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Titlebook: Advances in Social Networking-based Learning; Machine Learning-bas Christos Troussas,Maria Virvou Book 2020 Springer Nature Switzerland AG

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发表于 2025-3-21 17:21:38 | 显示全部楼层 |阅读模式
期刊全称Advances in Social Networking-based Learning
期刊简称Machine Learning-bas
影响因子2023Christos Troussas,Maria Virvou
视频video
发行地址Presents a novel web-based tutoring approach, which can be personalized to students’ needs.Includes an application and experimentation section, in which all the modules of the system are fully evaluat
学科分类Intelligent Systems Reference Library
图书封面Titlebook: Advances in Social Networking-based Learning; Machine Learning-bas Christos Troussas,Maria Virvou Book 2020 Springer Nature Switzerland AG
影响因子.This book discusses three important, hot research issues: social networking-based learning, machine learning-based user modeling and sentiment analysis. Although these three technologies have been widely used by researchers around the globe by academic disciplines and by R&D departments in the IT industry, they have not yet been used extensively for the purposes of education. The authors present a novel approach that uses adaptive hypermedia in e-learning models to personalize educational content and learning resources based on the needs and preferences of individual learners. According to reports, in 2018 the vast majority of internet users worldwide are active on social networks, and the global average social network penetration rate as of 2018 is close to half the population. Employing social networking technologies in the field of education allows the latest technological advances to be used to create interactive educational environments where students can learn, collaborate with peers and communicate with tutors while benefiting from a social and pedagogical structure similar to a real class. .. ..The book first discusses in detail the current trend of social networking-based
Pindex Book 2020
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Intelligent, Adaptive and Social e-Learning in POLYGLOT,hey involve the development of modeling, diagnostic, feedback and reasoning techniques towards creating a student-centered learning environment. Therefore, there have been systems that combine all of the above technologies for tutoring specific domains. However, there have also been domain independe
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Affective Computing and Motivation in Educational Contexts: Data Pre-processing and Ensemble Learni and elaborating human affections. It is a field that spans computer science, psychology and cognitive science. Nowadays, affective computing is considered to play a vital role in the field of e-learning since knowledge acquisition can be greatly affected by the changing emotional states of learners
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,Blending Machine Learning with Krashen’s Theory and Felder-Silverman Model for Student Modeling,al networking-based learning and e-learning. As a testbed for our research, we have designed and fully implemented POLYGLOT, namely a social networking-based intelligent and adaptive tutoring system for the learning foreign languages. POLYGLOT incorporates the following theories, models and techniqu
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Overview of POLYGLOT Architecture and Implementation,re. POLYGLOT is comprised of the following modules: Social Media User Interface module, Learning content module, Student model, Error diagnosis module, Win-Win Collaboration module, Frustration Recognition and Response module (Affective module), Learning style detection module and Adaptation model.
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Conclusions,ising from the utilization of social networks in this field. Indeed, the utilization of social networks in the field of e-learning brings considerable changes in the domain of knowledge acquisition since the features and capabilities of social networks create a new era in technology-aided instructio
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