東京工業大学
大学院社会理工学研究科 人間行動システム専攻

大学院社会理工学研究科 人間行動システム専攻

Computational and Cognitive Approaches to Semantic Network

開講時期

2008年前学期

単位数

2-0-0

担当教員

Hiroyuki Akama (Associate Professor, Tokyo Tech)

言語

英語

授業のねらい

The aim of this course is to understand the network structure of language from two points of view: the computational linguistics allows us to manipulate lexical association data where words are arranged according to their similarity of meaning; the cognitive linguistics focuses on the meaning processing in a more general theory of human behavior in which body and mind, action and perception, movement and imagery are all concerned.

授業計画

  1. What is Semantic Network? (1): Language, Meaning, Entity, Arbitrariness
  2. What is Semantic Network? (2): Semantic Network and Graph Coefficients
  3. What is Semantic Network? (3): Co-occurrence Information and Conceptual Interrelatedness
  4. Computational Semantic Network (1): Vector Space Model, LSA, HAL
  5. Computational Semantic Network (2): Complex Network and Graph Theory
  6. Computational Semantic Network (3): Small World-Scale Free, Zipf's law
  7. Computational Semantic Network (4): Graph Clustering, MCL, Modularity Q
  8. Computational Semantic Network (5): Computational Humanities based on Semantic Network
  9. Cognitive Semantic Network (1): Embodiment theory & Amodal Theory
  10. Cognitive Semantic Network (2): Perceptual Symbol theory, Mirror system
  11. Cognitive Semantic Network (3): Symbol Grounding Problem, Affordance
  12. Cognitive Semantic Network (4): Hyper Dimensional Memory
  13. Cognitive Semantic Network (5): WAS, Associative Concept Dictionary

教科書・参考書等

No textbook is required. Course material will be downloaded form the learning management system installed in the E-learning server of the Akama Laboratory. The URL is http://dl.dp.hum.titech.ac.jp/ (From April 15th, 2008)

成績評価

An exam is given at the end of the semester.

担当教員から一言

This lecture is given in English.
Information on lecturer:
Prof. Hiroyuki Akama:
Work address: W9-10, Tokyo Tech, 2-12-1 O-okayama, Meguro-ku, Tokyo, Japan
E-mail: akama-at-dp.hum.titech.ac.jp; Homepage:http://www.dp.hum.titech.ac.jp

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