Petri Myllymäki, Professor

Publications

Research output per year 1992 2005 2007 2008 2009 2015 2020

• 46 Conference contribution
• 18 Article
• 11 Anthology or special issue
• 8 Patent
• 11 More
  • 4 Commissioned report
  • 3 Chapter
  • 2 Conference article
  • 1 Letter
  • 1 Preprint

Research output per year

Research output per year

Search results

• 2020

  In Memoriam: Jorma J. Rissanen, 1932–2020

  Grünwald, P., Myllymäki, P., Roos, T. & Tabus, I., Sept 2020, In: IEEE Information Theory Society Newsletter. 70, 3, p. 13-14

  Research output: Contribution to journal › Letter › Professional

• 2019

  A method for cleaning of a device

  Haeggström, E., Salmi, A., Klami, A., Myllymäki, P. & Rauhala, T., 23 May 2019, IPC No. B08B3/12; B08B9/032; F28G15/00; F28G7/00; G05B13/02, Patent No. WO2019097114A1, 23 May 2019, Priority No. FI20170006017 20171114

  Research output: Patent

• 2018

  Detecting Industrial Fouling by Monotonicity during Ultrasonic Cleaning

  Rajani, C., Klami, A., Salmi, A., Rauhala, T., Haeggström, E. & Myllymäki, P., 1 Nov 2018, 2018 IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP). IEEE, 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• Empirical Hardness of Finding Optimal Bayesian Network Structures: Algorithm Selection and Runtime Prediction

  Malone, B., Kangas, K., Järvisalo, M., Koivisto, M. & Myllymäki, P., Jan 2018, In: Machine Learning. 107, 1, p. 247-283 37 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Interactive Intent Modeling for Exploratory Search

  Ruotsalo, T., Peltonen, J., Eugster, M. J. A., Glowacka, D., Floréen, P., Myllymäki, P., Jacucci, G. & Kaski, S., Oct 2018, In: ACM Transactions on Information Systems. 36, 4, p. 44:1-46 46 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File
• 2017

  AS-ASL: Algorithm Selection with Auto-sklearn

  Malone, B., Kangas, K., Järvisalo, M., Koivisto, M. & Myllymäki, P., 2017, In: JMLR workshop and conference proceedings. 79, p. 19-22 4 p.

  Research output: Contribution to journal › Conference article › Scientific › peer-review

  Open Access

  File

• Duplicate Detection for Bayesian Network Structure Learning

  Jahnsson, N., Malone, B. & Myllymäki, P., Jan 2017, In: New Generation Computing. 35, 1, p. 47-67 21 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Low-dimensional information discovery and presentation system, apparatus and method

  Ruotsalo, T. J., Peltonen, J. T., Eugster, M. J. A., Myllymäki, P. J., Jacucci, G., Kaski, S. & Glowacka, D., 1 Oct 2017, Google Patents, Patent No. US9798780B2

  Research output: Patent
• 2016

  Proceedings of the Ninth Workshop on Information Theoretic Methods in Science and Engineering

  Rissanen, J. J. (ed.), Leppä-Aho, J. L. A. (ed.), Roos, T. T. (ed.) & Myllymäki, P. J. (ed.), 2016, Helsinki: University of Helsinki, Department of Computer Science. 47 p. (Series of Publications B; vol. B-2016-2)

  Research output: Book/Report › Commissioned report
• 2015

  Hashing-Based Hybrid Duplicate Detection for Bayesian Network Structure Learning

  Jahnsson, N., Malone, B. & Myllymäki, P., 2015, Advanced Methodologies for Bayesian Networks : Second International Workshop, AMBN 2015 Yokohama, Japan, November 16–18, 2015 Proceedings. Suzuki, J. & Ueno, M. (eds.). Cham: Springer International Publishing AG, p. 46-60 15 p. (Lecture Notes in Computer Science. Lecture Notes in Artificial Intelligence; vol. 9505).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Impact of Learning Strategies on the Quality of Bayesian Networks: An Empirical Evaluation

  Malone, B., Järvisalo, M. & Myllymäki, P., 2015, Uncertainty in Artificial Intelligence : Proceedings of the Thirty‑First Conference (2015). Meila, M. & Heskes, T. (eds.). Corvallis, Oregon: AUAI Press, p. 562-571 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

• Inferring intra-motif dependencies of DNA binding sites from ChIP-seq data

  Eggeling, R., Roos, T., Myllymäki, P. & Grosse, I., 9 Nov 2015, In: BMC Bioinformatics. 16, 15 p., 375.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Interactive intent modeling: Information discovery beyond search

  Ruotsalo, T., Jacucci, G., Myllymäki, P. & Kaski, S., Jan 2015, In: Communications of the ACM. 58, 1, p. 86-92 7 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Low-Dimensional Information Discovery and Presentation System, Apparatus and Method

  Ruotsalo, T., Peltonen, J., Eugster, M., Myllymäki, P., Jacucci, G., Kaski, S. & Glowacka, D., 2015, (Submitted)

  Research output: Patent

• Proceedings of the Eighth Workshop on Information Theoretic Methods in Science and Engineering

  Rissanen, J. J. (ed.), Harremoës, P. (ed.), Forchhammer, S. (ed.), Roos, T. T. (ed.) & Myllymäki, P. J. (ed.), 2015, Helsinki: University of Helsinki, Department of Computer Science. 53 p. (Series of Publications B; vol. B-2015-1)

  Research output: Book/Report › Anthology or special issue › Scientific › peer-review

  Open Access

  File

• SciNet: Interactive Intent Modeling for Information Discovery

  Ruotsalo, T., Peltonen, J., Eugster, M. JA., Glowacka, D., Reijonen, A., Jacucci, G., Myllymäki, P. & Kaski, S., 2015, Proceedings of the 38th International ACM SIGIR Conference on Research and Development in Information Retrieval, Santiago, Chile, August 9-13, 2015. New York, NY: ACM, p. 1043-1044 2 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
• 2014

  Intentradar: search user interface that anticipates user's search intents

  Ruotsalo, T., Peltonen, J., Eugster, M., Glowacka, D., Reijonen, A., Jacucci, G., Myllymäki, P. & Kaski, S., 2014, CHI EA '14 CHI '14 Extended Abstracts on Human Factors in Computing Systems . New York: ACM, p. 455-458 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Optimal Neighborhood Preserving Visualization by Maximum Satisfiability

  Bunte, K., Järvisalo, M., Berg, O., Myllymäki, P., Peltonen, J. & Kaski, S., 2014, Proceedings of the 28th AAAI Conference on Artificial Intelligence (AAAI 2014). Brodley, C. E. & Stone, P. (eds.). AAAI Press, p. 1694-1700 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Passive Localization of a Robot Using Multiple-View Geometry

  Khoramshahi, E., Honkavaara, E., Hyyppä, J. & Myllymäki, P., 2014, In: International Journal of Robotics Applications and Technologies . 2, 2, p. 20-36 17 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Predicting the Hardness of Learning Bayesian Networks

  Malone, B. M., Kangas, K., Järvisalo, M., Koivisto, M. & Myllymäki, P., 2014, Proceedings of the 28th AAAI Conference on Artificial Intelligence (AAAI 2014). Brodley, C. E. & Stone, P. (eds.). AAAI Press, p. 2460-2466 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Proceedings of the Seventh Workshop on Information Theoretic Methods in Science and Engineering

  Rissanen, J. J. (ed.), Myllymäki, P. J. (ed.), Roos, T. T. (ed.) & Santhanam, N. P. (ed.), 2014, Helsinki: University of Helsinki, Department of Computer Science. 34 p. (Series of Publications B; vol. B-2014-4)

  Research output: Book/Report › Anthology or special issue › Scientific › peer-review

• Robust learning of inhomogeneous PMMs

  Eggeling, R., Roos, T., Myllymäki, P. & Grosse, I., Apr 2014, Proceedings of the 17th International Conference on Artificial Intelligence and Statistics (AISTATS-2014). Kaski, S. & Corander, J. (eds.). p. 229-237 9 p. (JMLR: Workshop and Conference Proceedings; vol. 33).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File
• 2013

  [Proceedings of the] WITMSE2013, The Sixth Workshop on Information Theoretic Methods in Science and Engineering, 26-29 August, Tokyo, Japan

  Rissanen, J. (ed.), Myllymäki, P. (ed.), Roos, T. (ed.), Yamanishi, K. (ed.) & Tabus, I. (ed.), 2013, Tokyo: University of Tokyo. 95 p.

  Research output: Book/Report › Anthology or special issue › Scientific › peer-review

• Achievability of Asymptotic Minimax Regret in Online and Batch Prediction

  Watanabe, K., Roos, T. & Myllymäki, P., Nov 2013, Proceedings of the 5th Asian Conference on Machine Learning. Soon Ong, C. & Bao Ho, T. (eds.). p. 181-193 (Journal of Machine Learning Research: Workshop and Conference Proceedings; vol. 29).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  Open Access

  File

• Directing Exploratory Search with Interactive Intent Modeling

  Ruotsalo, T., Jaakko, P., Eugster, M. J. A., Glowacka, D., Konyushkova, K., Athukorala, K., Kosunen, I., Reijonen, A., Myllymäki, P., Jacucci, G. & Kaski, S., 2013, ACM International Conference on Information and Knowledge Management (CIKM 2013). New York: ACM, p. 1759-1764 6 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Minimum Encoding Approaches for Predictive Modeling

  Grunwald, P. D., Kontkanen, P., Myllymaki, P., Silander, T. & Tirri, H., 30 Jan 2013.

  Research output: Working paper › Preprint

  File

• Non-Achievability of Asymptotic Minimax Regret without Knowledge of the Sample Size

  Watanabe, K., Roos, T. & Myllymäki, P., 2013, Proc. Information-Based Induction Sciences and Machine Learning (IBISML). Nagoya Institute of Technology

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific

• On Supervised Selection of Bayesian Networks

  Kontkanen, P., Myllymaki, P., Silander, T. & Tirri, H., 23 Jan 2013, Proceedings of the Fifteenth Conference on Uncertainty in Artificial Intelligence (UAI1999).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

  File
• 2012

  Comparison of NML and Bayesian scoring criteria for learning parsimonious Markov models

  Eggeling, R., Roos, T. T., Myllymäki, P. & Grosse, I., 2012, Proceedings of the 5th Workshop on Information Theoretic Methods in Science and Engineering: WITMSE-2012. 4 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific

  Open Access

  File

• Editorial: Special issue on the Fifth European Workshop on Probabilistic Graphical Models (PGM-2010)

  Roos, T. (ed.), Myllymäki, P. (ed.) & Jaakkola, T. (ed.), Dec 2012, In: International Journal of Approximate Reasoning. 59, 9, p. 1303–1304 2 p.

  Research output: Contribution to journal › Article › Scientific

  Open Access

  File

• Long-term effects of ubiquitous surveillance in the home

  Oulasvirta, A., Pihlajamaa, A., Perkiö, J. P., Ray, D., Vähäkangas, T., Hasu, T., Vainio, N. & Myllymäki, P., 2012, UbiComp '12: Proceedings of the 2012 ACM Conference on Ubiquitous Computing . p. 41-50 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Ma$$iv€ - An Intelligent Mobile Grocery Assistant

  Bhattacharya, S., Floréen, P., Forsblom, A., Hemminki, S., Myllymäki, P., Nurmi, P., Pulkkinen, T. & Salovaara, A., 27 Jun 2012, Eighth International Conference on Intelligent Environments : IE 2012 Proceedings. IEEE Computer Society, p. 165-172

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Proceedings of the Fifth Workshop on Information Theoretic Methods in Science and Engineering (WITMSE-2012)

  de Rooij, S. (ed.), Kotlowski, W. (ed.), Rissanen, J. (ed.), Myllymäki, P. (ed.), Roos, T. (ed.) & Yamanishi, K. (ed.), 2012, Amsterdam: Centrum Wiskunde & Informatica (CWI). 91 p.

  Research output: Book/Report › Anthology or special issue › Scientific › peer-review

  File
• 2011

  Discriminative learning of Bayesian networks via factorized conditional log-likelihood

  Carvalho, A. M., Roos, T. T., Oliveira, A. L. & Myllymäki, P., 2011, In: Journal of Machine Learning Research. 12, p. 2181-2210 30 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

  Open Access

  File

• Fourth Workshop on Information Theoretic Methods in Science and Engineering: Proceedings

  Rissanen, J. (ed.), Myllymäki, P. (ed.), Roos, T. (ed.), Tabus, I. (ed.) & Yamanishi, K. (ed.), 2011, Helsinki. 83 p. (Department of Computer Science, Series of Publications C; no. C-2011-45)

  Research output: Book/Report › Anthology or special issue › Scientific › peer-review

  Open Access

  File

• Semi-supervised learning for WLAN positioning

  Pulkkinen, T., Roos, T. T. & Myllymäki, P., 2011, Artificial Neural Networks and Machine Learning: 21st International Conference on Artificial Neural Networks (ICANN 2011). Honkela, T., Duch, W., Girolami, M. A. & Kaski, S. (eds.). Springer-Verlag, Vol. 1. p. 355-362 8 p. (Lecture Notes in Computer Science; vol. 6791).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
• 2010

  Image Similarity: From Syntax to Weak Semantics

  Perkiö, J., Tuominen, A., Vähäkangas, T. & Myllymäki, P., 2010, In: Multimedia Tools and Applications.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Learning locally minimax optimal Bayesian networks

  Silander, T., Roos, T. T. & Myllymäki, P., 2010, In: International Journal of Approximate Reasoning. 51/2010, 5, p. 544-557 14 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Model selection by sequentially normalized least squares

  Rissanen, J., Roos, T. & Myllymaki, P., 2010, In: Journal of Multivariate Analysis. 101, p. 839-849 11 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Proceedings of the Fifth European Workshop on Probabilistic Graphical Models

  Myllymäki, P., Roos, T. & Jaakkola, T., Sept 2010, Helsinki: Helsinki Institute for Information Technology HIIT. 302 p. (HIIT Publications; no. 2010-2)

  Research output: Book/Report › Anthology or special issue › Scientific › peer-review

• Proceedings of the Third Workshop on Information Theoretic Methods in Science and Engineering, August 16-18, 2010, Tampere, Finland

  Yamanishi, K. (ed.), Kontoyiannis, I. (ed.), Liski, E. P. (ed.), Myllymäki, P. (ed.), Rissanen, J. J. (ed.) & Tabus, I. (ed.), 2010, Tampere International Center for Signal Processing. (Tampere International Center for Signal Processing. TICSP series; no. 55)

  Research output: Book/Report › Anthology or special issue › Scientific › peer-review
• 2009

  A framework for MDL clustering

  Myllymäki, P., 2009, Proceedings of the Second Workshop on Information Theoretic Methods in Science and Engineering, August 17-19, 2009, Tampere, Finland.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Image similarity: from syntax to weak semantics using multimodal features with application to multimedia retrieval

  Perkiö, J., Tuominen, A. & Myllymäki, P., 2009, The First International Conference on Multimedia Information Networking and Security, MINES 2009: Proceedings. O’Conner, L. (ed.). Vol. 2. p. 213-219 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Locally minimax optimal predictive modeling with Bayesian networks

  Silander, T., Roos, T. & Myllymäki, P., 2009, Proceedings of the 12th International Conference on Artificial Intelligence and Statistics (AISTATS) 2009. p. 504-511 8 p. (JMLR workshop and conference proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• Magrathea: building and analyzing ubiquitous and social systems

  Perkiö, J. & Myllymäki, P., 2009, Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology: - IEEE, [2009]. p. 66-75 10 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• MDL-based attribute models in naive Bayes classification

  Elovaara, E. & Myllymäki, P., 2009, Proceedings of the Second Workshop on Information Theoretic Methods in Science and Engineering, August 17-19, 2009, Tampere, Finland.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• MDL denoising revisited

  Roos, T., Myllymäki, P. & Rissanen, J., 2009, In: IEEE Transactions on Signal Processing. 57, 9, p. 3347-3360 14 p.

  Research output: Contribution to journal › Article › Scientific › peer-review

• Proceedings of the Second Workshop on Information Theoretic Methods in Science and Engineering, August 17-19, 2009, Tampere, Finland

  Heikkonen, J. (ed.), Kontoyiannis, I. (ed.), Liski, E. P. (ed.), Myllymäki, P. (ed.), Rissanen, J. (ed.) & Tabus, I. (ed.), 2009, Tampere: Tampere International Center for Signal Processing. (Tampere International Center for Signal Processing. TICSP series; no. 49)

  Research output: Book/Report › Anthology or special issue › Scientific › peer-review

• VISCI virtual intelligent space for collaborative innovation: project description

  Kumpulainen, K., Myllymäki, P., Smeds, R., Kronqvist, J. & Pöyry-Lassila, P., 2009, Proceedings of 1st. International Symposium on Tangible Software Engineering Education, October 9, 2009, Tokyo International Forum, Tokyo, Japan : (STANS09). E. B. T. N. . (ed.). p. 75-82 8 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

• 2008

  A Bayesian approach to learning in fault isolation

  Pernestål, A., Wettig, H., Silander, T., Nyberg, M. & Myllymäki, P., 2008, Proceedings of the 19th International Workshop on Principles of Diagnosis (DX-08), September 22-24, 2008, Blue Mountains, NSW, Australia: 2008. p. 143-150 8 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review