CS 395T: Cognitive Science

Instructor:

Risto Miikkulainen

Homepage:

cs.utexas.edu/users/risto/cs395t-cs/fall98.html

Description

An introduction to cognitive science, the new discipline emerging from the interaction of psychology, artificial intelligence, linguistics, philosophy, neuroscience, and evolutionary biology. The course will range broadly, examining a variety of approaches to the study of how humans and other intelligent systems represent, reason, understand, perceive, use language, learn, and plan purposeful actions. The central assumption is that the human mind is fundamentally a computational organ and that cognitive processes can be explicitly modeled. The course will cover the basic issues and contributions in the field, with particular emphasis on current research at UT. There will be frequent lectures by faculty from the relevant disciplines who are engaged in such research. Major topics in the course will include: Neuroscience: systems neuroscience, functional brain mapping, relating localized brain damage to spared and damaged abilities, evolutionary biology. Reasoning, Concepts, and Conceptual Development: categorization, children's theories of mind, nonmonotonic reasoning, qualitative reasoning, problem solving, mental models, schemas. Computational Approaches: modularity, connectionism, symbol manipulation, knowledge representation, machine learning. Language: speech perception, sentence parsing, natural language understanding, discourse representation, language acquisition, syntax. Vision: computational theory, psychology of visual perception, visual imagination, attention, spatial reasoning. Other Topics: Memory, Philosophy of Mind, Robotics, Implicit Knowledge, Emotion, Learning.

Prerequisites

Graduate standing required.