Jani Mäntyjärvi

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20002020

Research output per year

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Research Output

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2020

Boosting Business with Machine Learning based Automated Visual Data Processing: Results of Finnish Company Interviews

Palviainen, M., Harviainen, T., Lopez, M. B. & Mäntyjärvi, J., 12 May 2020, In : IEEE Access. 8, p. 99171-99179 9 p., 9090889.

Research output: Contribution to journalArticleScientificpeer-review

Open Access

Personalized mental stress detection with self-organizing map: From laboratory to the field

Tervonen, J., Puttonen, S., Sillanpää, M. J., Hopsu, L., Homorodi, Z., Keränen, J., Pajukanta, J., Tolonen, A., Lämsä, A. & Mäntyjärvi, J., Sep 2020, In : Computers in Biology and Medicine. 124, 103935.

Research output: Contribution to journalArticleScientificpeer-review

2019

Influence of Personality and Differences in Stress Processing Among Finnish Students on Interest to Use a Mobile Stress Management App: Survey Study

Ervasti, M., Kallio, J., Määttänen, I., Mäntyjärvi, J. & Jokela, M., 1 May 2019, In : JMIR Mental Health. 6, 5, e10039.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
3 Citations (Scopus)
2018

Computational Graph Approach for Detection of Composite Human Activities

Reunanen, N., Könönen, V., Hälvä, H., Mäntyjärvi, J., Lämsä, A. & Liikka, J., 5 Dec 2018, (Submitted) In : arXiv preprint. Neural and Evolutionary Computing, 8 p.

Research output: Contribution to journalArticleScientific

Open Access

Unobtrusive stress detection on the basis of smartphone usage data

Vildjiounaite, E., Kallio, J., Kyllönen, V., Nieminen, M., Määttänen, I., Lindholm, M., Mäntyjärvi, J. & Gimel'farb, G., 17 Jan 2018, In : Personal and Ubiquitous Computing. 22, 4, p. 671-688 18 p.

Research output: Contribution to journalArticleScientificpeer-review

11 Citations (Scopus)
2015

Evaluating context-aware user interface migration in multi-device environments

Ghiani, G., Polet, J., Antila, V. & Mäntyjärvi, J., 2015, In : Journal of Ambient Intelligence and Humanized Computing. 6, 2, p. 259-277

Research output: Contribution to journalArticleScientificpeer-review

10 Citations (Scopus)
2014

Accelerometry-based berg balance scale score estimation

Similä, H., Mäntyjärvi, J., Merilahti, J., Lindholm, M. & Ermes, M., 2014, In : IEEE Journal of Biomedical and Health Informatics. 18, 4, p. 1114-1121

Research output: Contribution to journalArticleScientificpeer-review

12 Citations (Scopus)
2013

Prediction of interface preferences with a classifier selection approach

Vildjiounaite, E., Schreiber, D., Kyllönen, V., Ständer, M., Niskanen, I. & Mäntyjärvi, J., 2013, In : Journal on Multimodal User Interfaces. 7, 4, p. 321-349 28 p.

Research output: Contribution to journalArticleScientificpeer-review

3 Citations (Scopus)
2010

Automatic feature selection for context recognition in mobile devices

Könönen, V., Mäntyjärvi, J., Similä, H., Pärkkä, J. & Ermes, M., 2010, In : Pervasive and Mobile Computing. 6, 2, p. 181-197

Research output: Contribution to journalArticleScientificpeer-review

40 Citations (Scopus)
2008

Authoring pervasive multimodal user interfaces

Paterno, F., Santoro, C., Mäntyjärvi, J., Mori, G. & Sansone, S., 2008, In : International Journal of Web Engineering and Technology. 4, 2, p. 235 - 261 27 p.

Research output: Contribution to journalArticleScientificpeer-review

40 Citations (Scopus)

Detection of daily activities and sports with wearable sensors in controlled and uncontrolled conditions

Ermes, M., Pärkkä, J., Mäntyjärvi, J. & Korhonen, I., 2008, In : IEEE Transactions on Information Technology in Biomedicine. 12, 1, p. 20-26

Research output: Contribution to journalArticleScientificpeer-review

489 Citations (Scopus)
2006

Activity classification using realistic data from wearable sensors

Pärkkä, J., Ermes, M., Korpipää, P., Mäntyjärvi, J., Peltola, J. & Korhonen, I., 2006, In : IEEE Transactions on Information Technology in Biomedicine. 10, 1, p. 119-128

Research output: Contribution to journalArticleScientificpeer-review

536 Citations (Scopus)

Customizing user interaction in smart phones

Korpipää, P., Häkkilä, J., Malm, E-J., Rantakokko, T., Kyllönen, V., Kela, J., Känsälä, I. & Mäntyjärvi, J., 2006, In : IEEE Pervasive Computing. 5, 3, p. 82-90 9 p.

Research output: Contribution to journalArticleScientificpeer-review

23 Citations (Scopus)

User independent gesture interaction for small handheld devices

Kallio, S., Kela, J., Korpipää, P. & Mäntyjärvi, J., 2006, In : International Journal of Pattern Recognition and Artificial Intelligence. 20, 4, p. 505-524 20 p.

Research output: Contribution to journalArticleScientificpeer-review

32 Citations (Scopus)
2005

Accelerometer based gesture control for a design environment

Kela, J., Korpipää, P., Mäntyjärvi, J., Kallio, S., Savino, G., Jozzo, L. & Di Marca, S. D., 2005, In : Personal and Ubiquitous Computing. 10, 5, p. 285 - 299 15 p.

Research output: Contribution to journalArticleScientificpeer-review

206 Citations (Scopus)

Combining location-aware mobile phone applications and multimedia messaging

Häkkilä, J. & Mäntyjärvi, J., 2005, In : Journal of Mobile Multimedia. 1, 1, p. 18 - 32 15 p.

Research output: Contribution to journalArticleScientificpeer-review

Gesture interaction for small handheld devices to support multimedia applications

Mäntyjärvi, J., Kallio, S., Korpipää, P., Kela, J. & Plomp, J., 2005, In : Journal of Mobile Multimedia. 1, 2, p. 92 - 112 21 p.

Research output: Contribution to journalArticleScientificpeer-review

2003

Adapting applications in handheld devices using fuzzy context information

Mäntyjärvi, J. & Seppänen, T., 2003, In : Interacting with Computers. 15, 4, p. 521-538 18 p.

Research output: Contribution to journalArticleScientificpeer-review

52 Citations (Scopus)

Managing context information in mobile devices

Korpipää, P., Mäntyjärvi, J., Kela, J., Keränen, H. & Malm, E-J., 2003, In : IEEE Pervasive Computing. 2, 3, p. 42-51 10 p.

Research output: Contribution to journalArticleScientificpeer-review

294 Citations (Scopus)
2002

Collaborative context determination to support mobile terminal applications

Mäntyjärvi, J., Huuskonen, P. & Himberg, J., 1 Oct 2002, In : IEEE Wireless Communications. 9, 5, p. 39-45 7 p.

Research output: Contribution to journalArticleScientificpeer-review

25 Citations (Scopus)
2001

Recognizing human motion with multiple acceleration sensors

Mäntyjärvi, J., Himberg, J. & Seppänen, T., 1 Jan 2001, In : Proceedings of the IEEE International Conference on Systems, Man and Cybernetics. 2, p. 747-752 6 p.

Research output: Contribution to journalArticleScientificpeer-review

245 Citations (Scopus)
2000

Context-aware telephony over WAP

Schmidt, A., Takaluoma, A. & Mäntyjärvi, J., Dec 2000, In : Personal and Ubiquitous Computing. 4, 4, p. 225-229 5 p.

Research output: Contribution to journalArticleScientificpeer-review

67 Citations (Scopus)