Educational Data Mining (EDM)

Estimating student ability and problem difficulty using Item Response Theory (IRT) and TrueSkill

Purpose – The purpose of this paper is to investigate an efficient means of estimating the ability of students solving problems in the computer- based learning environment. Design/methodology/approach – Item response theory (IRT) and TrueSkill were …

Using Self-Organing Map and clustering to investigate problem-solving patterns in the Massive Open Online Course: An exploratory study

This study investigated whether clustering can identify different groups of students enrolled in a massive open online course (MOOC). This study applied self-organizing map and hierarchical clustering algorithms to the log files of a physics MOOC …

Modeling students' problem solving performance in the computer-based mathematics learning environment

Purpose – The purpose of this paper is to develop a quantitative model of problem solving performance of students in the computer-based mathematics learning environment. Design/methodology/approach – Regularized logistic regression was used to …

Predicting students' problem solving performance using Support Vector Machine

This study investigates whether Support Vector Machine (SVM) can be used to predict the problem solving performance of students in the computer-based learning environment. The SVM models using RBF, linear, polynomial and sigmoid kernels were …

Developing an efficient computational method that estimates the ability of students in a Web-based learning environment

This paper presents a computational method that can efficiently estimate the ability of students from the log files of a Web-based learning environment capturing their problem solving processes. The computational method developed in this study …

VisSearch: A collaborative Web searching environment

VisSearch is a collaborative Web searching environment intended for sharing Web search results among people with similar interests, such as college students taking the same course. It facilitates students' Web searches by visualizing various Web …

Creating a concept map of your Web searches: A design rationale and Web-enabled application

Although it has become very common to use World Wide Web‐based information in many educational settings, there has been little research on how to better search and organize Web‐based information. This paper discusses the shortcomings of Web search …

The effect of creating external representations on the efficiency of Web searching

The purpose of this tudy is to investigate whether the use of extensible external representations can improve the efficiency of Web search processes for open-ended questions. An experimental Web search environment capable of visually representing Web …