Adaptive Learning Support System Based on Automatic Recommendation of Personalized Review Materials

نویسندگان

چکیده

In this study, we propose an integrated system to support learners' reviews. the proposed system, review dashboard is used recommend contents that are adaptive individual learner's level of understanding and present other information useful for review. The pages digital learning materials estimated be insufficiently understood by each learner webpages related those recommended. As a method estimating such pages, consider extracting questions were answered incorrectly. We examined accuracy matching question with materials. also conducted experiment verify usefulness its effect on using dashboard. experiment, evaluation indicated at least half participants found it most types feedback. addition, rate change in quiz scores was significantly higher group dashboard, which indicates has improving learning.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Automatic Generation of Personalized Review Materials Based on Across-Learning-System Analysis

Atsushi Shimada, Kyushu University, Japan, [email protected] Fumiya Okubo, Kyushu University, Japan, [email protected] Chengjiu Yin, Kyushu University, Japan, [email protected] Hiroaki Ogata, Kyushu University, Japan, [email protected] Abstract: In this paper, we propose a novel method to make a summary set of lecture slides for supporting students’ review stu...

متن کامل

Research on Personalized Behaviors Recommendation System Based on Cloud Computing

Data scale becomes a bottleneck in user behaviors analysis, many data mining algorithms become Inefficient slow in this circumstances. This paper explores an effective approach to mine latent knowledge in large scale data, which combines the basal principles of association rules, MapReduce model and Hbase database. First, general principles and algorithm of association rules are given. Second, ...

متن کامل

A Personalized Electronic Movie Recommendation System Based on Support Vector Machine and Improved Particle Swarm Optimization

With the rapid development of ICT and Web technologies, a large an amount of information is becoming available and this is producing, in some instances, a condition of information overload. Under these conditions, it is difficult for a person to locate and access useful information for making decisions. To address this problem, there are information filtering systems, such as the personalized r...

متن کامل

A Personalized Courseware Recommendation System Based on Fuzzy

With the rapid growth of computer and Internet technologies, e-learning has become a major trend in the computer assisted teaching and learning field currently. In past years, many researchers made effort in developing elearning systems with personalized learning mechanism to assist on-line learning. However, most of them focused on using learner’s behaviors, interests, and habits to provide pe...

متن کامل

Personalized Opinion-Based Recommendation

E-commerce recommender systems seek out matches between customers and items in order to help customers discover more relevant and satisfying products and to increase the conversion rate of browsers to buyers. To do this, a recommender system must learn about the likes and dislikes of customers/users as well as the advantages and disadvantages (pros and cons) of products. Recently, the explosion...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: IEEE Transactions on Learning Technologies

سال: 2023

ISSN: ['2372-0050', '1939-1382']

DOI: https://doi.org/10.1109/tlt.2022.3225206