Resources for:
  • Current Students
  • Faculty & Staff
  • Alumni
  • Directory
  • News
  • Events
UCI School of Education
  • About Us
    • Dean's Welcome
    • Our Mission & Vision
    • Facts & Information
    • Climate Council
    • Maps & Directions
  • Academics
    • Ph.D. in Education
    • MAT + Credential
    • Undergraduate
  • Community Engagement
    • Overview
    • Teacher Academy >
      • California Reading & Literature Project
      • UCI CalTeach
      • UCI History Project
      • UCI Math Project
      • UCI Science Project
      • UCI Writing Project
    • Orange County Educational Advancement Network
    • Center for Educational Partnerships >
      • SAGE Scholars Program
      • COSMOS
      • California Alliance for Minority Participation
    • Center for Research on Teacher Development and Professional Practice
  • Faculty
    • Our Faculty
    • Faculty Interviews
    • Centers
    • publications
  • Giving

"Predicting Test Scores from Game Play Data: A Comparison of Neural Network and Regression Procedures"

3/9/2018

 
AERA 2018 Annual Meeting: “The Dreams, Possibilities, and Necessity of Public Education”
April 13-17, 2018
New York

Title: "Predicting Test Scores from Game Play Data: A Comparison of Neural Network and Regression Procedures"
Authors: Gregory K.W.K. Chung, Charlie Parks, Katerina Schenke (PhD Alumna), Jeremy Roberts

Abstract

​This study examined the predictive accuracy of math test scores solely from gameplay data using either a neural network or a multiple regression procedures. Gameplay data from 56 4 and 5 year children playing 6 math games were used. The neural network procedure had an mean error of 8.3% and the multiple regression procedure a mean error of 14.7%. These results point to the promise of machine learning methods for predicting learning outcomes soley from gameplay behaviors.



Comments are closed.
Quick Links:

Fall 2022 Magazine
​Faculty & Research
Faculty Interviews
Directory
Admissions
​Giving
​News Center
Employment
Programs:
​
PhD in Education
MAT
Major in Edu Science
Minor in Edu Studies
CalTeach
CASE
Resources for:
​

​Current Students​
Faculty & Staff
University of California, Irvine
School of Education
401 E. Peltason Drive
Suite 3200
Irvine, CA  92617
(949) 824-8073

Picture
© ​2022 UC Regents 
  • About Us
    • Dean's Welcome
    • Our Mission & Vision
    • Facts & Information
    • Climate Council
    • Maps & Directions
  • Academics
    • Ph.D. in Education
    • MAT + Credential
    • Undergraduate
  • Community Engagement
    • Overview
    • Teacher Academy >
      • California Reading & Literature Project
      • UCI CalTeach
      • UCI History Project
      • UCI Math Project
      • UCI Science Project
      • UCI Writing Project
    • Orange County Educational Advancement Network
    • Center for Educational Partnerships >
      • SAGE Scholars Program
      • COSMOS
      • California Alliance for Minority Participation
    • Center for Research on Teacher Development and Professional Practice
  • Faculty
    • Our Faculty
    • Faculty Interviews
    • Centers
    • publications
  • Giving
  • Resources For:
  • Future Students
  • Current Students
  • Faculty & Staff

  • Search This Site
  • Directory
  • News
  • Events