Adeco: mental concentration study by psycho-physical measurements

Kuvaus

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.
Näytä enemmän

Julkaisuvuosi

2019

Aineiston tyyppi

Tekijät

Haaga Helia

Jouni Soitinaho - Tekijä

Solita Oy

Ville Antila - Tekijä

VTT Technical Research Centre of Finland Ltd - Julkaisija

Caj Södergård Orcid -palvelun logo - Tekijä

Projekti

Muut tiedot

Tieteenalat

Tietojenkäsittely ja informaatiotieteet

Kieli

englanti

Saatavuus

Avoin

Lisenssi

Creative Commons Nimeä 4.0 Kansainvälinen (CC BY 4.0)

Avainsanat

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

Asiasanat

Ajallinen kattavuus

undefined

Liittyvät aineistot