Название: Cognition and the Creative Machine: Cognitive AI for Creative Problem Solving Автор: Ana-Maria Olteteanu Издательство: Springer Год: 2020 Страниц: 288 Язык: английский Формат: pdf (true) Размер: 14.0 MB
How would you assemble a machine that can be creative, what would its cogs be? Starting from how humans do creative problem solving, the author has developed a framework to explore whether a diverse set of creative problem-solving tasks can be solved computationally using a unified set of principles. In this book she describes the implementation of related prototype Artificial Intelligence systems, and the computational and empirical experiments conducted.
The subjects of creative problem solving and productive cognition addressed in tandem are topics of great interest to both Artificial Intelligence and Cognitive Science. For Cognitive Science, designing systems that can perform various levels of creative problem solving and testing hypotheses on such systems can contribute to the proposal of further cognitive models of creativity, thus helping us understand how the human mind works when performing various types of creative problem solving. For Artificial Intelligence (AI), the topic can set the foundations to enable the next generation of creative assistive systems - systems which can make creative associations and propose novel solutions or new lines of enquiry; these creative inferences should be expressed in ways which are easy to comprehend by humans and integrate in a normal workflow; the more such systems understand how human creativity works, the more they could provide cognitive support for it. AI and CogSci working together have historically yielded many great achievements and ways of looking at the core questions of what a mind is and what does it take to make one.
The book will be of interest to researchers, graduate students, and laypeople engaged with ideas in artificial intelligence, cognitive science, and creativity.
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