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Online learning represents an important family of machine learning algorithms, in which a learner attempts to resolve an online prediction (or any type of decision-making) task by learning a model/hypothesis from a sequence of data…

机器学习 · 计算机科学 2018-10-23 Steven C. H. Hoi , Doyen Sahoo , Jing Lu , Peilin Zhao

The study was conducted in an Advanced Quantitative Research Methods course involving 20 graduate students. During the course, student inquiries made to the AI were recorded and coded using Bloom's taxonomy and the CLEAR framework. A series…

人机交互 · 计算机科学 2025-06-04 Zhanxin Hao , Haifeng Luo , Yongyi Chen , Yu Zhang

Online reinforcement learning (RL) is increasingly used for realizing adaptive systems in the presence of design time uncertainty. Online RL facilitates learning from actual operational data and thereby leverages feedback only available at…

软件工程 · 计算机科学 2023-07-11 Andreas Metzger , Jan Laufer , Felix Feit , Klaus Pohl

Academic performance depends on a multivariable nexus of socio-academic and financial factors. This study investigates these influences to develop effective strategies for optimizing students' CGPA. To achieve this, we reviewed various…

机器学习 · 计算机科学 2025-08-04 Bushra Akter , Md Biplob Hosen , Sabbir Ahmed , Mehrin Anannya , Md. Farhad Hossain

Research in artificial intelligence (AI)-assisted decision-making is experiencing tremendous growth with a constantly rising number of studies evaluating the effect of AI with and without techniques from the field of explainable AI (XAI) on…

人机交互 · 计算机科学 2022-06-02 Max Schemmer , Patrick Hemmer , Maximilian Nitsche , Niklas Kühl , Michael Vössing

Diagnosing student problem behaviors requires teachers to synthesize multifaceted information, identify behavioral categories, and plan intervention strategies. Although fine-tuned large language models (LLMs) can support this process…

计算与语言 · 计算机科学 2026-04-27 Zhilin Fan , Deliang Wang , Penghe Chen , Yu Lu

Massive Open Online Courses (MOOCs) are attracting the attention of people all over the world. Regardless the platform, numbers of registrants for online courses are impressive but in the same time, completion rates are disappointing.…

信息检索 · 计算机科学 2017-10-11 Tom Rolandus Hagedoorn , Gerasimos Spanakis

The identification and analysis of student satisfaction is a challenging issue. This is becoming increasingly important since a measure of student satisfaction is taken as an indication of how well a course has been taught. However, it…

计算机与社会 · 计算机科学 2020-06-16 Farzana Afrin , Mohammad Saiedur Rahaman , Margaret Hamilton

Many researchers have studied student academic performance in supervised and unsupervised learning using numerous data mining techniques. Neural networks often need a greater collection of observations to achieve enough predictive ability.…

Recommender systems are widely used AI applications designed to help users efficiently discover relevant items. The effectiveness of such systems is tied to the satisfaction of both users and providers. However, user satisfaction is complex…

信息检索 · 计算机科学 2024-11-05 Ali Elahi , Armin Zirak

Artificial Intelligence algorithms have now become pervasive in multiple high-stakes domains. However, their internal logic can be obscure to humans. Explainable Artificial Intelligence aims to design tools and techniques to illustrate the…

人机交互 · 计算机科学 2024-04-29 Eleonora Cappuccio , Daniele Fadda , Rosa Lanzilotti , Salvatore Rinzivillo

In courses that involve programming assignments, giving meaningful feedback to students is an important challenge. Human beings can give useful feedback by manually grading the programs but this is a time-consuming, labor intensive, and…

编程语言 · 计算机科学 2020-10-19 Joshua Clune , Vijay Ramamurthy , Ruben Martins , Umut A. Acar

Providing rich, constructive feedback to students is essential for supporting and enhancing their learning. Recent advancements in Generative Artificial Intelligence (AI), particularly with large language models (LLMs), present new…

计算机与社会 · 计算机科学 2025-07-11 Euan D Lindsay , Mike Zhang , Aditya Johri , Johannes Bjerva

Understanding the factors that shape students' mathematics performance is vital for designing effective educational policies. This study applies explainable artificial intelligence (XAI) techniques to PISA 2018 data to predict math…

人工智能 · 计算机科学 2025-08-26 Liu Liu , Rui Dai

Evaluation of students' performance for the completion of courses has been a major problem for both students and faculties during the work-from-home period in this COVID pandemic situation. To this end, this paper presents an in-depth…

机器学习 · 计算机科学 2020-09-08 Vipul Bansal , Himanshu Buckchash , Balasubramanian Raman

The profound impact of online reviews on consumer decision-making has made it crucial for businesses to manage negative reviews. Recent advancements in artificial intelligence (AI) technology have offered businesses novel and effective ways…

计算机与社会 · 计算机科学 2025-11-05 Rongping Shen

The increasing use of Generative Artificial Intelligence (GAI) tools in education highlights the need to understand their influence on individuals' thinking processes and agency. This research explored 20 university students' interaction…

人机交互 · 计算机科学 2024-12-02 Tianlong Zhong , Gaoxia Zhu , Kang You Lim , Yew Soon Ong

The "LLM-as-a-Judge" paradigm, using Large Language Models (LLMs) as automated evaluators, is pivotal to LLM development, offering scalable feedback for complex tasks. However, the reliability of these judges is compromised by various…

计算与语言 · 计算机科学 2026-05-22 Qingquan Li , Shaoyu Dou , Kailai Shao , Chao Chen , Haixiang Hu

Accurately predicting their future performance can ensure students successful graduation, and help them save both time and money. However, achieving such predictions faces two challenges, mainly due to the diversity of students' background…

计算机与社会 · 计算机科学 2023-01-02 Khalid Moustapha Askia , Marie-Jean Meurs

Despite growing interest in using LLMs to generate feedback on students' writing, little is known about how students respond to AI-mediated versus human-provided feedback. We address this gap through a randomized controlled trial in a large…

人机交互 · 计算机科学 2026-02-25 Xinyi Lu , Kexin Phyllis Ju , Mitchell Dudley , Larissa Sano , Xu Wang