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In this dissertation we study statistical and online learning problems from an optimization viewpoint.The dissertation is divided into two parts : I. We first consider the question of learnability for statistical learning problems in the…

机器学习 · 计算机科学 2012-04-19 Karthik Sridharan

This study aims to determine a predictive model to learn students probability to pass their courses taken at the earliest stage of the semester. To successfully discover a good predictive model with high acceptability, accurate, and…

机器学习 · 计算机科学 2023-04-13 Anabella C. Doctor

Over 1100 students over four semesters were given the option of taking an introductory undergraduate statistics class either by in-person attendance in lectures or by taking exactly the same class (same instructor, recorded lectures,…

应用统计 · 统计学 2023-04-10 Ellen S. Fireman , Zachary S. Donnini , Michael B. Weissman , Daniel J. Eck

Although compelling assessments have been examined in recent years, more studies are required to yield a better understanding of the several methods where assessment techniques significantly affect student learning process. Most of the…

物理教育 · 物理学 2017-12-15 Khondkar Islam , Pouyan Ahmadi , Salman Yousaf

Technology applied in education can provide great benefits and overcome challenges by facilitating access to learning objects anywhere and anytime. However, technology alone is not enough, since it requires suitable planning and learning…

计算机与社会 · 计算机科学 2022-09-26 Gabriel Leitão , Juan Colonna , Edwin Monteiro , Elaine Oliveira , Raimundo Barreto

At large institutions of higher education, students frequently have a choice whether to attend the introductory physics sequence asynchronously online, on-site in a traditional lecture-setting, or in a reformed studio setting. In this…

物理教育 · 物理学 2023-05-26 Gerd Kortemeyer , Christine Kortemeyer , Wolfgang Bauer

The purpose of this paper is to determine potential identifiers of students' academic success in foundation mathematics course from the data logs of an intelligent tutor. A cross-sectional study design was used. A sample of 58 records was…

计算机与社会 · 计算机科学 2016-07-26 Anita Dani

Predictive models of student success in Massive Open Online Courses (MOOCs) are a critical component of effective content personalization and adaptive interventions. In this article we review the state of the art in predictive models of…

计算机与社会 · 计算机科学 2018-04-23 Josh Gardner , Christopher Brooks

By investigating the exam scores of introductory economics in a business school in Taiwan between 2008 and 2019, we find three sets of results: First, we find no significant difference between genders in the exam scores. Second, students'…

综合经济学 · 经济学 2024-10-29 Natsuki Arai , Shian Chang , Biing-Shen Kuo

This paper introduces a new spreadsheet tool for adoption by high school or college level physics teachers who use common assessments in a pre-instruction/post-instruction mode to diagnose student learning and teaching effectiveness. The…

物理教育 · 物理学 2017-03-14 Gary A. Morris , Paul J. Walter , Spencer Skees , Samantha Schwartz

A common assumption in machine learning is that training data are i.i.d. samples from some distribution. Processes that generate i.i.d. samples are, in a sense, uninformative---they produce data without regard to how good this data is for…

人工智能 · 计算机科学 2017-12-04 Long Ouyang , Michael C. Frank

Oral exams are a powerful tool to assess student's learning. This is particularly important in introductory statistics classes where students struggle to grasp various topics like the interpretation of probability, $p$-values and more. The…

其他统计学 · 统计学 2025-09-15 Eric Yanchenko

Using the trends of estimated abilities in terms of item response theory for online testing, we can predict the success/failure status for the final examination to each student at early stages in courses. In prediction, we applied the newly…

计算机与社会 · 计算机科学 2019-01-09 Hideo Hirose

A growing number of students are completing undergraduate degrees in statistics and entering the workforce as data analysts. In these positions, they are expected to understand how to utilize databases and other data warehouses, scrape data…

其他统计学 · 统计学 2020-07-21 Johanna Hardin , Roger Hoerl , Nicholas J. Horton , Deborah Nolan

Conventional ensemble learning combines students in the space domain. In this paper, however, we combine students in the time domain and call it time-domain ensemble learning. We analyze, compare, and discuss the generalization performances…

无序系统与神经网络 · 物理学 2015-06-25 Seiji Miyoshi , Masato Okada

Learning curves provide insight into the dependence of a learner's generalization performance on the training set size. This important tool can be used for model selection, to predict the effect of more training data, and to reduce the…

机器学习 · 计算机科学 2022-11-08 Tom Viering , Marco Loog

Prior work has developed a range of automated measures ("detectors") of student self-regulation and engagement from student log data. These measures have been successfully used to make discoveries about student learning. Here, we extend…

计算机与社会 · 计算机科学 2025-05-20 Ashish Gurung , Jionghao Lin , Zhongtian Huang , Conrad Borchers , Ryan S. Baker , Vincent Aleven , Kenneth R. Koedinger

The undergraduate curriculum in statistics and data science is undergoing changes to accommodate new methods, newly interested students, and the changing role of statistics in society. Because of this, it is more important than ever that…

其他统计学 · 统计学 2025-12-17 Lee Kennedy-Shaffer

In modern physical education, data-driven evaluation methods have gradually attracted attention, especially the quantitative prediction of students' sports performance through machine learning model. The purpose of this study is to use a…

机器学习 · 计算机科学 2024-11-26 Shaoxuan Sun , Jingao Yuan , Yuelin Yang

Infographic is a type of information visualization that uses graphic design to enhance human ability to identify patterns and trends. It is popularly used to support spread of information. Yet, there are few studies that investigate how…