Knowledge Modelling and Learning through Cognitive Networks - Rilegato

 
9783036543451: Knowledge Modelling and Learning through Cognitive Networks
Rilegato
ISBN 10: 3036543457 ISBN 13: 9783036543451
Casa editrice: MDPI AG, 2022

Sinossi

One of the most promising developments in modelling knowledge is cognitive network science, which aims to investigate cognitive phenomena driven by the networked, associative organization of knowledge. For example, investigating the structure of semantic memory via semantic networks has illuminated how memory recall patterns influence phenomena such as creativity, memory search, learning, and more generally, knowledge acquisition, exploration, and exploitation. In parallel, neural network models for artificial intelligence (AI) are also becoming more widespread as inferential models for understanding which features drive language-related phenomena such as meaning reconstruction, stance detection, and emotional profiling. Whereas cognitive networks map explicitly which entities engage in associative relationships, neural networks perform an implicit mapping of correlations in cognitive data as weights, obtained after training over labelled data and whose interpretation is not immediately evident to the experimenter. This book aims to bring together quantitative, innovative research that focuses on modelling knowledge through cognitive and neural networks to gain insight into mechanisms driving cognitive processes related to knowledge structuring, exploration, and learning. The book comprises a variety of publication types, including reviews and theoretical papers, empirical research, computational modelling, and big data analysis. All papers here share a commonality: they demonstrate how the application of network science and AI can extend and broaden cognitive science in ways that traditional approaches cannot.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Editore
MDPI AG
Data di pubblicazione
2022
Lingua
Inglese
ISBN 10 
3036543457
ISBN 13 
9783036543451
Rilegatura
Copertina rigida
Numero di pagine
240
Redattore
Stella Massimo, Kenett Yoed N
Contatto del produttore
non disponibile
Persona responsabile
non disponibile