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INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014 INTRODUCTION TO COMPUTATIONAL INTELLIGENCE Lin Shang Dept. of Computer Science.

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Presentation on theme: "INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014 INTRODUCTION TO COMPUTATIONAL INTELLIGENCE Lin Shang Dept. of Computer Science."— Presentation transcript:

1 INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014 INTRODUCTION TO COMPUTATIONAL INTELLIGENCE Lin Shang Dept. of Computer Science and Technology Nanjing University

2 INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014 People Lecturer: SHANG Lin (shanglin@nju.edu.cn)shanglin@nju.edu.cn TA: LIU Xing () XIE Cheng () Course URL: http://cs.nju.edu.cn/shanglin/ci Time: Thu. 2:00-4:00 pm Room

3 INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014 Textbook: Computational Intelligence: An Introduction Andries.P.Engelbrecht

4 INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014

5 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 …

6 INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014 What is Computational Intelligence? Intelligence Computational Intelligence Artificial intelligence

7 INTRODUCTION TO COMPUTATIONAL INTELLIGENCE, Nanjing University Spring 2014 Course Outline Course LecturesTalksTutorials Presentati ons 102-3

8 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

9 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

10 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


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