Cognitive modeling of human memory and learning: a non-invasive brain-computer interfacing approach /

"This book models human memory from a cognitive standpoint by utilizing brain activations acquired from the cortex by electroencephalographic (EEG) and functional near-infrared-spectroscopic (f-NIRs) means. It begins with an overview of the early models of memory. The authors then propose a sim...

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Bibliographic Details
Main Authors: Ghosh, Lidia
Corporate Authors: Wiley Online Library (Online service)
Group Author: Konar, Amit; Rakshit, Pratyusha
Published: Wiley,
Publisher Address: Hoboken, New Jersey :
Publication Dates: [2021]
Literature type: eBook
Language: English
Subjects:
Online Access: https://onlinelibrary.wiley.com/doi/book/10.1002/9781119705925
Summary: "This book models human memory from a cognitive standpoint by utilizing brain activations acquired from the cortex by electroencephalographic (EEG) and functional near-infrared-spectroscopic (f-NIRs) means. It begins with an overview of the early models of memory. The authors then propose a simplistic model of Working Memory (WM) built with fuzzy Hebbian learning. A second perspective of memory models is concerned with Short-Term Memory (STM)-modeling in the context of 2-dimensional object-shape reconstruction from visually examined memorized instances. A third model assesses the subjective motor learning skill in driving from erroneous motor actions. Other models introduce a novel strategy of designing a two-layered deep Long Short-Term Memory (LSTM) classifier network and also deal with cognitive load assessment in motor learning tasks associated with driving. The book ends with concluding remarks based on principles and experimental results acquired in previous chapters"--
Item Description: Description based on print version record.
Carrier Form: 1 online resource (1 volume)
Also available in print.
Bibliography: Includes bibliographical references and index.
ISBN: 9781119705925 (electronic book)
9781119705864
Index Number: BF371
CLC: B842.3