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INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
INTRODUCTION TOCOMPUTATIONAL INTELLIGENCE
Lin Shang
Dept. of Computer Science and Technology
Nanjing University
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
People
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
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
Textbook: Computational Intelligence: An Introduction Andries.P.Engelbrecht
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
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
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
What is Computational Intelligence?
Intelligence
Computational Intelligence
Artificial intelligence
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
Course Outline
Course
Lectures Talks Tutorials Presentations
10 2-3 2-3 2-3
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
Lectures Outline Introduction
LECTURE1: Introduction to CI
Fuzzy Systems LECTURE2: Fuzzy Sets and Fuzzy Logic LECTURE3: Rough Sets LECTURE4: Application of Fuzzy Sets and Rough Sets
Evolutionary Computation LECTURE5: Introduction to Evolutionary Computation LECTURE6: Genetic Algorithms LECTURE7: Genetic Programming
Computational Swarm Intelligence LECTURE8: Particle Swarm Optimization LECTURE9: Ant Algorithms
Artificial Neural Network LECTURE10: Introduction to Neural Network
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
Assessment 3 Assignments [30%]
Fuzzy Sets and Rough Sets GA PSO
1 presentation [20%] Review (Mid-term)
Final Report [50%] Review Technical Report Application
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014
Goal
Get overall understanding of Computational Intelligence
Preparing yourself for research and/or application of CI technologies
