Ilkka Rautiainen

Postdoctoral Researcher

Unit

Faculty of Information Technology

Room number

Ag C413.3

ilkka.t.rautiainen@jyu.fi

Postal address

Mattilanniemi 2

Fields of science

113 Computer and information sciences

Publications

Publication

2025

Machine Learning in Rugby Union : Predicting and Identifying Key Performance Indicators for Professional Rugby Union Players in Match Play Based Workload

European Journal of Sport Science.

Ren, Xiangyu

Boisbluche, Simon

Philippe, Kilian

Demy, Mathieu

Äyrämö, Sami

Rautiainen, Ilkka

Ding, Shuzhe

Prioux, Jacques

Publication

2024

Prediction methods for assessing the development of individual health status

JYU dissertations.

Rautiainen, Ilkka

Publication

2024

Prediction of Multisite Pain Incidence in Adolescence Using a Machine Learning Approach : A 2‐Year Longitudinal Study

Health Science Reports.

Joensuu, Laura

Rautiainen, Ilkka

Hautala, Arto J.

Siekkinen, Kirsti

Pirnes, Katariina

Tammelin, Tuija H.

Publication

2022

Predicting Future Overweight and Obesity from Childhood Growth Data : A Case Study

Computational Sciences and Artificial Intelligence in Industry. Intelligent Systems, Control and Automation: Science and Engineering. Springer.

Rautiainen, Ilkka

Kauppi, Jukka-Pekka

Ruohonen, Toni

Karhu, Eero

Lukkarinen, Keijo

Äyrämö, Sami

Publication

2022

Predicting Overweight and Obesity in Later Life from Childhood Data : A Review of Predictive Modeling Approaches

Computational Sciences and Artificial Intelligence in Industry. Intelligent Systems, Control and Automation: Science and Engineering. Springer.

Rautiainen, Ilkka

Äyrämö, Sami

Publication

2021

Precision exercise medicine : predicting unfavourable status and development in the 20-m shuttle run test performance in adolescence with machine learning

BMJ Open Sport & Exercise Medicine.

Joensuu, Laura

Rautiainen, Ilkka

Äyrämö, Sami

Syväoja, Heidi J

Kauppi, Jukka-Pekka

Kujala, Urho M

Tammelin, Tuija H

Publication

2019

Luokittelu- ja ennustemenetelmät

Tekoälyn perusteita ja sovelluksia. Jyväskylän yliopisto.

Niinimäki, Esko

Pölönen, Ilkka

Rautiainen, Ilkka

Tuominen, Heli

Äyrämö, Sami

Publication

2017

Finding predictors of aerobic fitness level change in children and adolescents using machine learning

Koneoppimispohjaiset tekoälyratkaisut hyvinvointi- ja terveyssovelluksissa. Informaatioteknologian tiedekunnan julkaisuja / Jyväskylän yliopisto.

Rautiainen, Ilkka

Joensuu, Laura

Tammelin, Tuija

Kujala, Urho

Äyrämö, Sami

Publication

2017

Predicting overweight and obesity in later life from childhood data : a survey

Koneoppimispohjaiset tekoälyratkaisut hyvinvointi- ja terveyssovelluksissa. Informaatioteknologian tiedekunnan julkaisuja / Jyväskylän yliopisto.

Rautiainen, Ilkka

Äyrämö, Sami