Adeco: mental concentration study by psycho-physical measurements

Description

The ability to concentrate well is an important determinant of students’ learning outcomes but remains poorly understood. In this work we investigated whether there exists a mapping between students’ biosignals and their concentration levels in their daily lives. In order to investigate this, a state-of-the-art wearable wristband was used to record students’ heart rate, heart rate variability, skin temperature, skin conductivity (EDA) and the frequency of postural changes. Data is presented as time series per test person (anonymised in the data-set, psycho-physical measurements of 16 test persons). Other parameters included were acceleration (x,y,z coordinates), activity, location (by label e.g. home, school) and concentration. Test period lasted two weeks during 2014-2015. Empatica (by MIT) wrist band was used in the test.
Show more

Year of publication

2019

Type of data

Authors

Haaga Helia

Jouni Soitinaho - Creator

Solita Oy

Ville Antila - Creator

VTT Technical Research Centre of Finland Ltd - Publisher

Caj Södergård Orcid -palvelun logo - Creator

Project

Other information

Fields of science

Computer and information sciences

Language

English

Open access

Open

License

Creative Commons Attribution 4.0 International (CC BY 4.0)

Keywords

machine learning, machine learning, pervasive computing, affective computing, affective learning, biosignals, boosting, educational data mining, educational technology, mental concentration, wearable sensors

Subject headings

Temporal coverage

undefined

Related to this research data