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Advances in Social Networking-based Learning: Machine Learning-based User Modelling and Sentiment Analysis (Intelligent Systems Reference Library, 181)

Vara #: 230620304

Advances in Social Networking-based Learning: Machine Learning-based User Modelling and Sentiment Analysis (Intelligent Systems Reference Library,

Vara #: 230620304

ISK 24261

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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 learning. It then provides a novel framework that moves further away from digital learning technologies while incorporating a wide range of recent advances to provide solutions to future challenges. This approach incorporates machine learning to the student-modeling component, which also uses conceptual frameworks and pedagogical theories in order to further promote individualization and adaptivity in e-learning environments. Moreover, it examines error diagnosis, misconceptions, tailored testing and collaboration between students are examined and proposes new approaches for these modules. Sentiment analysis is also incorporated into the general framework, supporting personalized learning by considering the user’s emotional state, and creating a user-friendly learning environment tailored to students’ needs. Support for students, in the form of motivation, completes the framework. This book helps researchers in the field of knowledge-based software engineering to build more sophisticated personalized educational software, while retaining a high level of adaptivity and user-friendliness within human–computer interactions. Furthermore, it is a valuable resource for educators and software developers designing and implementing intelligent tutoring systems and adaptive educational hypermedia systems.

Publisher	Springer
Publication date	January 21, 2021
Edition	2020th
Language	English
Print length	188 pages
ISBN-10	3030391329
ISBN-13	978-3030391324
Item Weight	1 pounds (450 grams)
Dimensions	6.1 x 0.43 x 9.25 inches (15.5 x 1.1 x 23.5 cm)
Part of series	Intelligent Systems Reference Library

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Advances in Social Networking-based Learning: Machine Learning-based User Modelling and Sentiment Analysis (Intelligent Systems Reference Library, 181)

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spurningu: Hvernig á að versla Advances in Social Networking-based Learning: á netinu frá Ubuy?

svara: Það er auðvelt að versla Advances in Social Networking-based Learning: á netinu frá Ubuy.. Þú þarft bara að leita að vörunni, velja sendingaraðferðina á meðan þú skráir þig út og fá hana afhenta á þinn stað.
spurningu: Er Advances in Social Networking-based Learning: hægt að versla á netinu í Iceland?

svara: Já, hjá Ubuy Iceland er þessi vara fáanleg fyrir þig til að versla á sanngjörnu verði.. Advances in Social Networking-based Learning: er ekki fáanlegt á staðnum en þú getur treyst okkur fyrir hraðflutningaþjónustu okkar.
spurningu: Hversu langan tíma tekur það að fá vöru eftir pöntun?

svara: Afhendingartími pantaðrar vöru er mismunandi eftir því hvað þú hefur pantað og sendingaraðferðina sem þú hefur valið.. Áætlaður afhendingartími er tilgreindur í greiðsluferlinu, svo vertu áhyggjulaus þegar þú verslar.

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Advances in Social Networking-based Learning: Machine Learning-based User Modelling and Sentiment Analysis (Intelligent Systems Reference Library,