Research Projects

Computational Model of Learning and its Application for Education

SimStudent

2009 - present

 

SimStudent Project Web page

As an extension of the former SimStudent project, we have further developed SimStudent as a simulation of human student's learning. Now, we can use SimStudent to conduct various controlled studies to explore cognitive theories of effective learning and teaching.

SimStudent can be used as a teachable agent that can be embedded into a learning environment where students learn by teaching SimStudent.

Also affiliated with the Pittsburgh Science of Learning Center (PSLC)

Building Cognitive Tutors with Programming by Demonstration

SimStudent

2005 - 2008

 

SimStudent project Web page

Model tracing tutors are known to be very effective, but only at a  cost of developing an underlying well-designed cognitive model.  Hence a naïve question: can we build such a cognitive model much easily

The goal of this project is to build a machine-learning agent (called SimStudent) that can learn cognitive skills (a cognitive model of the target task) by observing model solutions demonstrated by an author. Integrated into CTAT, we have built an intelligent authoring tool for building Cognitive Tutor.

Also affiliated with the Pittsburgh Science of Learning Center (PSLC)

Advanced Geometry Intelligent Tutoring System

1999 - 2004

 

AGT Web Page

How to teach geometry theorem proving with construction?  Here, by "construction," we mean adding points and segments into a problem figure by compasses and a straightedge as a part of a proof

Two major findings from this project:

  1. construction can be done systematically, namely, there exists a procedure for construction (c.f., heuristic knowledge for construction a la Polya)

  2. Comparing forward chaining and backward chaining, students who were taught forward chaining showed better proof-writing performance than those who were taught backward chaining.  This is so even for theorem proving with construction. 

Affiliated with the Center for Interdisciplinary Research on Constructive Learning Environment (CIRCLE)

Last modified: 04/27/2009 10:19:36 PM -0400