Artificial Intelligence with Uncertainty

Artificial Intelligence with Uncertainty

by Deyi Li, Yi Du

Hardcover

$130.00
Choose Expedited Shipping at checkout for guaranteed delivery by Monday, November 26

Product Details

ISBN-13: 9781584889984
Publisher: Taylor & Francis
Publication date: 09/25/2007
Pages: 376
Product dimensions: 6.30(w) x 9.30(h) x 1.00(d)

Table of Contents

PREFACE

THE 50-YEAR HISTORY OF ARTIFICIAL INTELLIGENCE
Departure from Dartmouth Symposium
Expected Goals as Time Goes on
AI Achievements in 50 years
Major Development of AI in the Information Age
The Cross Trend between AI, Brain Science, and Cognitive Science

METHODOLOGIES OF AI
Symbolism Methodology
Connectionism Methodology
Behaviorism Methodology
Reflection on Methodologies

ON UNCERTAINTIES OF KNOWLEDGE
On Randomness
On Fuzziness
Uncertainties in Natural Languages
Uncertainties in Commonsense Knowledge
Other Uncertainties of Knowledge

MATHEMATICAL FOUNDATION OF AI WITH UNCERTAINTY
Probability Theory
Fuzzy Set Theory
Rough Set Theory
Chaos and Fractal
Kernel Functions and Principal Curves

QUALITATIVE AND QUANTITATIVE TRANSFORM MODEL-CLOUD MODEL
Perspectives in the Study of AI with Uncertainty
Representing Concepts Using Cloud Models
Normal Cloud Generator
Mathematical Properties of Normal Cloud
On the Pervasiveness of the Normal Cloud Model

DISCOVERING KNOWLEDGE WITH UNCERTAINTY THROUGH METHODOLOGIES IN PHYSICS
From Perception of Physical World to Perception of Human Self
Data Field
Uncertainty in Concept Hierarchy
Knowledge Discovery State Space

DATA MINING FOR DISCOVERING KNOWLEDGE WITH UNCERTAINTY
Uncertainty in Data Mining
Classification and Clustering with Uncertainty
Discovery of Association Rules with Uncertainty
Time Series Data Mining and Forecasting

REASONING AND CONTROL OF QUALITATIVE KNOWLEDGE
Qualitative Rule Construction by Cloud
Qualitative Control Mechanism
Inverted Pendulum: An Example of Intelligent Control with Uncertainty

A NEW DIRECTION OF AI WITH UNCERTAINTY
Computing with Words
Study on Cognitive Physics
Complex Networks with Small World and Scale-Free Models
Long Way to Go for AI with Uncertainty

INDEX

Customer Reviews

Most Helpful Customer Reviews

See All Customer Reviews