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Computer Science

D-Index
39
Citations
8087
World Ranking
9626
National Ranking
80

Overview

Jani Mäntyjärvi is affiliated with the VTT Technical Research Centre of Finland. Their research spans multiple fields, notably psychology, neuroscience, and computer science. Within these areas, they have contributed to subfields such as experimental and cognitive psychology, cardiology and cardiovascular medicine, cognitive neuroscience, computer vision and pattern recognition, and biomedical engineering.

Their work covers a range of topics including heart rate variability and autonomic control, mental health research topics, emotion and mood recognition, EEG and brain-computer interfaces, non-invasive vital sign monitoring, behavioral health and interventions, and personality traits and psychology.

Recent papers authored or co-authored by Mäntyjärvi include the following:

  • Personalized mental stress detection with self-organizing map: From laboratory to the field, 2020, Computers in Biology and Medicine
  • Ultra-Short Window Length and Feature Importance Analysis for Cognitive Load Detection from Wearable Sensors, 2021, Electronics
  • Positive affect state is a good predictor of movement and stress: combining data from ESM/EMA, mobile HRV measurements and trait questionnaires, 2021, Heliyon
  • Explainable stress type classification captures physiologically relevant responses in the Maastricht Acute Stress Test, 2023, Frontiers in Neuroergonomics
  • Boosting Business With Machine Learning-Based Automated Visual Data Processing: Results of Finnish Company Interviews, 2020, IEEE Access

Frequently collaborating researchers with Mäntyjärvi include Jaakko Tervonen, Kati Pettersson, Tatu Harviainen, Johanna Närväinen, and Sampsa Puttonen.

Their publications have appeared in journals such as Computers in Biology and Medicine, Electronics, Heliyon, Frontiers in Neuroergonomics, and IEEE Access.

Best Publications

  • Activity classification using realistic data from wearable sensors

    J. Parkka;M. Ermes;P. Korpipaa;J. Mantyjarvi

  • Detection of Daily Activities and Sports With Wearable Sensors in Controlled and Uncontrolled Conditions

    M. Ermes;J. Parkka;J. Mantyjarvi;I. Korhonen

  • Managing context information in mobile devices

    P. Korpipaa;J. Mantyjarvi;J. Kela;H. Keranen

  • Identifying users of portable devices from gait pattern with accelerometers

    J. Mantyjarvi;M. Lindholm;E. Vildjiounaite;S.-M. Makela

  • Recognizing human motion with multiple acceleration sensors

    J. Mantyjarvi;J. Himberg;T. Seppanen

  • Accelerometer-based gesture control for a design environment

    Juha Kela;Panu Korpipää;Jani Mäntyjärvi;Sanna Kallio

  • Identifying people from gait pattern with accelerometers

    Heikki J. Ailisto;Mikko Lindholm;Jani Mantyjarvi;Elena Vildjiounaite

  • Enabling fast and effortless customisation in accelerometer based gesture interaction

    Jani Mäntyjärvi;Juha Kela;Panu Korpipää;Sanna Kallio

  • Gesture control system

    Juha Kela;Panu Korpipaa;Jani Mantyjarvi;Heikki Keranen

  • An ontology for mobile device sensor-based context awareness

    Panu Korpipää;Jani Mäntyjärvi

  • Context-Aware Telephony Over WAP

    Albrecht Schmidt;Antti Takaluoma;Jani Mäntyjärvi

  • Method and arrangement for entering data in an electronic apparatus and an electronic apparatus

    Jani Mäntyjärvi;Jussi Koivumäki;Atte Kinnula

  • Hand gesture recognition of a mobile device user

    V.-M. Mantyla;J. Mantyjarvi;T. Seppanen;E. Tuulari

  • Controlling a terminal of a communication system

    Jani Antero Mäntyjärvi;Antti Ilkka Takaluoma;Urpo Jalmari Tuomela

  • Unobtrusive multimodal biometrics for ensuring privacy and information security with personal devices

    Elena Vildjiounaite;Satu-Marja Mäkelä;Mikko Lindholm;Reima Riihimäki

  • Method and apparatus for providing context-based call transfer operation

    Urpo Tuomela;Antti Takaluoma;Jani Mantyjarvi;Albrecht Schmidt

  • Online gesture recognition system for mobile interaction

    S. Kallio;J. Kela;J. Mantyjarvi

  • Customizing User Interaction in Smart Phones

    P. Korpipaa;E.-J. Malm;T. Rantakokko;V. Kyllonen

  • Developing design guidelines for context-aware mobile applications

    Jonna Häkkilä;Jani Mäntyjärvi

  • Adapting applications in handheld devices using fuzzy context information

    Jani Mäntyjärvi;Tapio Seppänen

Frequent Co-Authors

Georgy Gimel'farb
Georgy Gimel'farb University of Auckland
Fabio Paternò
Fabio Paternò National Research Council (CNR)
Markus Jokela
Markus Jokela University of Helsinki
Samian Kaur
Samian Kaur InterDigital (United States)
Sampsa Puttonen
Sampsa Puttonen Tampere University
Enrico Rukzio
Enrico Rukzio University of Ulm
Heikki Mannila
Heikki Mannila Aalto University
Paul Lukowicz
Paul Lukowicz German Research Centre for Artificial Intelligence
Anind K. Dey
Anind K. Dey University of Washington

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