Ghosh, Lidia,
Cognitive modeling of human memory and learning : a non-invasive brain-computer interfacing approach / Lidia Ghosh, Artificial Intelligence Lab., Dept. of Electronics and Tele-Communication Engineering, Amit Konar, Artificial Intelligence Lab., Dept. of Electronics and Tele-Communication Engineering, Pratyusha Rakshit, Artificial Intelligence Lab., Dept. of Electronics and Tele-Communication Engineering. - 1 online resource
Includes bibliographical references and index.
"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"--
9781119705918 1119705916 9781119705871 1119705878 9781119705925 1119705924
2020015458
Memory.
Brain-computer interfaces.
Cognitive neuroscience.
PSYCHOLOGY / Cognitive Psychology & Cognition.
Brain-computer interfaces.
Cognitive neuroscience.
Memory.
Electronic books.
BF371
153.1/20113
Cognitive modeling of human memory and learning : a non-invasive brain-computer interfacing approach / Lidia Ghosh, Artificial Intelligence Lab., Dept. of Electronics and Tele-Communication Engineering, Amit Konar, Artificial Intelligence Lab., Dept. of Electronics and Tele-Communication Engineering, Pratyusha Rakshit, Artificial Intelligence Lab., Dept. of Electronics and Tele-Communication Engineering. - 1 online resource
Includes bibliographical references and index.
"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"--
9781119705918 1119705916 9781119705871 1119705878 9781119705925 1119705924
2020015458
Memory.
Brain-computer interfaces.
Cognitive neuroscience.
PSYCHOLOGY / Cognitive Psychology & Cognition.
Brain-computer interfaces.
Cognitive neuroscience.
Memory.
Electronic books.
BF371
153.1/20113