Journal ArticleDOI
Application of automatically constructed concept map of learning to conceptual diagnosis of e-learning
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TLDR
The study proposed to apply the algorithm of Apriori for Concept Map to develop an intelligent concept diagnostic system (ICDS), which provides teachers with constructed concept maps of learners rapidly, and enables teachers to diagnose the learning barriers and misconception of learners instantly.Abstract:
The concept map proposed by Novak is a good tool to portray knowledge structure and to diagnose students' misconception in education. However, most of the learning concept maps have to be constructed through the suggestions of experts or scholars in related realm. It is really a complicated and time-consuming knowledge acquisition process. The study proposed to apply the algorithm of Apriori for Concept Map to develop an intelligent concept diagnostic system (ICDS). It provides teachers with constructed concept maps of learners rapidly, and enables teachers to diagnose the learning barriers and misconception of learners instantly. The best Remedial-Instruction Path (RIP) can be reached through the algorithm of RIP suggested in this study. Furthermore, RIP can be designed to provide remedial learning to learners. Moreover, by using statistical method, the study analyzed 245 students' data to investigate whether the learning performance of learners can be significantly enhanced after they have been guided by the RIP.read more
Citations
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Journal ArticleDOI
Educational Data Mining: A Review of the State of the Art
TL;DR: The most relevant studies carried out in educational data mining to date are surveyed and the different groups of user, types of educational environments, and the data they provide are described.
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Educational data mining and learning analytics for 21st century higher education: A review and synthesis
TL;DR: Applying EDM and LA in higher education can be useful in developing a student-focused strategy and providing the required tools that institutions will be able to use for the purposes of continuous improvement.
Journal ArticleDOI
Educational data mining applications and tasks: A survey of the last 10 years
TL;DR: This study has studied various tasks and applications existing in the field of EDM and categorized them based on their purposes, reported a taxonomy of task and compared this study with other existing surveys about EDM.
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A survey on educational data mining and research trends
Rajni Jindal,Malaya Dutta Borah +1 more
TL;DR: This survey work focuses on components, research trends (1998 to 2012) of EDM highlighting its related Tools, Techniques and educational Outcomes and also highlights the Challenges EDM.
Journal ArticleDOI
A comprehensive text analysis of lecture slides to generate concept maps
TL;DR: Auto-generated concept maps from this research can be utilised as a positive alternative to the manual construction of expert concept maps and further, it is possible to utilise these maps for a wider range of applications including knowledge organisation and reflective visualisation of course contents.
References
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Book
Learning How to Learn
TL;DR: In this article, the authors argue for the practical importance of an alternate view, that learning is synonymous with a change in the meaning of experience, and develop their theory of the conceptual nature of knowledge and describe classroom-tested strategies for helping students to construct new and more powerful meanings and to integrate thinking, feeling, and acting.
Journal ArticleDOI
The selection of upper and lower groups for the validation of test items.
TL;DR: In this article, it is argued that the more indubitably it is known that the upper group is superior to the lower group, the more definitely can it be concluded that an item is valid by finding that the item is more successful in passing it than the lower groups.
Journal ArticleDOI
The use of concept mapping and knowledge vee mapping with junior high school science students
Concept Mapping: A Graphical System for Understanding the Relationship between Concepts. ERIC Digest.
TL;DR: Concept Mapping: A Graphical System for Understanding the Relationship between Concepts and its Applications is presented.