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Research Output

2019

Randomization algorithms for large sparse networks

Puolamäki, K., Henelius, A. & Ukkonen, A., 30 May 2019, In : Physical Review E. 99, 5, p. 1-15 15 p., 053311.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
109 Downloads (Pure)

Tiler: Software for human-guided data exploration

Henelius, A., Oikarinen, E. & Puolamäki, K., 1 Jan 2019, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Proceedings. Brefeld, U., Marascu, A., Pinelli, F., Curry, E., MacNamee, B., Hurley, N., Daly, E. & Berlingerio, M. (eds.). p. 672-676 5 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11053 LNAI).

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

Open Access
1 Citation (Scopus)
2018

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., 1 Dec 2018, In : Scientific Reports. 8, 1, p. 1-16 3138.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
14 Citations (Scopus)
144 Downloads (Pure)

Interactive visual data exploration with subjective feedback: An information-theoretic approach

Puolamaki, K., Oikarinen, E., Kang, B., Lijffijt, J. & De Bie, T., 24 Oct 2018, Proceedings of the 34th IEEE International Conference on Data Engineering (ICDE 2018). IEEE, p. 1212-1215 4 p. 8509333

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

4 Citations (Scopus)

Subjectively Interesting Subgroup Discovery on Real-valued Targets

Lijffijt, J., Kang, B., Duivesteijn, W., Puolamäki, K., Oikarinen, E. & De Bie, T., 2018, Proceedings of the 34th IEEE International Conference on Data Engineering (ICDE 2018). IEEE, p. 1356-1359 4 p. 8509369

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

1 Citation (Scopus)
2017

Probabilistic approach to robust wearable gaze tracking

Toivanen, M., Lukander, K. & Puolamäki, K., 2017, In : JOURNAL OF EYE MOVEMENT RESEARCH. 10, 4, p. 1-26

Research output: Contribution to journalArticleScientificpeer-review

2016

Significance testing of word frequencies in corpora

Lijffijt, J., Nevalainen, T., Säily, T., Papapetrou, P., Puolamäki, K. & Mannila, H., 1 Jun 2016, In : Digital Scholarship in the Humanities. 31, 2, p. 374-397 24 p.

Research output: Contribution to journalArticleScientificpeer-review

20 Citations (Scopus)
2015

Re: Know Ecosystem Plan

Lehtiniemi, T., Poikola, A., Kuikkaniemi, K., Floréen, P., Turpeinen, M., Cowley, B., Lukander, K. & Puolamäki, K., 2015, Helsinki.

Research output: Working paperProfessional

2014

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

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

Research output: Contribution to journalArticleScientificpeer-review

21 Citations (Scopus)

Confidence bands for time series data

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

Research output: Contribution to journalArticleScientificpeer-review

7 Citations (Scopus)

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

54 Citations (Scopus)

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

Lijffijt, J., Papapetrou, P. & Puolamäki, K., 9 Dec 2014, In : Data Mining and Knowledge Discovery. 29, 6, p. 1838-1864 27 p.

Research output: Contribution to journalArticleScientificpeer-review

2013

Exploring the mammalian sensory space: Co-operations and trade-offs among senses

Nummela, S., Pihlström, H., Puolamäki, K., Fortelius, M., Hemilä, S. & Reuter, T., Dec 2013, In : JOURNAL OF COMPARATIVE PHYSIOLOGY A: NEUROETHOLOGY SENSORY NEURAL AND BEHAVIORAL PHYSIOLOGY. 199, 12, p. 1077-1092 16 p.

Research output: Contribution to journalArticleScientificpeer-review

21 Citations (Scopus)

Sound sample detection and numerosity estimation using auditory display

Gamper, H., Dicke, C., Billinghurst, M. & Puolamäki, K., 2013, In : ACM Transactions on Applied Perception. 10, 1, p. 1-18

Research output: Contribution to journalArticleScientificpeer-review

2 Citations (Scopus)
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

Research output: Contribution to journalArticleScientificpeer-review

38 Citations (Scopus)

Neogene Aridification of the Northern Hemisphere

Eronen, J. T., Fortelius, M., Portmann, F. T., Puolamäki, K. & Janis, C. M., 2012, In : GEOLOGY. 40, 9, p. 823-826

Research output: Contribution to journalArticleScientificpeer-review

62 Citations (Scopus)

Size Matters: Finding the Most Informative Set of Window Lengths

Lijffijt, J., Papapetrou, P. & Puolamäki, K., 2012, ECML PKDD European Conference on Machine Learning and Knowledge Discovery in Databases: (ECML PKDD 2012) ECML PKDD, Bristol, United Kingdom, September 24 - 28, 2012. Flach, P. A., De Bie, T. & Cristianini, N. (eds.). p. 451-466

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

13 Citations (Scopus)
2011

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

Lijffijt, J., Papapetrou, P., Puolamäki, K. & Mannila, H., 2011, ECML PKDD The European conference of Machine learning and knowledge discovery in databases - Part II (ECML PKDD 2011) ECML PKDD. Berlin, p. 341-357

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

10 Citations (Scopus)

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

35 Citations (Scopus)

Correlations and Co-Occurrences of Taxa: the Role of Temporal, Geographic and Taxonomic Restrictions

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

Research output: Contribution to journalArticleScientificpeer-review

5 Citations (Scopus)

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

Research output: Contribution to journalArticleScientificpeer-review

3 Citations (Scopus)
2010

Canonical analysis of individual vocabulary profiling data

Lokki, T. & Puolamäki, K., 2010, Second International Workshop on Quality of Multimedia Experience (QoMEX2010), Trondheim, Norway, June 21-23, 2010. p. 152-157

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

2 Citations (Scopus)

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, MLSP 2010, IEEE International Workshop on Machine Learning for Signal Processing (MLSP). IEEE, p. 95-100

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

7 Citations (Scopus)

Data Mining

Puolamäki, K., Therón, R., Huisman, O., Johansson, J., Miksch, S., Papapetrou, P. & Rinzivillo, S., 2010, Mastering the Information Age Solving Problems with Visual Analytics. Keim, D., Kohlhammer, J., Ellis, G. & Mansmann, F. (eds.). Goslar: Eurographics Association, p. 39-56

Research output: Chapter in Book/Report/Conference proceedingChapterScientific

Precipitation and large herbivorous mammals, part I: Estimates from present-day communities

Eronen, J. T., Puolamäki, K., Liu, L., Lintulaakso, K., Damuth, J., Janis, C. & Fortelius, M., 2010, In : Evolutionary ecology. 12, 2, p. 217-233

Research output: Contribution to journalArticleScientificpeer-review

73 Citations (Scopus)

Precipitation and large herbivorous mammals, part II: Application to fossil data

Eronen, J. T., Puolamäki, K., Liu, L., Lintulaakso, K., Damuth, J., Janis, C. & Fortelius, M., 2010, In : Evolutionary ecology. 12, 2, p. 235-248

Research output: Contribution to journalArticleScientificpeer-review

The Smallest Set of Constraints that Explains the Data: a Randomization Approach

Lijffijt, J., Papapetrou, P., Vuokko, N. & Puolamäki, K., 2010, Espoo, p. 22, (TKK reports in information and computer science; no. 31; TKK-ICS-R31).

Research output: Working paperProfessional

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, The fourth International Workshop on Ubiquitous Virtual Reality (IWUVR2010).

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

Visually Controllable Data Mining Methods

Puolamäki, K., Papapetrou, P. & Lijffijt, J., 2010, IEEE International Conference on Data Mining Workshops 2010.

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

11 Citations (Scopus)
2009

A Randomized Approximation Algorithm for Computing Bucket Orders

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

Research output: Contribution to journalArticleScientificpeer-review

13 Citations (Scopus)

Bayesian Solutions to the Label Switching Problem

Puolamäki, K. & Kaski, S., 2009, Advances in Intelligent Data Analysis VIII, Proceedings of the 8th International Symposium on Intelligent Data Analysis, IDA 2009. Adams, N., Robardet, C., Siebes, A. & Boulicaut, J-F. (eds.). Berlin, p. 381-392

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

6 Citations (Scopus)

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: The Journal of Personalization Research. 19, 4, p. 307-339

Research output: Contribution to journalArticleScientificpeer-review

36 Citations (Scopus)

Latent Grouping Models for User Preference Prediction

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

Research output: Contribution to journalArticleScientificpeer-review

13 Citations (Scopus)

Multiple Hypothesis Testing in Pattern Discovery

Hanhijärvi, S., Puolamäki, K. & Garriga, G. C., 2009, Espoo, p. 31, (TKK reports in information and computer science; no. 21; TKK-ICS-R21).

Research output: Working paperProfessional

On Two-Way Grouping by One-Way Topic Models

Savia, E., Puolamäki, K. & Kaski, S., 2009, Espoo, p. 29, (TKK Reports in Information and Computer Science; no. TKK-ICS-R15).

Research output: Working paperProfessional

Proceedings of the ACM SIGKDD Workshop on Visual Analytics and Knowledge Discovery

Puolamäki, K., 2009, New York: ACM.

Research output: Book/ReportAnthologyScientificpeer-review

Randomization Techniques for Graphs

Hanhijärvi, S., Garriga, G. C. & Puolamäki, K., 2009, The 2009 SIAM International Conference on Data Mining (SDM09).

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

37 Citations (Scopus)

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

Hanhijärvi, S., Ojala, M., Vuokko, N., Puolamäki, K., Tatti, N. & Mannila, H., 2009, The 15th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD09). p. 379-388

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

52 Citations (Scopus)

Two-Way Grouping by One-Way Topic Models

Savia, E., Puolamäki, K. & Kaski, S., 2009, IDA 2009, The 8th International Symposium on Intelligent Data Analysis, Advances in Intelligent Data Analysis VIII. Berlin / Heidelberg, p. 178-189

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-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., 2009, Espoo, p. 24, (TKK reports in information and computer science; no. 27; TKK-ICS-R27).

Research output: Working paperProfessional

Visual Analytics.Final Report

Järvinen, P., Puolamäki, K., Siltanen, P. & Ylikerälä, M., 2009, Espoo, (VTT Working Papers; no. 117).

Research output: Working paperProfessional

2008

An approximation ratio for biclustering

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

Research output: Contribution to journalArticleScientificpeer-review

6 Citations (Scopus)

Bayesian Solutions to the Label Switching Problem

Puolamäki, K. & Kaski, S., 2008, Espoo, p. iii, 8 p., (TKK reports in information and computer science; no. 7; TKK-ICS-R7).

Research output: Working paperProfessional

6 Citations (Scopus)

Learning to learn implicit queries from gaze patterns

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

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

10 Citations (Scopus)

Macadamia: Master's Programme in Machine Learning and Data Mining

Raiko, T., Puolamäki, K., Karhunen, J., Hollmén, J., Honkela, A., Kaski, S., Mannila, H., Oja, E. & Simula, O., 2008, Teaching Machine Learning - Workshop on Open Problems and New Directions. Jacquemont, S. & Higuera, C. D. L. (eds.). Saint-'Etienne

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

Randomization Techniques for Statistical Significance Testing on Graphs

Hanhijärvi, S., Garriga, G. C. & Puolamäki, K., 2008, MLG-2008: 6th International Workshop on Mining and Learning with Graphs, Helsinki, Finland, July 4-5, 2008.

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

2007

An Approximation Ratio for Biclustering

Puolamäki, K., Hanhijärvi, S. & Garriga, G. C., 2007, Espoo, Finland, (Helsinki University of Technology, Publications in Computer and Information Science; no. Report E13).

Research output: Working paperProfessional

6 Citations (Scopus)

Information Retrieval by Inferring Implicit Queries from Eye Movements

Hardoon, D. R., Shawe-Taylor, J., Ajanki, A., Puolamäki, K. & Kaski, S., 2007, Eleventh International Conference on Artificial Intelligence and Statistics, San Juan, Puerto Rico, 2007. Meila, M. & Shen, X. (eds.).

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

7 Citations (Scopus)
2006

Algorithms for Discovering Bucket Orders from Data

Gionis, A., Mannila, H., Puolamäki, K. & Ukkonen, A., 2006, 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Philadelphia, USA, August 20-23, 2006. p. 561-566

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

26 Citations (Scopus)

Discriminative MCMC

Puolamäki, K., Salojärvi, J., Savia, E. & Kaski, S., 2006, Espoo, Finland, (Publications in Computer and Information Science; no. Report E1).

Research output: Working paperProfessional