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Given the variability in student learning it is becoming increasingly important to tailor courses as well as course sequences to student needs. This paper presents a systematic methodology for offering personalized course sequence…

计算机与社会 · 计算机科学 2016-09-21 Jie Xu , Tianwei Xing , Mihaela van der Schaar

Current course recommender systems primarily leverage learner-course interactions, course content, learner preferences, and supplementary course details like instructor, institution, ratings, and reviews, to make their recommendation.…

信息检索 · 计算机科学 2024-05-02 Jibril Frej , Anna Dai , Syrielle Montariol , Antoine Bosselut , Tanja Käser

In management education programmes today, students face a difficult time in choosing electives as the number of electives available are many. As the range and diversity of different elective courses available for selection have increased,…

信息检索 · 计算机科学 2013-09-27 Sanjog Ray , Anuj Sharma

With cross-disciplinary academic interests increasing and academic advising resources over capacity, the importance of exploring data-assisted methods to support student decision making has never been higher. We build on the findings and…

人工智能 · 计算机科学 2018-12-27 Weijie Jiang , Zachary A. Pardos , Qiang Wei

Course enrollment recommendation is a relevant task that helps university students decide what is the best combination of courses to enroll in the next term. In particular, recommender system techniques like matrix factorization and…

计算机与社会 · 计算机科学 2020-11-26 Nicolas Araque , Germano Rojas , Maria Vitali

Recommender systems have generated tremendous value for both users and businesses, drawing significant attention from academia and industry alike. However, due to practical constraints, academic research remains largely confined to offline…

信息检索 · 计算机科学 2025-09-09 Kuan Zou , Aixin Sun

We study the course allocation problem, where universities assign course schedules to students. The current state-of-the-art mechanism, Course Match, has one major shortcoming: students make significant mistakes when reporting their…

计算机科学与博弈论 · 计算机科学 2025-01-24 Ermis Soumalias , Behnoosh Zamanlooy , Jakob Weissteiner , Sven Seuken

The accurate applicant selection for university education is imperative to ensure fairness and optimal use of institutional resources. Although various approaches are operational in tertiary educational institutions for selecting…

人工智能 · 计算机科学 2015-07-10 Oludayo O. Olugbara , Manish Joshi , Michael M. Modiba , Virendrakumar C. Bhavsar

High school and college graduates seemingly are often battling for the courses they should major in order to achieve their target career. In this paper, we worked on suggesting a career path to a graduate to reach his/her dream career given…

计算机与社会 · 计算机科学 2015-10-20 Akshay Nagpal , Supriya P. Panda

In order to help undergraduate students towards successfully completing their degrees, developing tools that can assist students during the course selection process is a significant task in the education domain. The optimal set of courses…

信息检索 · 计算机科学 2019-04-29 Sara Morsy , George Karypis

This paper presents a Multi-Agent approach to the problem of recommending training courses to engineering professionals. The recommendation system is built as a proof of concept and limited to the electrical and mechanical engineering…

人工智能 · 计算机科学 2016-11-17 Vukosi N. Marivate , George Ssali , Tshilidzi Marwala

The wide availability of specific courses together with the flexibility of academic plans in university studies reveal the importance of Recommendation Systems (RSs) in this area. These systems appear as tools that help students to choose…

机器学习 · 计算机科学 2024-02-14 A. Esteban , A. Zafra , C. Romero

Understanding which student support strategies mitigate dropout and improve student retention is an important part of modern higher educational research. One of the largest challenges institutions of higher learning currently face is the…

信息检索 · 计算机科学 2022-10-20 Herkulaas MvE Combrink , Vukosi Marivate , Benjamin Rosman

Online educational platforms are playing a primary role in mediating the success of individuals' careers. Therefore, while building overlying content recommendation services, it becomes essential to guarantee that learners are provided with…

信息检索 · 计算机科学 2022-08-24 Mirko Marras , Ludovico Boratto , Guilherme Ramos , Gianni Fenu

With the advancement in the technology sector spanning over every field, a huge influx of information is inevitable. Among all the opportunities that the advancements in the technology have brought, one of them is to propose efficient…

信息检索 · 计算机科学 2021-12-14 Sudhanshu , Narinder Singh Punn , Sanjay Kumar Sonbhadra , Sonali Agarwal

Prospective students face the challenging task of selecting a university program that will shape their academic and professional careers. For decision-makers and support services, it is often time-consuming and extremely difficult to match…

机器学习 · 计算机科学 2025-01-14 Alessandro Hill , Kalen Goo , Puneet Agarwal

Recommender systems help users find relevant items of interest, for example on e-commerce or media streaming sites. Most academic research is concerned with approaches that personalize the recommendations according to long-term user…

信息检索 · 计算机科学 2018-10-31 Malte Ludewig , Dietmar Jannach

Gaining insight into course choices holds significant value for universities, especially those who aim for flexibility in their programs and wish to adapt quickly to changing demands of the job market. However, little emphasis has been put…

社会与信息网络 · 计算机科学 2021-05-05 Erla Guðrún Sturludóttir , Eydís Arnardóttir , Gísli Hjálmtýsson , María Óskarsdóttir

Recommender systems apply data mining techniques and prediction algorithms to predict users' interest on information, products and services among the tremendous amount of available items. The vast growth of information on the Internet as…

信息检索 · 计算机科学 2016-11-25 Dhoha Almazro , Ghadeer Shahatah , Lamia Albdulkarim , Mona Kherees , Romy Martinez , William Nzoukou

Skill extraction and recommendation systems have been studied from recruiter, applicant, and education perspectives. While AI applications in job advertisements have received broad attention, deficiencies in the instructed skills side…

计算与语言 · 计算机科学 2026-03-04 Nurlan Musazade , Joszef Mezei , Mike Zhang
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