Neural Networks and Fuzzy System

----A Dynamical Systems Approach to Machine Intelligence

 

教学大纲   教材及讲义 推荐的国际会议  返回个人主页


 
 

博士研究生课程教学大纲  

课程名称(中文)

神经网络与模糊系统

课程编号

02501

课程名称(英文)

Neural Networks and Fuzzy Systems

学分

3

适用学科、专业

电路与系统、信号与信息处理、模式识别与智能系统等

课内学时数

46

授课方式

讲授、讨论

考试方式

论文、答辩

     

     

 

Neural Networks and Fuzzy Systems

Prentice Hall

Bart Kosko

       

     

 

IEEE Trans. on Neural Networks

IEEE

 

IEEE Trans. on Fuzzy Systems

IEEE

 

教学目标:

通过本课程的学习,掌握有关神经网络、模糊系统以及模糊神经网络等的基本原理和基本方法,以及用以解决实际问题 (如自动控制、图像编码、目标跟踪等)的基本思路与方法,并结合自己所学的专业或所从事的课题,应用所学的原理,撰写一篇综合报告或学术论文。

教学内容:(包括教学计划):

I. Part one: Neural Network Theory (20 hours)

    1. Neuronal Dynamics: Activations and Signals, Activation Models

    2. Neuronal Dynamics: Activation Models

    3. Synaptic Dynamics I: Unsupervised Learning

    4. Synaptic Dynamics I: Supervised Learning

    5. Architectures and Equilibria

II. Part two: Adaptive Fuzzy Systems (20 hours)

    1. Fuzziness versus Probability

    2. Fuzzy Associative Memories (FAM)

    3. Comparison of Fuzzy and Neural Truck Backer-Upper Control Systems

    4. Fuzzy Image Transform Coding

    5. Comparison of Fuzzy and Kalman-Filter Target-Tracking Control Systems

III. Part three: Discussion and Exchange Ideas (6 hours)

    1. The Principle and Application of Neural Networks form your viewpoint.

    2. The Principle and Application of Fuzzy Systems form your viewpoint.

    3. Comparisons and Integration of Neural Networks and Fuzzy Systems.

IV. Part four: Defense for Academic Papers

 

 

 

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◎ 教 材 与 讲 义

 

¤ 教材: 

  • Bart Kosko. Neural Networks and Fuzzy Systems: A dynamical systems approach to machine intelligence.
    Prentice Hall, Englewood Cliffs, NJ 07632. (影印版)

¤ 学科综述:

  • 人工智能:PPT    有关人工智能的故事:WORD

  • 人工神经网络:PPT 

  • 模糊系统与模糊逻辑:PPT   

  • 模糊神经网络:PPT

  • 进化计算:PPT

  • 王珏教授在CCML2004上的主题演讲:PPT

  • 周志华教授在CCML2004上的主题演讲:PPT

  • 吴信东教授报告“How to Write and Publish Research Papers”,请下载PPT.

¤ 课程讲义: 

章节 第2章 第3章 第4章 第5章 第6章
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章节 第7章  第8章 第9章 第10章 第11章
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  • 2006 PPT

章节 第2章 第3章 第4章 第5章 第6章
下载 ppt ppt1ppt2ppt3 ppt1ppt2ppt3 ppt1ppt2ppt3 ppt
章节 第7章  第8章 第9章 第10章 第11章
下载 ppt1
ppt2
ppt1ppt2ppt3 ppt ppt ppt

 

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◎ 推 荐 的 国 际 会 议

 

 

人工智能与模式识别领域

一、A

序号

会议简称

会议全称

出版社

网址

1

AAAI

AAAI Conference on Artificial Intelligence

AAAI

http://www.aaai.org

2

CVPR

IEEE Conference on Computer Vision and 
Pattern Recognition

IEEE

http://www.pamitc.org/cvpr13/

3

ICCV

International Conference on Computer
Vision

IEEE

http://www.iccv2013.org/

4

ICML

International Conference on Machine 
Learning

ACM

http://icml.cc/2013/

5

IJCAI

International Joint Conference on Artificial
Intelligence

Morgan Kaufmann

http://www.ijcai.org

 

二、B

序号

会议简称

会议全称

出版社

网址

1

COLT

Annual Conference on Computational
Learning Theory

Springer

http://orfe.princeton.edu/conferences/colt2013/

2

NIPS

Annual Conference on Neural Information
Processing Systems

MIT Press

http://www.nips.cc

3

ACL

Annual Meeting of the Association for 
Computational Linguistics

ACL

http://acl2013.org/site/index.html

4

EMNLP

Conference on Empirical Methods in Natural
Language Processing

ACL

http://www.sigdat.org/

5

ECAI

European Conference on Artificial 
Intelligence

IOS Press

http://www.ecai2013.upit.ro/?i=2542

6

ECCV

European Conference on Computer Vision

Springer

http://eccv2012.unifi.it/

7

ICRA

IEEE International Conference on Robotics
and Automation

IEEE

http://www.icra2013.org/

8

ICAPS

International Conference on Automated
Planning and Scheduling

AAAI

http://www.icaps-conference.org/

9

ICCBR

International Conference on Case-Based
Reasoning

Springer

http://www.iccbr.org/

10

COLING

International Conference on Computational
Linguistics

ACM

 http://www.coling2012-iitb.org/

11

KR

International Conference on Principles of
Knowledge Representation and Reasoning

Morgan Kaufmann

http://www.kr.org/

12

UAI

International Conference on Uncertainty
in Artificial Intelligence

AUAI

http://auai.org/

13

AAMAS

International Joint Conference
on Autonomous Agents and Multi-agent
Systems

Springer

http://www.aamas-conference.org/

 

三、C

序号

会议简称

会议全称

出版社

网址

1

ACCV

Asian Conference on Computer Vision

Springer

http://www.accv2012.org/

2

CoNLL

Conference on Natural Language Learning

CoNLL

http://www.clips.ua.ac.be/conll/

3

GECCO

Genetic and Evolutionary Computation
Conference

ACM

http://www.sigevo.org/gecco-2013/

4

ICTAI

IEEE International Conference on Tools with
Artificial Intelligence

IEEE

http://ictai12.unipi.gr/

5

ALT

International Conference on Algorithmic
Learning Theory

Springer

http://www-alg.ist.hokudai.ac.jp/~thomas/ALT13/

6

ICANN

International Conference on Artificial Neural
Networks

Springer

https://www.waset.org/conferences/2013/
amsterdam/icann/

7

FGR

International Conference on Automatic Face
and Gesture Recognition

IEEE

http://fg2013.cse.sc.edu/

8

ICDAR

International Conference on Document
Analysis and Recognition

IEEE

http://www.icdar2013.org/

9

ILP

International Conference on Inductive Logic
Programming

Springer

http://ilp13.cos.ufrj.br/

10

KSEM

International conference on Knowledge
Science,Engineering and Management

Springer

http://ksem.dlut.edu.cn/

11

ICONIP

International Conference on Neural 
Information Processing

Springer

http://iconip2013.org/

12

ICPR

International Conference on Pattern 
Recognition

IEEE

http://www.icpr2014.org/

13

ICB

International Joint Conference on Biometrics

IEEE

http://atvs.ii.uam.es/icb2013/

14

IJCNN

International Joint Conference on Neural
Networks

IEEE

http://www.ijcnn2013.org/

15

PRICAI

Pacific Rim International Conference on 
Artificial Intelligence

Springer

http://ktw.mimos.my/pricai2012/

16

NAACL

The Annual Conference of the North
American Chapter of the Association 
for Computational Linguistics

NAACL

http://naacl2013.naacl.org/

17

BMVC

British Machine Vision Conference

British Machine
Vision 
Association

http://bmvc2013.bristol.ac.uk/

 

计算机图形学与多媒体领域

一、A

序号

会议简称

会议全称

出版社

网址

1

ACM MM

ACM International Conference on Multimedia

ACM

http://www.acmmm12.org/

2

SIGGRAPH

ACM SIGGRAPH Annual Conference

ACM

http://www.siggraph.org/

3

IEEE VIS

IEEE Visualization Conference

IEEE

http://www.ieeevis.org/

 

二、B

序号

会议简称

会议全称

出版社

网址

1

ICMR

ACM SIGMM International Conference on Multimedia Retrieval

ACM

http://impact.utc.edu/icmr2013/

2

i3D

ACM Symposium on Interactive 3D Graphics

ACM

http://www.csee.umbc.edu/csee/research/vangogh
/I3D2013/

3

SCA

ACM/Eurographics Symposium on Computer Animation

ACM

http://www.cs.ubc.ca/~van/sca/sca.html

4

DCC

Data Compression Conference

IEEE

http://www.cs.brandeis.edu/~dcc/

5

EG

Eurographics

Wiley/ Blackwell

http://www.eg.org/

6

EuroVis

Eurographics Conference on Visualization

ACM

http://www.eurovis2013.de/

7

SGP

Eurographics Symposium on Geometry Processing

Wiley/ Blackwell

http://www.ioc.ee/sgp12/

8

EGSR

Eurographics Symposium on Rendering

Wiley/ Blackwell

http://webdiis.unizar.es/EGSR2013/

9

ICME

IEEE International Conference on 
Multimedia &Expo

IEEE

http://www.icme2012.org/

10

PG

Pacific Graphics: The Pacific Conference on Computer Graphics and Applications

Wiley/ Blackwell

http://sweb.cityu.edu.hk/pg2012/

11

SPM

Symposium on Solid and Physical Modeling

SMA/Elsevier

http://www.siam.org/meetings/gdspm13/

 

三、C

序号

会议简称

会议全称

出版社

网址

1

CASA

Computer Animation and Social Agents

Wiley

http://www.cs.bilkent.edu.tr/~casa2013/

2

CGI

Computer Graphics International

Springer

http://cgi2013.welfenlab.de/

3

ISMAR

International Symposium on Mixed and Augmented Reality

IEEE/ACM

http://ismar.vgtc.org/

4

PacificVis

IEEE Pacific Visualization Symposium

IEEE

http://rp-www.cs.usyd.edu.au/~visual/pvis2013/
welcome/index.php

5

ICASSP

IEEE International Conference on Acoustics, Speech and SP

IEEE

http://www.icassp2013.com/

6

ICIP

International Conference on Image Processing

IEEE

http://www.ieeeicip.org/

7

MMM

International Conference on Multimedia Modeling

Springer

http://mmm2013.org/

8

GMP

Geometric Modeling and Processing

Elsevier

http://math.ustc.edu.cn/Conference/GMP2012/

9

PCM

Pacific-Rim Conference on Multimedia

Springer

http://cemnet.ntu.edu.sg/pcm2012/

10

SMI

Shape Modeling International

IEEE

http://www.shapemodeling.org/

 

数据库,数据挖掘与内容检索领域

一、A

序号

会议简称

会议全称

出版社

网址

1

SIGMOD

ACM Conference on Management of Data

ACM

http://www.sigmod.org

2

SIGKDD

ACM Knowledge Discovery and Data Mining

ACM

http://www.acm.org/sigkdd/

3

SIGIR

International Conference on Research an
Development in Information Retrieval

ACM

http://www.acm.org/sigir/

4

VLDB

International Conference on Very Large
Data Bases

Morgan Kaufmann/ACM

http://www.vldb.org

5

ICDE

IEEE International Conference on Data Engineering

IEEE

http://www.icde.org/

 

二、B

序号

会议简称

会议全称

出版社

网址

1

CIKM

ACM International Conference on Information
and Knowledge Management

ACM

http://www.cikm.org/

2

PODS

ACM SIGMOD Conference on Principles of DB Systems

ACM

http://www.informatik.uni-trier.de/~ley/db/conf/icde/

3

DASFAA

Database Systems for Advanced Applications

Springer 

http://totemdb.whu.edu.cn/dasfaa2013/

4

ECML-PKDD

European Conference on Principles and 
Practice of Knowledge Discovery in Databases

Springer

http://www.ecmlpkdd2013.org/

5

ISWC

IEEE International Semantic Web Conference

IEEE

http://iswc2013.semanticweb.org/

6

ICDM

IEEE International Conference on Data 
Mining

IEEE

http://www.cs.uvm.edu/~icdm/

7

ICDT

International Conference on Database 
Theory

Springer

http://edbticdt2013.disi.unige.it/

8

EDBT

International Conference on Extending DB 
Technology

Springer

http://edbticdt2013.disi.unige.it/

9

CIDR

International Conference on Innovation 
Database Research

Online Proceeding

http://www.cidrdb.org/

10

WWW

International World Wide Web Conferences

Springer

http://www2013.org/

11

SDM

SIAM International Conference on Data 
Mining

SIAM

http://www.siam.org/

 

三、C

序号

会议简称

会议全称

出版社

网址

1

WSDM

ACM International Conference on Web Search and Data Mining

ACM

http://www.wsdm2011.org/

2

DEXA

Database and Expert System Applications

Springer

http://www.dexa.org/

3

ECIR

European Conference on IR Research

Springer

http://ecir2013.org/

4

WebDB

International ACM Workshop on Web and Databases

ACM

http://webdb2013.lille.inria.fr/

5

ER

International Conference on Conceptual Modeling

Springer

http://www.hkws.org/conference/ER2013/

6

MDM

International Conference on Mobile Data Management

IEEE

http://mdm2013.dico.unimi.it/

7

SSDBM

International Conference on Scientific and Statistical DB Management

IEEE

http://www.ssdbm.org/

8

WAIM

International Conference on Web Age Information Management

Springer

http://idke.ruc.edu.cn/waim2013/

9

SSTD

International Symposium on Spatial and Temporal Databases

 Springer

http://sstd2013.dbs.ifi.lmu.de/

10

PAKDD

Pacific-Asia Conference on Knowledge Discovery and Data Mining

Springer

http://pakdd2013.pakdd.org/

11

APWeb

The Asia Pacific Web Conference

Springer

http://www.cse.unsw.edu.au/~apweb2013/

12

WISE

Web Information Systems Engineering

Springer

http://www.wise2013.org/

13

ESWC

Extended Semantic Web Conference

Elsevier

http://2012.eswc-conferences.org/

 

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Update on 2016-10-06 by Xinbo Gao