Download INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing

INTRODUCTION TO
COMPUTATIONAL INTELLIGENCE
Lin Shang
Dept. of Computer Science and Technology
Nanjing University
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University
Spring
2014
People
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Lecturer: SHANG Lin ([email protected])
TA: LIU Xing ()
XIE Cheng ()
Course URL:
http://cs.nju.edu.cn/shanglin/ci
Time: Thu. 2:00-4:00 pm
Room
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University
Spring
2014
Textbook: Computational
Andries.P.Engelbrecht
Intelligence: An
Introduction
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University
Spring
2014
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University
Spring
2014
What is Computational Intelligence?
From
Wikipedia
• a set of nature-inspired computational methodologies
• traditional approaches are ineffective and infeasible
• It primarily includes: artificial neural networks, evolutionary
computation and fuzzy logic.
• In addition, CI also embraces biologically inspired algorithms such as
swarm intelligence and artificial immune systems. Furthermore
other formalisms: Dempster–Shafer theory, chaos theory …
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University
Spring
2014
What is Computational Intelligence?
Intelligence
Artificial
intelligence
Computational
Intelligence
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University
Spring
2014
Course Outline
Course
Lectures
Talks
Tutorials
10
2-3
2-3
Presentati
ons
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University
2-3
Spring
2014
Lectures Outline
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Introduction
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Fuzzy Systems
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LECTURE5: Introduction to Evolutionary Computation
LECTURE6: Genetic Algorithms
LECTURE7: Genetic Programming
Computational Swarm Intelligence
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LECTURE2: Fuzzy Sets and Fuzzy Logic
LECTURE3: Rough Sets
LECTURE4: Application of Fuzzy Sets and Rough Sets
Evolutionary Computation
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LECTURE1: Introduction to CI
LECTURE8: Particle Swarm Optimization
LECTURE9: Ant Algorithms
Artificial Neural Network
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LECTURE10: Introduction to Neural Network
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University
Spring
2014
Assessment
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3 Assignments [30%]
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1 presentation [20%]
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Fuzzy Sets and Rough Sets
GA
PSO
Review
(Mid-term)
Final Report [50%]
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Review
Technical Report
Application
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University
Spring
2014
Goal
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Get overall understanding of Computational
Intelligence
Preparing yourself for research and/or
application of CI technologies
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University
Spring
2014