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It has long been recognized that academic success is a result of both cognitive and non-cognitive dimensions acting together. Consequently, any intelligent learning platform designed to improve learning outcomes (LOs) must provide…

机器学习 · 计算机科学 2020-10-13 Chintan Donda , Sayan Dasgupta , Soma S Dhavala , Keyur Faldu , Aditi Avasthi

In the last two decades, number of Higher Education Institutions (HEI) grows rapidly in India. Since most of the institutions are opened in private mode therefore, a cut throat competition rises among these institutions while attracting the…

信息检索 · 计算机科学 2012-06-15 Saurabh Pal

The prediction of academic dropout, with the aim of preventing it, is one of the current challenges of higher education institutions. Machine learning techniques are a great ally in this task. However, attention is needed in the way that…

机器学习 · 计算机科学 2023-05-16 Bruno de M. Barros , Hugo A. D. do Nascimento , Raphael Guedes , Sandro E. Monsueto

One of the important measures of quality of education is the performance of students in the academic settings. Nowadays, abundant data is stored in educational institutions about students which can help to discover insight on how students…

计算机与社会 · 计算机科学 2019-09-18 Ephrem Admasu Yekun , Abrahaley Teklay

School dropout is a serious problem in distance learning, where early detection is crucial for effective intervention and student perseverance. Predicting student dropout using available educational data is a widely researched topic in…

人工智能 · 计算机科学 2025-07-15 Meriem Zerkouk , Miloud Mihoubi , Belkacem Chikhaoui

Objective. Type 2 diabetes mellitus (T2DM) is a highly prevalent non-communicable chronic disease that substantially reduces life expectancy. Accurate estimation of all-cause mortality risk in T2DM patients is crucial for personalizing and…

Growth mindset interventions foster students' beliefs that their abilities can grow through effort and appropriate strategies. However, not every student benefits from such interventions - yet research identifying which student factors…

计算机与社会 · 计算机科学 2021-03-30 Nigel Bosch

Predicting performance outcomes has the potential to transform training approaches, inform coaching strategies, and deepen our understanding of the factors that contribute to athletic success. Traditional non-automated data analysis in…

人机交互 · 计算机科学 2025-09-12 Melik Ozolcer , Tongze Zhang , Sang Won Bae

We emphasize the importance of asking the right question when interpreting the decisions of a learning model. We discuss a natural extension of the theoretical machinery from Janzing et. al. 2020, which answers the question "Why did my…

机器学习 · 统计学 2020-12-11 Debraj Basu

Dropout in higher education is commonly analysed through observable academic events such as course failure or repetition. However, these event-based perspectives may obscure the underlying structural dynamics that shape student…

计算机与社会 · 计算机科学 2026-04-28 Hugo Roger Paz

Artificial intelligence (AI) based learning assistants and chatbots are increasingly integrated into higher education. While these tools are often evaluated in terms of technical performance, their successful and ethical use also depends on…

人机交互 · 计算机科学 2025-12-22 Ezgi Dağtekin , Ercan Erkalkan

A significant body of recent research in the field of Learning Analytics has focused on leveraging machine learning approaches for predicting at-risk students in order to initiate timely interventions and thereby elevate retention and…

机器学习 · 计算机科学 2023-06-26 Teo Susnjak

The prediction of student performance and the analysis of students' learning behavior play an important role in enhancing online courses. By analysing a massive amount of clickstream data that captures student behavior, educators can gain…

计算机与社会 · 计算机科学 2024-10-23 Narjes Rohani , Behnam Rohani , Areti Manataki

The introductory programming course (CS1) at the university level is often perceived as particularly challenging, contributing to high dropout rates among Computer Science students. Identifying when and how students encounter difficulties…

计算机与社会 · 计算机科学 2026-04-28 Denis Zhidkikh , Ville Isomöttönen , Toni Taipalus

Machine learning systems have been widely used to make decisions about individuals who may behave strategically to receive favorable outcomes, e.g., they may genuinely improve the true labels or manipulate observable features directly to…

人工智能 · 计算机科学 2024-10-30 Tian Xie , Zhiqun Zuo , Mohammad Mahdi Khalili , Xueru Zhang

Recent advancements in machine learning have spurred growing interests in automated interpreting quality assessment. Nevertheless, existing research suffers from insufficient examination of language use quality, unsatisfactory modeling…

计算与语言 · 计算机科学 2025-08-15 Zhaokun Jiang , Ziyin Zhang

University evaluation and ranking is an extremely complex activity. Major universities are struggling because of increasingly complex indicator systems of world university rankings. So can we find the meta-indicators of the index system by…

应用统计 · 统计学 2021-11-25 Shudong Yang , Miaomiao Liu

The past decade has seen a growth in the development and deployment of educational technologies for assisting college-going students in choosing majors, selecting courses and acquiring feedback based on past academic performance. Grade…

机器学习 · 计算机科学 2018-01-18 Zhiyun Ren , Xia Ning , Huzefa Rangwala

Student dropout in distance learning remains a critical challenge, with profound societal and economic consequences. While classical machine learning models leverage structured socio-demographic and behavioral data, they often fail to…

计算与语言 · 计算机科学 2025-07-15 Miloud Mihoubi , Meriem Zerkouk , Belkacem Chikhaoui

Supporting student success requires collaboration among multiple stakeholders. Researchers have explored machine learning models for academic performance prediction; yet key challenges remain in ensuring these models are interpretable,…

人机交互 · 计算机科学 2025-05-12 Han Zhang , Yiyi Ren , Paula S. Nurius , Jennifer Mankoff , Anind K. Dey