 29, 2

    Research output: Contribution to journalArticleScientificpeer-review

  4. Published

    Hierarchical Clustering of High-Dimensional Data Without Global Dimensionality Reduction

    Kampman, I. & Elomaa, T., 2018, Foundations of Intelligent Systems - 24th International Symposium, ISMIS 2018, Limassol, Cyprus, October 29-31, 2018, Proceedings. Springer, p. 236-246 11 p. ( Lecture Notes in Artificial Intelligence; vol. 11177).

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

  5. 2015
  6. Published

    Integer Linear Programming-Based Scheduling for Transport Triggered Architectures

    Äijö, T., Jääskeläinen, P., Elomaa, T., Kultala, H. & Takala, J., 4 Dec 2015, In : ACM Transactions on Architecture and Code Optimization. 12, 4, 22 p., 59.

    Research output: Contribution to journalArticleScientificpeer-review

  7. Published

    Augmenting Technology Trees: Automation and Tool Support

    Heinimäki, T. J. & Elomaa, T., Sep 2015, Proceedings of the Seventh International Conference on Virtual Worlds and Games for Serious Applications (VS-Games 2015). IEEE, p. 68-75 8 p.

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

  8. Published

    Quality measures for improving technology trees

    Heinimäki, T. J. & Elomaa, T., 2015, In : International Journal of Computer Games Technology. 2015, 10 p., 975371.

    Research output: Contribution to journalArticleScientificpeer-review

  9. 2013
  10. Published

    Facilitating Technology Forestry: Software Tool Support for Creating Functional Technology Trees

    Heinimäki, T. & Elomaa, T., 2013, Third International Conference on Innovative Computing Technology, INTECH 2013, August 29-31, 2013, London, UK. Piscataway, NJ: IEEE, p. 510-519 (International Conference on Innovative Computing Technology).

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

  11. 2012
  12. Published

    Multi-Target Regression with Rule Ensembles

    Aho, T., Zenko, B., Dzeroski, S. & Elomaa, T., 2012, In : Journal of Machine Learning Research. 13, p. 2367-2407

    Research output: Contribution to journalArticleScientificpeer-review

  13. Published

    Online ChiMerge Algorithm

    Lehtinen, P., Saarela, M. & Elomaa, T., 2012, Data Mining: Foundations and Intelligent Paradigms, Volume 2: Statistical, Bayesian, Time Series and Other Theoretical Aspects. Holmes, D. E. & Jain, L. C. (eds.). Berlin Heidelberg: Springer, p. 199-216 (Intelligent Systems Reference Library ISRL; vol. 24).

    Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

  14. 2011
  15. Published

    Discovery Science 14th International Conference, DS 2011, Espoo, Finland, October 5-7, 2011. Proceedings

    Elomaa, T. (ed.), Hollmen, J. (ed.) & Mannila, H. (ed.), 2011, Heidelberg: Springer. (Lecture Notes in Computer Science; vol. 6926)

    Research output: Book/ReportAnthologyScientificpeer-review

  16. Published

    Learning Multi-Target Regression with Rule Ensembles

    Aho, T., Zenko, B., Dzeroski, S. & Elomaa, T., 2011, Tampere: Tampere University of Technology. 47 p. (Tampere University of Technology. Department of Software Systems. Report; vol. 18)

    Research output: Book/ReportCommissioned reportProfessional

  17. Published

    Special Issue on Data Analysis Methodologies for Intelligent Systems: guest editor's introduction

    Elomaa, T., Berka, P. & Rauch, J., 2011, Unknown Publisher. (Journal of Intelligent Information Systems; vol. 37, no. 3)

    Research output: Book/ReportAnthologyScientificpeer-review

  18. 2010
  19. Published

    Algorithms and Applications Algorithms and Applications: Essays Dedicated to Esko Ukkonen on the Occasion of His 60th Birthday

    Elomaa, T. (ed.), Mannila, H. (ed.) & Orponen, P. (ed.), 2010, Heidelberg: Springer. (Lecture Notes in Computer Science; vol. 6060)

    Research output: Book/ReportAnthologyScientificpeer-review

  20. Published

    An analysis of relevance vector machine regression

    Saarela, M., Elomaa, T. & Ruohonen, K., 2010, Advances in Machine Learning I, Studies in Computational Intelligence. Koronacki, J., Ras Zbigniew, W., Wierzchon Slawomir, T. & Kacprzyk, J. (eds.). Heidelberg: Springer, p. 227-246

    Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

  21. Published

    Covering analysis of the greedy algorithm for partial cover

    Elomaa, T. & Kujala, J., 2010, Algorithms and Applications Essays Dedicated to Esko Ukkonen on the Occasion of His 60th Birthday. Elomaa, T., Mannila, H. & Orponen, P. (eds.). Heidelberg: Springer, p. 102-113 12 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterScientificpeer-review

  22. Published

    Special Issue of Methodologies for Intelligent Systems

    Berka, P. (ed.), Elomaa, T. (ed.), Rauch, J. (ed.) & Ras, Z. (ed.), 2010, Amsterdam: IOS Press. (Fundamenta Informaticae; vol. 99, no. 2)

    Research output: Book/ReportAnthologyScientificpeer-review

  23. 2009
  24. Published

    A walk from 2-norm SVM to 1-norm SVM

    Kujala, J., Aho, T. & Elomaa, T., 2009, Proceedings of the 9th IEEE International Conference on Data Mining, ICDM 2009, Miami, Florida, USA, 6-9 December 2009. Wang, W. (ed.). p. 836-841

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

  25. Published

    Foundations of Intelligent Systems, 18th International Symposium, ISMIS 2009, Prague, Czech Republic, September 14-17, 2009. Proceedings

    Rauch, J. (ed.), Ras, Z. (ed.), Berka, P. (ed.) & Elomaa, T. (ed.), 2009, Berlin: Springer. (Lecture Notes in Artificial Intelligence; vol. 5722)

    Research output: Book/ReportAnthologyScientificpeer-review

  26. 2008
  27. Published

    Maintaining optimal multi-way splits for numerical attributes in data streams

    Elomaa, T. & Lehtinen, P., 2008, In : Lecture Notes in Computer Science. 5012, p. 544-553

    Research output: Contribution to journalArticleScientificpeer-review

  28. Published

    Obtaining low-arity discretizations from online data streams

    Elomaa, T., Lehtinen, P. & Saarela, M., 2008, In : Lecture Notes in Computer Science. 4994, p. 90-99

    Research output: Contribution to journalArticleScientificpeer-review

  29. Published

    Ranking the uniformity of interval pairs

    Kujala, J. & Elomaa, T., 2008, In : Lecture Notes in Computer Science. 5211, p. 640-655

    Research output: Contribution to journalArticleScientificpeer-review

  30. Published

    Reducing splaying by taking advantage of working sets

    Aho, T., Elomaa, T. & Kujala, J., 2008, In : Lecture Notes in Computer Science. 5038, p. 1-13 13 p.

    Research output: Contribution to journalArticleScientificpeer-review

  31. Published

    The cost of offline binary search tree algorithms and the complexity of the request sequence

    Kujala, J. & Elomaa, T., 2008, In : Theoretical Computer Science. 393, 1-3, p. 231-239

    Research output: Contribution to journalArticleScientificpeer-review

  32. Published

    Unsupervised classifier selection based on two-sample test

    Aho, T., Elomaa, T. & Kujala, J., 2008, In : Lecture Notes in Computer Science. 5255, p. 28-39

    Research output: Contribution to journalArticleScientificpeer-review

  33. 2007
  34. Published

    Following the perturbed leader to gamble at multi-armed bandits

    Kujala, J. & Elomaa, T., 2007, In : Lecture Notes in Computer Science. 4754, p. 166-180

    Research output: Contribution to journalArticleScientificpeer-review

  35. Published

    Improved algorithms for univariate discretization of continuous features

    Kujala, J. & Elomaa, T., 2007, In : Lecture Notes in Computer Science. 4702, p. 188-199

    Research output: Contribution to journalArticleScientificpeer-review

  36. 2006
  37. Published

    A Voronoi diagram approach to autonomous clustering

    Koivistoinen, H., Ruuska, M. & Elomaa, T., 2006, In : Lecture Notes in Computer Science. 4265, p. 149-160

    Research output: Contribution to journalArticleScientificpeer-review

  38. Published

    Poketree: A dynamically competitive data structure with good worst-case performance

    Kujala, J. & Elomaa, T., 2006, In : Lecture Notes in Computer Science. 4288, p. 277-288

    Research output: Contribution to journalArticleScientificpeer-review

  39. Published

    Practical approximation of optimal multivariate discretization

    Elomaa, T., Kujala, J. & Rousu, J., 2006, In : Lecture Notes in Computer Science. 4203, p. 612-621

    Research output: Contribution to journalArticleScientificpeer-review

  40. 2005
  41. Published

    Approximation algorithms for minimizing empirical error by axis-parallel hyperplanes

    Elomaa, T., Kujala, J. & Rousu, J., 2005, In : Lecture Notes in Computer Science. 3720, p. 547-555

    Research output: Contribution to journalArticleScientificpeer-review

  42. Published

    On autonomous k-means clustering

    Elomaa, T. & Koivistoinen, H., 2005, In : Lecture Notes in Artificial Intelligence. 3488, p. 228-236

    Research output: Contribution to journalArticleScientificpeer-review

  43. Published

    On following the perturbed leader in the bandit setting

    Kujala, J. & Elomaa, T., 2005, In : Lecture Notes in Computer Science. 3734, p. 371-384

    Research output: Contribution to journalArticleScientificpeer-review

  44. Published

    On look-ahead and pathology in decision tree learning

    Elomaa, T. & Malinen, T., 2005, In : Journal of Experimental & Theoretical Artificial Intelligence JETAI. 17, 1-2, p. 19-33

    Research output: Contribution to journalArticleScientificpeer-review

  45. Published

    Oppimisen teoriasta ja teorian oppimisesta

    Elomaa, T., 2005, In : Tietojenkäsittelytiede. 23, p. 17-25

    Research output: Contribution to journalArticleScientificpeer-review

  46. 2004
  47. Published

    Efficient Multisplitting Revisited: Optima-Preserving Elimination of Partition Candidates

    Elomaa, T. & Rousu, J., 2004, In : Data Mining and Knowledge Discovery. 8, 2, p. 97-126

    Research output: Contribution to journalArticleScientificpeer-review

  48. Published

    Selective rademacher penalization and reduced error pruning of decisions trees

    Kääriäinen, M., Malinen, T. & Elomaa, T., 2004, In : Journal of Machine Learning Research. 5, p. 1107-1126

    Research output: Contribution to journalArticleScientificpeer-review

  49. Published

    The Difficulty of reduced error pruning of leveled branching programs

    Elomaa, T. & Kääriäinen, M., 2004, In : Annals of Mathematics and Artificial Intelligence. 41, p. 111-124 14 p.

    Research output: Contribution to journalArticleScientificpeer-review

  50. 2003
  51. Flexible view recognition for indoor navigation based on Gabor filters and support vector machines

    Autio, I. & Elomaa, T., 2003, In : Pattern Recognition. 36, p. 2769-2779

    Research output: Contribution to journalArticleScientificpeer-review

  52. Necessary and sufficient pre-processing in numerical range discretization

    Elomaa, T. & Rousu, J., 2003, In : Knowledge and Information Systems. 5, 2, p. 162-182

    Research output: Contribution to journalArticleScientificpeer-review

  53. Published

    On Decision Boundaries of Naive Bayes in Continuous Domains

    Elomaa, T. & Rousu, J., 2003, In : Lecture Notes in Artificial Intelligence. 2838, p. 144-155

    Research output: Contribution to journalArticleScientificpeer-review

  54. Published

    On Lookahead Heuristics in Decision Tree Learning

    Elomaa, T. & Malinen, T., 2003, In : Lecture Notes in Artificial Intelligence. 2871, p. 445-453

    Research output: Contribution to journalArticleScientificpeer-review

  55. Published

    Rademacher Penalization over Decision Tree Prunings

    Kääriäinen, M. & Elomaa, T., 2003, In : Lecture Notes in Artificial Intelligence. 2837, p. 193-204

    Research output: Contribution to journalArticleScientificpeer-review

  56. Reduced Error Pruning of branching programs cannot be approximated to within a logarithmic factor

    Nock, R., Elomaa, T. & Kääriäinen, M., 2003, In : Information Processing Letters. 87, 2, p. 73-78

    Research output: Contribution to journalArticleScientificpeer-review

  57. 2002
  58. Experiments with projection learning

    Elomaa, T. & Lindgren, J. T., 2002, In : Lecture Notes in Computer Science. 2534, p. 127-140

    Research output: Contribution to journalArticleScientificpeer-review

  59. Fast minimum error discretization

    Elomaa, T. & Rousu, J., 2002, Proceedings of the Nineteenth International Conference on Machine Learning (ICML 2002), Sydney, Australia, July 8-12, 2002. Sammut, C. (ed.). p. 131-138

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

  60. Linear-time preprocessing in optimal numerical range partitioning

    Elomaa, T. & Rousu, J., 2002, In : Journal of Intelligent Information Systems. 18, 1, p. 55-70

    Research output: Contribution to journalArticleScientificpeer-review

  61. Machine Learning: ECML 2002, 13th European Conference on Machine Learning, Helsinki, Finland, August 19-23, 2002

    Elomaa, T. (ed.), Mannila, H. (ed.) & Toivonen, H. (ed.), 2002, Unknown Publisher. (Lecture Notes in Artificial Intelligence; vol. 2430)

    Research output: Book/ReportAnthologyScientificpeer-review

  62. Partition-refining algorithms for learning finite state automata

    Elomaa, T., 2002, In : Lecture Notes in Artificial Intelligence. 2366, p. 232-243

    Research output: Contribution to journalArticleScientificpeer-review

  63. Principles of Data Mining and Knowledge Discovery, 6th European Conference, PKDD 2002, Helsinki, Finland, August 19-23, 2002, Proceedings

    Elomaa, T. (ed.), Mannila, H. (ed.) & Toivonen, H. (ed.), 2002, Unknown Publisher. (Lecture Notes in Artificial Intelligence; vol. 2431)

    Research output: Book/ReportAnthologyScientificpeer-review

  64. Progressive Rademacher sampling

    Elomaa, T. & Kääriäinen, M., 2002, Proceedings of the Eighteenth National Conference on Artificial Intelligence (AAAI-02), Edmonton, Canada, July 28 - August 1, 2002. p. 140-145

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

  65. 2001
  66. An analysis of reduced error pruning

    Elomaa, T. & Kääriäinen, M., 2001, In : Journal of Artificial Intelligence Research. 15, p. 163-187

    Research output: Contribution to journalArticleScientificpeer-review

  67. On the computational complexity of optimal multisplitting

    Elomaa, T. & Rousu, J., 2001, In : Fundamenta Informaticae. 47, 1-2, p. 35-52

    Research output: Contribution to journalArticleScientificpeer-review

  68. On the practice of branching program boosting

    Elomaa, T. & Kääriäinen, M., 2001, In : Lecture Notes in Artificial Intelligence. 2167, p. 133-144

    Research output: Contribution to journalArticleScientificpeer-review

  69. Preprocessing opportunities in optimal numerical range partitioning

    Elomaa, T. & Rousu, J., 2001, Proceedings of the 2001 IEEE International Conference on Data Mining, San Jose, California, USA, 29 November - 2 December 2001. Cercone, N. (ed.). p. 115-122

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

  70. 2000
  71. Generalizing boundary points

    Elomaa, T. & Rousu, J., 2000, Proceedings of the Seventeenth National Conference on Artificial Intelligence (AAAI-2000), Austin, Texas USA, July 30-August 3, 2000. p. 570-576

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

  72. On the complexity of optimal multisplitting

    Elomaa, T. & Rousu, J., 2000, In : Lecture Notes in Artificial Intelligence. 1932, p. 552-561

    Research output: Contribution to journalArticleScientificpeer-review

  73. 1999
  74. General and efficient multisplitting of numerical attributes

    Elomaa, T. & Rousu, J., 1999, In : Machine Learning. 36, 3, p. 201-244

    Research output: Contribution to journalArticleScientificpeer-review

  75. Predicting the speed of beer fermentation in laboratory and industrial scale

    Rousu, J., Elomaa, T. & Aarts, R., 1999, In : Lecture Notes in Computer Science. 1607, p. 893-901

    Research output: Contribution to journalArticleScientificpeer-review

  76. Speeding up the search for optimal partitions

    Elomaa, T. & Rousu, J., 1999, In : Lecture Notes in Artificial Intelligence. 1704, p. 89-97

    Research output: Contribution to journalArticleScientificpeer-review

  77. The biases of decision tree pruning strategies

    Elomaa, T., 1999, In : Lecture Notes in Computer Science. 1642, p. 63-74

    Research output: Contribution to journalArticleScientificpeer-review

  78. 1998
  79. Postponing the evaluation of attributes with a high number of boundary points

    Elomaa, T. & Rousu, J., 1998, In : Lecture Notes in Artificial Intelligence. 1510, p. 221-229

    Research output: Contribution to journalArticleScientificpeer-review

  80. 1997
  81. Efficient multisplitting on numerical data

    Elomaa, T. & Rousu, J., 1997, In : Lecture Notes in Artificial Intelligence. 1263, p. 178-188

    Research output: Contribution to journalArticleScientificpeer-review

  82. Well-behaved evaluation functions for numerical attributes

    Elomaa, T. & Rousu, J., 1997, In : Lecture Notes in Artificial Intelligence. 1325, p. 147-156

    Research output: Contribution to journalArticleScientificpeer-review

  83. 1994
  84. A geometric approach to feature selection

    Elomaa, T. & Ukkonen, E., 1994, In : Lecture Notes in Artificial Intelligence. 784, p. 351-354

    Research output: Contribution to journalArticleScientificpeer-review

  85. In defense of C4.5: Notes on learning one-level decision trees

    Elomaa, T., 1994, Proceedings of the Eleventh International Conference on Machine Learning, New Brunswick, N.J. USA, July 10-13, 1994. Cohen, W. W. (ed.). p. 62-69

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

  86. 1990
  87. On inducing topologically minimal decision trees

    Elomaa, T. & Kivinen, J., 1990, Proceedings of the 2nd International Conference on Tools for Artificial Intelligence, Herndon, VA USA, November 6-9, 1990. p. 746-752

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

  88. 1989
  89. An experimental comparison of inducing decision trees and decision lists in noisy domains

    Elomaa, T. & Holsti, N., 1989, Proceedings of the Fourth European Working Session on Learning, Montpelier, France, 4-6 December 1989. p. 59-69

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

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