No photo of Kai Puolamäki
  • PL 68 (Pietari Kalmin katu 5)

    00014

    Finland

  • Finland

20052019
If you made any changes in Pure these will be visible here soon.

Publications 2005 2019

2019

A Constrained Randomization Approach to Interactive Visual Data Exploration with Subjective Feedback

Kang, B., Puolamäki, K., Lijffijt, J. & Bie, T. D., 18 Apr 2019, In : IEEE Transactions on Knowledge and Data Engineering. 14 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Randomization algorithms for large sparse networks

Puolamäki, K., Henelius, A. & Ukkonen, A., 30 May 2019, In : Physical Review E. 99, 5, 15 p., 053311.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
2018

A comparison of goal-oriented gaze strategies of object interaction with real objects and images on display

Radun, J., Chi, H., Lukander, K., Toivanen, M., Puolamäki, K. & Häkkinen, J. P., 1 Nov 2018, (Submitted) In : Vision Research.

Research output: Contribution to journalArticleScientificpeer-review

Biosignals reflect pair-dynamics in collaborative work: EDA and ECG study of pair-programming in a classroom environment

Ahonen, L., Cowley, B. U., Hellas, A. & Puolamäki, K., 16 Feb 2018, In : Scientific Reports. 8, 1, 16 p., 3138.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Interactive Visual Data Exploration with Subjective Feedback: An Information-Theoretic Approach

Puolamäki, K. R., Oikarinen, E. K., Kang, B., Lijffijt, J. & Bie, T. D., 2018, 2018 IEEE 34th International Conference on Data Engineering (ICDE). Piscataway, NJ: IEEE, p. 1208-1211 4 p. (Data engineering ).

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

Subjectively Interesting Subgroup Discovery on Real-valued Targets

Lijffijt, J., Kang, B., Duivesteijn, W., Puolamäki, K. R., Oikarinen, E. K. & Bie, T. D., 2018, 2018 IEEE 34th International Conference on Data Engineering (ICDE). Piscataway, NJ: IEEE, p. 1352-1355 4 p. (Data engineering).

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

Tiler: Software for Human-Guided Data Exploration

Henelius, D. A., Oikarinen, E. K. & Puolamäki, K. R., 2018, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2018 Dublin, Ireland, September 10-14, 2018, Proceedings, Part III . Brefeld, U., Curry, E., Daly, E., MacNamee, B., Marascu, A., Pinelli, F., Berlingerio, M. & Hurley, N. (eds.). Cham: Springer, p. 672-676 15 p. (Lecture Notes in Computer Science; vol. 11503).

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

2017

A survey of computational methods for fossil data analysis

Zliobaite, I., Puolamäki, K., Eronen, J. T. & Fortelius, M., Sep 2017, In : Evolutionary Ecology Research. 18, 5, p. 477-502 26 p.

Research output: Contribution to journalArticleScientificpeer-review

Inferring Intent and Action from Gaze in Naturalistic Behavior: A Review

Lukander, K., Toivanen, M. & Puolamäki, K., Oct 2017, In : International Journal of Mobile Human Computer Interaction. 9, 4, p. 41-57 17 p.

Research output: Contribution to journalReview ArticleScientificpeer-review

Open Access
File

Interpreting Classifiers through Attribute Interactions in Datasets

Henelius, A., Puolamäki, K. & Ukkonen, A., 2017, Proceedings of the 2017 ICML Workshop on Human Interpretability in Machine Learning (WHI 2017). Kim, B., Malioutov, D., Varshney, K. & Weller, A. (eds.).

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

Minimum-Width Confidence Bands via Constraint Optimization

Berg, J., Oikarinen, E., Järvisalo, M. & Puolamäki, K., 2017, Principles and Practice of Constraint Programming: 23rd International Conference, CP 2017 Melbourne, VIC, Australia, August 28 – September 1, 2017 Proceedings. Beck, J. C. (ed.). Cham: Springer International Publishing AG, p. 443-459 17 p. (Lecture Notes in Computer Science; vol. 10416).

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

Multivariate Confidence Intervals

Korpela, J., Oikarinen, E., Puolamäki, K. & Ukkonen, A., 2017, Proceedings of the 2017 SIAM International Conference on Data Mining, Houston, Texas, USA, April 27-29, 2017.. p. 696-704 9 p.

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

Probabilistic Approach to Robust Wearable Gaze Tracking

Toivanen, M., Lukander, K. & Puolamäki, K., 8 Nov 2017, In : Journal of Eye Movement Research. 10, 4, 26 p., 2.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
2016

A Tool for Subjective and Interactive Visual Data Exploration

Kang, B., Puolamäki, K., Lijffijt, J. & De Bie, T., 2016, MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2016, PT III. Berendt, B., Bringmann, B., Fromont, E., Garriga, G., Miettinen, P., Tatti, N. & Tresp (eds.). Springer-Verlag, p. 3-7 5 p. (Lecture Notes in Artificial Intelligence; vol. 9853).

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

Cognitive Collaboration Found in Cardiac Physiology: Study in Classroom Environment

Ahonen, L., Cowley, B., Torniainen, J., Ukkonen, A., Vihavainen, A. & Puolamäki, K., 14 Jul 2016, In : PLoS One. 11, 7, 16 p., 0159178.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Inferring user action with mobile gaze tracking

Toivanen, M., Puolamäki, K., Lukander, K., Häkkinen, J. & Radun, J., 6 Sep 2016, MobileHCI '16 Proceedings of the 18th International Conference on Human-Computer Interaction with Mobile Devices and Services Adjunct. New York, NY, USA: ACM, p. 1026-1028 3 p.

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

Significance testing of word frequencies in corpora

Lijffijt, J., Nevalainen, T., Säily, T., Papapetrou, P., Puolamäki, K. & Mannila, H., 2016, In : Digital Scholarship in the Humanities : DSH . 31, 2, p. 374-397 24 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File

Using regression makes extraction of shared variation in multiple datasets easy

Korpela, J., Henelius, A., Ahonen, L., Klami, A. & Puolamäki, K., Sep 2016, In : Data Mining and Knowledge Discovery. 30, 5, p. 1112-1133 22 p.

Research output: Contribution to journalArticleScientificpeer-review

2015

GoldenEye plus plus: A Closer Look into the Black Box

Henelius, A., Puolamaki, K., Karlsson, I., Zhao, J., Asker, L., Bostrom, H. & Papapetrou, P., 2015, STATISTICAL LEARNING AND DATA SCIENCES. Gammerman, A., Vovk & Papadopoulos, H. (eds.). Springer-Verlag, p. 96-105 10 p. (Lecture Notes in Artificial Intelligence; vol. 9047).

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

Size matters: choosing the most informative set of window lengths for mining patterns in event sequences

Lijffijt, J., Papapetrou, P. & Puolamaki, K., Nov 2015, In : Data Mining and Knowledge Discovery. 29, 6, p. 1838-1864 27 p.

Research output: Contribution to journalArticleScientificpeer-review

2014

A peek into the black box: exploring classifiers by randomization

Henelius, A., Puolamaki, K., Bostrom, H., Asker, L. & Papapetrou, P., Sep 2014, In : Data Mining and Knowledge Discovery. 28, 5-6, p. 1503-1529 27 p.

Research output: Contribution to journalArticleScientificpeer-review

A statistical significance testing approach to mining the most informative set of patterns

Lijffijt, J., Papapetrou, P. & Puolamaki, K., Jan 2014, In : Data Mining and Knowledge Discovery. 28, 1, p. 238-263 26 p.

Research output: Contribution to journalArticleScientificpeer-review

Confidence bands for time series data

Korpela, J., Puolamaki, K. & Gionis, A., Sep 2014, In : Data Mining and Knowledge Discovery. 28, 5-6, p. 1530-1553 24 p.

Research output: Contribution to journalArticleScientificpeer-review

Evolution of Neogene Mammals in Eurasia: Environmental Forcing and Biotic Interactions

Fortelius, M., Eronen, J. T., Kaya, F., Tang, H., Raia, P. & Puolamäki, K., 2014, In : Annual Review of Earth and Planetary Sciences. 42, p. 579-604 26 p.

Research output: Contribution to journalReview ArticleScientificpeer-review

Heart Rate Variability for Evaluating Vigilant Attention in Partial Chronic Sleep Restriction

Henelius, A., Sallinen, M., Huotilainen, M., Müller, K., Virkkala, J. & Puolamaki, K., 1 Jul 2014, In : Sleep. 37, 7, p. 1257-+ 12 p.

Research output: Contribution to journalArticleScientificpeer-review

Sound Sample Detection and Numerosity Estimation Using Auditory Display

Gamper, H., Dicke, C., Billinghurst, M. & Puolamäki, K., Feb 2013, In : ACM transactions on applied perception.. 10, 1, 18 p., 4.

Research output: Contribution to journalArticleScientificpeer-review

2012

Dental functional traits of mammals resolve productivity in terrestrial ecosystems past and present

Liu, L., Puolamäki, K., Eronen, J. T., Ataabadi, M. M., Hernesniemi, E. & Fortelius, M., 2012, In : Proceedings of the Royal Society B. Biological Sciences. 279, 1739, p. 2793-2799 7 p.

Research output: Contribution to journalArticleScientificpeer-review

Neogene aridification of the Northern Hemisphere

Eronen, J. T., Fortelius, M., Micheels, A., Portmann, F. T., Puolamäki, K. & Janis, C. M., 1 Sep 2012, In : Geology. 40, 9, p. 823-826 4 p.

Research output: Contribution to journalArticleScientificpeer-review

2011

Analyzing Word Frequencies in Large Text Corpora Using Inter-arrival Times and Bootstrapping

Lijffijt, J., Papapetrou, P., Puolamäki, K. & Mannila, H., 2011, MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, PT II. Gunopulos, D., Hofmann, T., Malerba, D. & Vazirgiannis, M. (eds.). Springer-Verlag, p. 341-357 17 p. (Lecture Notes in Artificial Intelligence; vol. 6912).

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

An Augmented Reality Interface to Contextual Information

Ajanki, A., Billinghurst, M., Gamper, H., Järvenpää, T., Kandemir, M., Kaski, S., Koskela, M., Kurimo, M., Laaksonen, J., Puolamäki, K., Ruokolainen, T. & Tossavainen, T., 2011, In : Virtual Reality. 15, 2-3, p. 161-173

Research output: Contribution to journalArticleScientificpeer-review

Correlations and co-occurrences of taxa: the role of temporal, geographic, and taxonomic restrictions

Kallio, A., Puolamaki, K., Fortelius, M. & Mannila, H., 2011, In : Palaeontologia Electronica. 14, 1, p. 4A 14 p.

Research output: Contribution to journalArticleScientificpeer-review

The effect of scale, climate and environment on species richness and spatial distribution of Finnish birds.

Eronen, J. T., Puolamäki, K., Heikinheimo, H., Lokki, H., Venäläinen, A., Mannila, H. & Fortelius, M., 2011, In : Annales Zoologici Fennici. 48, 5, p. 257-274 18 p.

Research output: Contribution to journalArticleScientificpeer-review

2010

Contextual Information Access with Augmented Reality

Ajanki, A., Billinghurst, M., Järvenpää, T., Kandemir, M., Kaski, S., Koskela, M., Kurimo, M., Laaksonen, J., Puolamäki, K., Ruokolainen, T. & Tossavainen, T., 2010, Proceedings of MLSP 2010, IEEE International Workshop on Machine Learning for Signal Processing. IEEE, p. 95-100 6 p.

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

Precipitation and large herbivorous mammals I: estimates from present-day communities

Eronen, J. T., Puolamaki, K., Liu, L., Lintulaakso, K., Damuth, J., Janis, C. & Fortelius, M., 2010, In : Evolutionary Ecology Research. 12, p. 217-233 17 p.

Research output: Contribution to journalArticleScientificpeer-review

Precipitation and large herbivorous mammals II: application to fossil data

Eronen, J. T., Puolamäki, K., Liu, L., Lintulaakso, K., Damuth, J., Janis, C. & Fortelius, M., 2010, In : Evolutionary Ecology Research. 12, p. 235-248 14 p.

Research output: Contribution to journalArticleScientificpeer-review

Ubiquitous Contextual Information Access with Proactive Retrieval and Augmentation

Ajanki, A., Billinghurst, M., Kandemir, M., Kaski, S., Koskela, M., Kurimo, M., Laaksonen, J., Puolamäki, K. & Tossavainen, T., 2010, Proceedings of the fourth International Workshop on Ubiquitous Virtual Reality : (IWUVR), 2010. 5 p.

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

2009

A randomized approximation algorithm for computing bucket orders

Ukkonen, A., Puolamaki, K., Gionis, A. & Mannila, H., 16 Mar 2009, In : Information Processing Letters. 109, 7, p. 356-359 4 p.

Research output: Contribution to journalArticleScientificpeer-review

Bayesian Solutions to the Label Switching Problem

Puolamäki, K. & Kaski, S., 2009, Advances in Intelligent Data Analysis VIII: 8th International Symposium on Intelligent Data Analysis, IDA 2009, Lyon, France, August 31 - September 2, 2009. Proceedings. Berlin Heidelberg: Springer, p. 381-392 (Lecture Notes in Computer Science; vol. 5772).

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

Can Eyes Reveal Interest? Implicit Queries from Gaze Patterns

Ajanki, A., Hardoon, D. R., Kaski, S., Puolamäki, K. & Shawe-Taylor, J., 2009, In : User Modeling and User-Adapted Interaction. 19, 4, p. 307-339 33 p.

Research output: Contribution to journalArticleScientificpeer-review

Latent Grouping Models for User Preference Prediction

Savia, E., Puolamäki, K. & Kaski, S., 2009, In : Machine Learning. 74, 1, p. 75-109 35 p.

Research output: Contribution to journalArticleScientificpeer-review

PATTERNS OF HYPSODONTY IN UNGULATES SHOW THAT NEOGENE ARIDITY IN NORTH AMERICA PRECEDED THAT IN EURASIA

Janis, C., Eronen, J., Ataabadi, M., Puolamaki, K. & Fortelius, M., 2009, In : Journal of Vertebrate Paleontology. 29, Supp 1, p. 121A-121A 1 p.

Research output: Contribution to journalConference articleScientific

Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mining

Hanhijarvi, S., Ojala, M., Vuokko, N., Puolamäki, K., Tatti, N. & Mannila, H., 2009, Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining . New York: ASSOC COMPUTING MACHINERY, p. 379-387 9 p.

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

Two-Way Grouping by One-Way Topic Models

Savia, E., Puolamäki, K. & Kaski, S., 2009, Advances in Intelligent Data Analysis VIII: 8th International Symposium on Intelligent Data Analysis, IDA 2009 Lyon, France, August 31 – September 2, 2009 Proceedings. Adams, N. M., Robardet, C., Siebes, A. & Boulicaut, J-F. (eds.). Springer-Verlag, p. 178-189 (Lecture Notes in Computer Science; vol. 5772).

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

2008

An approximation ratio for biclustering

Puolamäki, K., Hanhijarvi, S. & Garriga, G. C., 30 Sep 2008, In : Information Processing Letters. 108, 2, p. 45-49 5 p.

Research output: Contribution to journalArticleScientificpeer-review

Learning to learn implicit queries from gaze patterns

Puolamäki, K., Ajanki, A. & Kaski, S., 2008, Proceedings of ICML 2008, Twenty-Fifth International Conference on Machine Learning. McCallum, A. & Roweis, S. (eds.). p. 760-767

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

2007

Information retrieval by inferring implicit queries from eye movements

Hardoon, D. R., Shawe-Taylor, J., Ajanki, A., Puolamäki, K. & Kaski, S., 2007, Proceedings of AISTATS 2007: the 11th International Conference on International Conference on Artificial Intelligence and Statistics. Meila, M. & Shen, X. (eds.). Omnipress Oy, 8 p.

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

2006

Algorithms for discovering bucket orders from data

Gionis, A., Mannila, H., Puolamäki, K. & Ukkonen, A., 2006, KDD-2006. ACM Press, Vol. Proceeding volume. p. 561-566 6 p.

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

Seriation in paleontological data using Markov Chain Monte Carlo methods

Puolamäki, K., Fortelius, M. & Mannila, H., 2006, In : PLoS Computational Biology. 2, 2, p. 1-9 9 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File