Название: Deep Cognitive Networks: Enhance Deep Learning by Modeling Human Cognitive MechanismАвтор: Yan Huang, Liang Wang
Издательство: Springer
Серия: SpringerBriefs in Computer Science
Год: 2023
Язык: английский
Формат: pdf (true), epub
Размер: 10.2 MB
Although Deep Learning models have achieved great progress in vision, speech, language, planning, control, and many other areas, there still exists a large performance gap between deep learning models and the human cognitive system. Many researchers argue that one of the major reasons accounting for the performance gap is that Deep Learning models and the human cognitive system process visual information in very different ways. To mimic the performance gap there has been a trend to model various cognitive mechanisms from cognitive neuroscience, e.g., attention, memory, reasoning, and decision, based on Deep Learning models. This book unifies these new kinds of Deep Learning models and calls them deep cognitive networks, which model various human cognitive mechanisms based on Deep Learning models. As a result, various cognitive functions are implemented, e.g., selective extraction, knowledge reuse, and problem solving, for more effective information processing.
Название: Гаситель
