Knowledge Mining for Adaptive Multimedia Web-Based Educational Platform

2008 ◽  
pp. 205-257 ◽  
Author(s):  
Leyla Zhuhadar ◽  
Olfa Nasraoui ◽  
Robert Wyatt
Keyword(s):  
Learning Styles ◽  
Learning Style ◽  
Intelligent System ◽  
Learning Material ◽  
Online Information ◽  
Learning Sequence ◽  
Online Students ◽  
User Models ◽  
Web Based ◽  
The Web

This chapter introduces an Adaptive Web-Based Educational platform that maximizes the usefulness of the online information that online students retrieve from the Web. It shows in a data driven format that information has to be personalized and adapted to the needs of individual students; therefore, educational materials need to be tailored to fit these needs: learning styles, prior knowledge of individual students, and recommendations. This approach offers several techniques to present the learning material for different types of learners and for different learning styles. User models (user profiles) are created using a combination of clustering techniques and association rules mining. These models represent the learning technique, learning style, and learning sequence, which can help improve the learning experience on the Web site for new users. Furthermore, the user models can be used to create an intelligent system that provides recommendations for future online students whose profile matches one of the mined profiles that represents the discovered user models.

The influence of learning style on satisfaction and learning effectiveness in the asynchronous web-based learning system

2017 ◽  
Vol 35 (4) ◽  
pp. 473-489 ◽  
Author(s):  
Fei-Fei Cheng ◽  
Chui-Chen Chiu ◽  
Chin-Shan Wu ◽  
Der-Chian Tsaih
Keyword(s):  
Learning Styles ◽  
Learning Style ◽  
Learning System ◽  
Learning Effectiveness ◽  
Web Based ◽  
Content Type ◽  
Web Based Learning ◽  
Significant Difference ◽  
E Learning ◽  
The Web

Purpose The purpose of this paper is to investigate the effect of user’s learning style (including accommodators, divergers, convergers, and assimilators) on user’s satisfaction on the web-based learning system and their learning effectiveness. Design/methodology/approach This experimental research used the college students from a technology institute in Taiwan as the subject sources. By using the Kolb’s learning style model, the students are classified as four types of learners: convergers, divergers, assimilators, and accommodators. The authors analyzed the relationships among the different learning styles with their effectiveness of learning and satisfaction of using the web-based learning system. The mediation effect of gender is also presented. Findings This research indicates that: first, the satisfaction of the web-based learning system has significant influence on the learning performance of learners; second, different learning styles learners have no significant effect to the satisfaction on using the web-based learning system; third, learning effectiveness has significant difference among different learning style learners on the web-based learning system; the learning effectiveness of accommodators and divergers was significantly higher than the assimilators; fourth, different learning styles learners show significant difference in gender proportion. In addition to accommodators, whose proportion of women is higher than men, the other three learning styles’ proportions in men are higher than women. Research limitations/implications This study was grounded in the Kolb’s learning style theory. The authors provide implications for academic studies in e-learning research stream that aimed at understanding the role of learning style as well as gender differences in the asynchronous web-based learning system. Practical implications Results from this study provided the implications for students, educators, and e-learning system designers. The design of teaching materials as well as functions of e-learning systems should take learners’ learning style into consideration to ensure the best learning outcome. Originality/value This study examined the students’ learning style as well as gender differences in the asynchronous web-based learning system. An experiment was conducted to ensure the data were collected in a controlled environment, thus, offer the value that most of the prior study lacks.

A multivariate analysis of secondary students’ experience of web-based language acquisition

ReCALL ◽  
2004 ◽  
Vol 16 (1) ◽  
pp. 237-249 ◽  
Author(s):  
USCHI FELIX
Keyword(s):  
Learning Styles ◽  
Student Perceptions ◽  
Learning Style ◽  
Secondary Students ◽  
School Environment ◽  
Large Scale ◽  
Mode Of Delivery ◽  
Web Based ◽  
Advantages And Disadvantages ◽  
The Web

This paper reports on a large-scale project designed to replicate an earlier investigation of tertiary students (Felix, 2001) in a secondary school environment. The new project was carried out in five settings, again investigating the potential of the Web as a medium of language instruction. Data was collected by questionnaires and observational procedures to ascertain student perceptions of the usefulness of Web-based learning, their views on its advantages and disadvantages, their personal comfort and enjoyment when working with the Web, their preferred mode of delivery, their evaluation of the quality of resources used, and their learning styles and study preferences. Results of both studies showed that students were on the whole positively inclined to working with the Web and found it useful, with the majority preferring to use the Web as an add-on to face-to-face teaching. Reported advantages in both studies outweighed disadvantages. The secondary students felt significantly more comfortable on the Web, worked longer hours and reported more evenly distributed study preferences. Most favoured a kinesthetic learning style and significant relationships between learning style and mode preference were found. Differential findings related to gender emerged in the two studies.

The DEKOR System

2011 ◽  
pp. 164-186 ◽  
Author(s):  
Christian Gütl ◽  
Victor Manuel García-Barrios
Keyword(s):  
Learning Environment ◽  
Learning Styles ◽  
Educational Systems ◽  
Learning Material ◽  
Learner Characteristics ◽  
Web Based ◽  
Learning Content ◽  
Support Students

Due to the wide diversity of learning styles and learner characteristics, delivering learning material from modern ICT-based learning must also be conducted in a diverse manner rather than with a “one-fitsall” approach. By focusing on content aspects, the majority of adaptive Web-based educational systems are only able to deal with closed repositories and therefore only pre-defined content alternatives for limited learner characteristics are manageable. One possible solution is to enable and technologically support students’ freedom to select appropriate learning content of their own choice. The WWW as an extensive repository of diverse content has gained considerable interest as an open-ended learning environment, but most students cannot cope well with such open accessibility. To overcome this, the authors have started research towards a system of personalized access to open repositories. In this book chapter, they introduce the evolution of their linked approaches and discuss the findings in the context of learner characteristics.

Web-Based Responsive Mobile Learning (M-Learning) Design

2020 ◽  
pp. 301-317
Author(s):  
Alaattin Parlakkılıç
Keyword(s):  
Learning Styles ◽  
Instructional Strategies ◽  
Mobile Learning ◽  
Web Sites ◽  
Social Life ◽  
Solid Material ◽  
Web Based ◽  
Responsive Design ◽  
User Friendly ◽  
The Web

The mobile initiative is changing education and social life worldwide. The question is how to offer the same user-friendly, aesthetically pleasing mobile learning courses on different mobile devices. Developing effective web sites courses and content isn't only about creating a course with solid material. Managers and course authors are concerned about adapting different courses to a variety of learning styles and individual needs and keeping users interested and engaged. A good place to start is to organize thoughts and figure out exactly what is wanted to be included in the web sites course. Responsive design gives the ability to create a single m-learning course that automatically adapts to any browser or device. This allows the target audience to benefit from the courses without having to worry about screen size and resolution. In this chapter, m-learning is discussed in a responsive design context that can be used across platforms and offers the design of courses according to m-learning instructional strategies.

Hyperlinked Suicide

Crisis ◽  
2011 ◽  
Vol 32 (3) ◽  
pp. 143-151 ◽  
Author(s):  
Christopher G. Kemp ◽  
Sunny C. Collings
Keyword(s):  
Suicide Prevention ◽  
Online Information ◽  
Prevention Policy ◽  
Web Based ◽  
Online Networks ◽  
Web Presence ◽  
Related Information ◽  
Hyperlink Network Analysis ◽  
Changes Over Time ◽  
The Web

Background: The relationship between the Internet and suicide is a topic of growing concern among suicide researchers and the public, though to date few have actually attempted to investigate the accessibility and prominence of suicide-related information online, and there have been no comprehensive studies of site networking structure. Aims: To assess the visibility of various types of online information to suicide-risk individuals, and to assess the prominence and accessibility of “pro-suicide,” suicide prevention, and support sites by measuring their networking structure. Methods: Employing empirically derived search terms, we used the web-based Virtual Observatory for the Study of Online Networks (VOSON) to conduct hyperlink network analysis (HNA) of suicide-related websites. Results: Pro-suicide sites are rare and marginal, while sites dedicated to information about suicide as well as sites dedicated to prevention policy and advocacy are readily accessible. Conclusions: The networking structure of suicide-related Internet content has not been described previously. Our analysis shows that HNA is a useful method for gaining an indepth understanding of network traffic in relation to suicide-content websites. This information will be useful for strengthening the web presence of support and suicide prevention sites, and for monitoring changes over time.

Use of participatory design in the development of person-centred web-based support for persons with long-term illness

2013 ◽  
Vol 1 (2) ◽  
pp. 369 ◽  
Author(s):  
Carina Sparud-Lundin ◽  
Ulrika Josefsson ◽  
Marie Berg ◽  
Anna-Lena Hellstrom ◽  
Ingalill Koinberg ◽  
...  
Keyword(s):  
Design Process ◽  
Participatory Design ◽  
Personal Information ◽  
Online Information ◽  
Participatory Approaches ◽  
Web Based ◽  
Holistic View ◽  
Actual Use ◽  
The Web

Background: E-health solutions are increasingly being developed to meet patients’ preferences and promote their participation in healthcare. Few studies have explored the participatory design process from the perspective of person-centeredness, including how it becomes materialized in technology. This paper explores how applied participatory approaches and the design of 4 web-based interventions directed towards long-term illness correspond to key areas of person-centeredness. Methods: Data were collected during 2009 to 2012, from 4 Swedish research projects. The analysis followed an inductive approach involving a step-wise cross-case analysis. The purpose was to create shared knowledge and understanding of each separate case and to generate relevant categories.Results: A number of question areas describe the dialogue with the case participants. Results of the dialogue are categorized into 4 support areas: psychological/emotional, personal, information and technical. Person-centeredness becomes visible in the participatory design process as the approach promotes the development of a holistic view of the person and the illness and a partnership between patients and carers. The use of communication technology exemplifies concrete materialization of person-centeredness in the design of the web-based supports. The purpose of the web supports and the shaping of the actual use of the functionalities are more abstract forms of materialization.Conclusions: Our results contribute to a central development area within eHealth involving increased opportunities for patients to contribute actively in real time, obtaining access to information and sometimes interacting with carers. However, neither participatory approaches nor technology for online information and communication, can guarantee person-centeredness in isolation.

OPTIMASI RISET KEYWORD DENGAN TEKNIK ALLINTITLLE PADA MESIN PENCARI GOOGLE

2018 ◽  
Vol 1 (1) ◽  
pp. 1-5
Author(s):  
Hengki Tamando Sihotang
Keyword(s):  
Search Engine ◽  
Information Needs ◽  
Research Question ◽  
Online Information ◽  
Web Based ◽  
Development Method ◽  
Government Services ◽  
Search Results ◽  
Google Search ◽  
The Web

Online information needs have evolved in the real direction. These needs include the latest information, government services, and commercial products. The research question is how to describe and optimize keyword research with the allintitle technique on the google search engine. The development method used in this research is the prototype method because it is considered able to be evaluated directly on the user. The system testing is done for 3 months by placing keywords on several websites on Google. The conclusion that can be taken is to use the allintitle technique, the search results for the web are easier to find. And this web-based allintitle technique can overcome the challenges of captcha verification from the Google search engine.   Keywords: Allintitle, Google's Search Engine, Keyword competition.

scholarly journals Blended Learning Strategies of Telegram-Assisted Learning Towards Student Mathematics Learning Results Reviewed from Learning Style

2020 ◽  
Vol 4 (2) ◽  
pp. 133
Author(s):  
Kadek Suryati ◽  
I Gede Adnyana
Keyword(s):  
Learning Styles ◽  
Blended Learning ◽  
Learning Outcomes ◽  
Learning Strategies ◽  
Learning Style ◽  
Learning Strategy ◽  
Mathematics Learning ◽  
Sampling Technique ◽  
Learning Material ◽  
Online Application

The research aims to describe the influence of telegram-assisted blended learning strategies on mathematics learning outcomes in terms of learning styles. This research is a quasi-experimental research using 2x3 factorial design. The respondents taken is the second semester students majoring in informatics engineering at the STMIK STIKOM Indonesia campus. The sampling procedure in this study was a random sampling technique that was started by carrying out the equivalency test of 4 classes taken using the one-way ANOVA test. After that randomly selected, two classes as an experimental class and two classes as a control class. To get instruments that have validity before use, questionnaires and tests are first tested and validated by experts who are experts in their fields. Normality and homogeneity tests are needed as a prerequisite before analyzing the data. The method used to analyze data is two-way ANOVA. The results showed that (1) student mathematics learning outcomes taught with telegram-assisted blended learning strategies were better than conventional mathematics learning outcomes of students taught, (2) the effect of telegraph-assisted blended learning strategies on student mathematics learning outcomes in learning styles. Based on the results of the research that has been carried out, it is recommended that further researchers or educators be able to develop a blended learning strategy as a way to convey learning material so that they can pay more attention to the learning styles of each student and can develop telegrams with more attractive features so that the telegram becomes one of online application for learning media.

scholarly journals WEB-BASED COOPERATIVE LEARNING, LEARNING STYLES, AND STUDENT’S LEARNING OUTCOMES

2015 ◽  
Vol 2 (2) ◽  
Author(s):  
Bambang Hariadi
Keyword(s):  
Cooperative Learning ◽  
Learning Styles ◽  
Blended Learning ◽  
Learning Outcomes ◽  
Learning Strategies ◽  
Learning Strategy ◽  
Control Group ◽  
Learning Achievement ◽  
Web Based ◽  
The Web

Abstract: This study was aimed to examine the effect of the instructional learning strategy (webbased STAD-type cooperative and text-based STAD-type cooperative learning strategies) and learning styles towards student learning achievement. This quasi-experimental study used a non-equivalent control group version of the factorial design. The subjects were the first-semester undergraduate students of Information Systems at STIKOM Surabaya. Sixty-nine (69) students were involved, 34 of whom were the subjects of the experimental group and 35 were the subjects of the control group. The collected data were statistically analyzed by using the two-way analysis of variance technique (ANOVA) with the significance level of 0.05. The findings of this research indicate that there was a significant difference in learning achievement, for the General Management course, between groups of students taught with the web-based STAD-type cooperative learning strategies and those taught with the text-based STAD-type cooperative learning strategies. Based on the findings, the researcher suggests lecturers to implement the STAD-type cooperative learning strategies, and use the web-based and text-based strategies simultaneously (complementarily) in the form of blended learning. Keywords: learning strategy, STAD type cooperative, web based learning, learning styles, learning outcomes PEMBELAJARAN KOOPERATIF BERBASIS WEB, GAYA BELAJAR, DAN HASIL BELAJAR MAHASISWA Abstrak: Penelitian ini bertujuan untuk menguji pengaruh strategi pembelajaran (kooperatif tipe STAD berbasis web vs kooperatif tipe STAD berbasis teks) dan gaya belajar terhadap hasil belajar mahasiswa. Penelitian kuasi eksperimen ini menggunakan desain faktorial versi nonequivalen control group design. Subjek penelitian ini adalah mahasiswa program studi Sistem Informasi semester I di STIKOM Surabaya yang berjumlah 69 mahasiswa, terdiri dari 34 mahasiswa untuk kelas eksperimen dan 35 mahasiswa untuk kelas kontrol. Data yang terkumpul diolah secara statistik dengan menggunakan teknik analisis varian dua jalur dengan menggunakan taraf signifikansi 0,05. Hasil penelitian ini menunjukkan bahwa terdapat perbedaan hasil belajar mata kuliah Manajemen Umum yang signifikan antara kelompok mahasiswa yang dibelajarkan dengan strategi kooperatif tipe STAD berbasis web dan strategi kooperatif tipe STAD berbasis teks. Berdasarkan temuan penelitian ini disarankan untuk menerapkan strategi pembelajaran kooperatif tipe STAD dan menggunakannya secara bersamaan (saling melengkapi) antara yang berbasis web dengan yang berbasis teks dalam bentuk blended learning. Kata Kunci: strategi pembelajaran, kooperatif tipe STAD, web base learning, gaya belajar, hasil belajar

scholarly journals SCIENCE EDUCATION ADAPTIVE LEARNING SYSTEM AS A COMPUTER-BASED SCIENCE LEARNING WITH LEARNING STYLE VARIATIONS

2018 ◽  
Vol 17 (4) ◽  
pp. 711-727 ◽  
Author(s):  
Zulfiani Zulfiani ◽  
Iwan Permana Suwarna ◽  
Sujiyo Miranto
Keyword(s):  
Learning Styles ◽  
Learning Style ◽  
Adaptive Learning ◽  
Science Learning ◽  
Learning System ◽  
Learning Material ◽  
Learning Approaches ◽  
Slow Learners ◽  
Computer Based ◽  
Adaptive Learning System

Students with their different learning styles also have their own different learning approaches, and teachers cannot simultaneously facilitate them all. Teachers’ limitation in serving all students’ learning styles can be anticipated by the use of computer-based instructions. This research aims to develop ScEd-Adaptive Learning System (ScEd-ASL) as a computer-based science learning media by accommodating students’ learning style variations. The research method used is a mixed method at junior high schools in Tangerang Selatan. The final product of the research is a special learning media appropriate to students’ visual, aural, read/write and kinesthetic learning styles. The uniqueness of the media is its form of integrated science materials, accommodating fast and slow learners, and appropriate to their learning styles. ScEd-Adaptive Learning System as a developed computer-based science learning media was declared as good and valid by four media experts and five learning material experts. ScEd-ALS for kinesthetic style has a high effectivity to improve students learning mastery (100%), consecutively aural (63%), read/write (55%), and visual (20%). This media development can be continued with the Android version or iOS to make it more operationally practical. Keywords: adaptive learning system, science learning media, computer-based instruction, learning style.

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