Log file analysis

Effect of uninterrupted time-on-task on students’ success in Massive Open Online Courses (MOOCs)

This study investigated the relationship between uninterrupted time-on-task and academic success of students enrolled in a Massive Open Online Course (MOOC). The variables representing uninterrupted time-on-task, such as number and duration of …

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 …

Analyzing log files to predict students' problem solving performance in a computer-based learning environment

This study investigates whether information saved in the log files of a computer-based tutor can be used to predict the problem solving performance of students. The log files of a computer-based physics tutoring environment called Andes Physics Tutor …

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 …

Patterns, correlates, and reduction of homework copying

Submissions to an online homework tutor were analyzed to determine whether they were copied. The fraction of copied submissions increased rapidly over the semester, as each weekly deadline approached and for problems later in each assignment. The …

Measuring student learning with item response theory

We investigate short-term learning from hints and feedback in a Web-based physics tutoring system. Both the skill of students and the difficulty and discrimination of items were determined by applying item response theory (IRT) to the first answers …

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 …