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Learning Analytics is an emerging field in the vast areas of Educational Technology and Technology Enhanced Learning (TEL). It provides tools and techniques that offer researchers the ability to analyze, study, and benchmark institutions,…

计算机与社会 · 计算机科学 2016-06-14 Mohammad Khalil , Behnam Taraghi , Martin Ebner

In a Massive Open Online Course (MOOC), predictive models of student behavior can support multiple aspects of learning, including instructor feedback and timely intervention. Ongoing courses, when the student outcomes are yet unknown, must…

机器学习 · 计算机科学 2018-12-19 Mucong Ding , Yanbang Wang , Erik Hemberg , Una-May O'Reilly

Massive open online courses (MOOC) have become important in the learning journey of college students and have been extensively implemented in higher education. However, there are few studies that investigated the willingness to continue…

计算机与社会 · 计算机科学 2024-11-27 D. Shang , Q. Chen , X. Guo , H. Jin , S. Ke , M. Li

We examine the process of engineering features for developing models that improve our understanding of learners' online behavior in MOOCs. Because feature engineering relies so heavily on human insight, we argue that extra effort should be…

计算机与社会 · 计算机科学 2014-07-22 Kalyan Veeramachaneni , Una-May O'Reilly , Colin Taylor

Massive Open Online Courses (MOOCs) once offered the promise of accessibility and affordability. However, MOOCs typically lack expert feedback and social interaction, and have low student engagement and retention. Thus, alternative programs…

计算机与社会 · 计算机科学 2022-09-13 Marissa Keech , Ashok Goel

Online learning and MOOCs have become increasingly popular in recent years, and the trend will continue, given the technology boom. There is a dire need to observe learners' behavior in these online courses, similar to what instructors do…

机器学习 · 计算机科学 2023-12-29 Aditya Panwar , Ashwin T S , Ramkumar Rajendran , Kavi Arya

Interactive online learning environments, represented by Massive AI-empowered Courses (MAIC), leverage LLM-driven multi-agent systems to transform passive MOOCs into dynamic, text-based platforms, enhancing interactivity through LLMs. This…

Massive Open Online Courses (MOOCs) have been used by students as a low-cost and low-touch educational credential in a variety of fields. Understanding the grading mechanisms behind these course assignments is important for evaluating MOOC…

计算机与社会 · 计算机科学 2021-04-27 Siruo Wang , Leah R. Jager , Kai Kammers , Aboozar Hadavand , Jeffrey T. Leek

Studies on massive open online courses (MOOCs) users discuss the existence of typical profiles and their impact on the learning process of the students. However defining the typical behaviors as well as classifying the users accordingly is…

For statistics courses at all levels, teaching and learning online poses challenges in different aspects. Particular online challenges include how to effectively and interactively conduct exploratory data analyses, how to incorporate…

其他统计学 · 统计学 2020-02-25 Jim Albert , Mine Cetinkaya-Rundel , Jingchen Hu

Each time a learner in a self-paced online course seeks to answer an assessment question, it takes some time for the student to read the question and arrive at an answer to submit. If multiple attempts are allowed, and the first answer is…

人机交互 · 计算机科学 2020-02-06 Ilia Rushkin , Isaac Chuang , Dustin Tingley

In recent years, Massive Open Online Courses (MOOCs) have witnessed immense growth in popularity. Now, due to the recent Covid19 pandemic situation, it is important to push the limits of online education. Discussion forums are primary means…

信息检索 · 计算机科学 2021-01-19 Shalini Pandey , Andrew Lan , George Karypis , Jaideep Srivastava

Massive Open Online Courses (MOOCs) bring together thousands of people from different geographies and demographic backgrounds -- but to date, little is known about how they learn or communicate. We introduce a new content-analysed MOOC…

计算机与社会 · 计算机科学 2014-04-17 Nabeel Gillani , Rebecca Eynon , Michael Osborne , Isis Hjorth , Stephen Roberts

The large-scale online management systems (e.g. Moodle), online web forums (e.g. Piazza), and online homework systems (e.g. WebAssign) have been widely used in the blended courses recently. Instructors can use these systems to deliver class…

社会与信息网络 · 计算机科学 2017-10-02 Niki Gitinabard , Linting Xue , Collin F. Lynch , Sarah Heckman , Tiffany Barnes

Students who take an online course, such as a MOOC, use the course's discussion forum to ask questions or reach out to instructors when encountering an issue. However, reading and responding to students' questions is difficult to scale…

机器学习 · 计算机科学 2023-07-18 Valdemar Švábenský , Ryan S. Baker , Andrés Zambrano , Yishan Zou , Stefan Slater

This paper addresses a key challenge in MOOC dropout prediction, namely to build meaningful representations from clickstream data. While a variety of feature extraction techniques have been explored extensively for such purposes, to our…

机器学习 · 计算机科学 2020-02-07 Byungsoo Jeon , Namyong Park

With large student enrollment, MOOC instructors face the unique challenge in deciding when to intervene in forum discussions with their limited bandwidth. We study this problem of instructor intervention. Using a large sample of forum data…

计算机与社会 · 计算机科学 2015-04-28 Muthu Kumar Chandrasekaran , Min-Yen Kan , Bernard C. Y. Tan , Kiruthika Ragupathi

Massive Open Online Courses (MOOCs) have become a popular choice for e-learning thanks to their great flexibility. However, due to large numbers of learners and their diverse backgrounds, it is taxing to offer real-time support. Learners…

计算与语言 · 计算机科学 2021-11-16 Jialin Yu , Laila Alrajhi , Anoushka Harit , Zhongtian Sun , Alexandra I. Cristea , Lei Shi

This paper presents for the first time a detailed analysis of fine-grained navigation style identification in MOOCs backed by a large number of active learners. The result shows 1) whilst the sequential style is clearly in evidence, the…

人机交互 · 计算机科学 2020-08-12 Lei Shi , Alexandra I. Cristea , Armando M. Toda , Wilk Oliveira

Since its introduction in 2011, there have been over 4000 MOOCs on various subjects on the Web, serving over 35 million learners. MOOCs have shown the ability to democratize knowledge dissemination and bring the best education in the world…

计算机与社会 · 计算机科学 2021-01-13 Shang-Wen Li