Neural Networks and Fuzzy System

Neural Networks and Fuzzy System

----A Dynamical Systems Approach to Machine Intelligence

◎ 博士研究生課程教學大綱

課程名稱（中文）		神經網絡與模糊系統				課程編號	02501
課程名稱（英文）		Neural Networks and Fuzzy Systems				學分	3
適用學科、專業		電路與系統、信號與信息處理、模式識別與智能系統等
課內學時數	46		授課方式	講授、討論	考試方式		論文、答辯
教材名稱				出版單位			作者
Neural Networks and Fuzzy Systems				Prentice Hall			Bart Kosko
參考書名稱				出版單位			作者
IEEE Trans. on Neural Networks				IEEE
IEEE Trans. on Fuzzy Systems				IEEE
教學目標：通過本課程的學習，掌握有關神經網絡、模糊系統以及模糊神經網絡等的基本原理和基本方法，以及用以解決實際問題（如自動控制、圖像編碼、目標跟蹤等）的基本思路與方法，并結合自己所學的專業或所從事的課題，應用所學的原理，撰寫一篇綜合報告或學術論文。
教學內容：（包括教學計劃）：
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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◎ 教材與講義

¤ 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)

¤ 學科綜述：

人工智能：PPT 有關人工智能的故事：WORD
人工神經網絡：PPT
模糊系統與模糊邏輯：PPT
模糊神經網絡：PPT
進化計算：PPT
王玨教授在CCML2004上的主題演講：PPT
周志華教授在CCML2004上的主題演講：PPT
吳信東教授報告“How to Write and Publish Research Papers”，請下載PPT.

¤ 課程講義：　

2003 PPT
1.Neuronal Dynamics: Activations and Signals （2003.10.15 PPT）
2. Neuronal Dynamics: Activation Models: part1, part2 （2003.10.22 PPT1, 2003.10.29 PPT2）
3. Synaptic Dynamics I: Unsupervised Learning: part1, part2 （2003.11.5 PPT1, PPT2）
4. Synaptic Dynamics II: Supervised Learning （2003.11.12 PPT1, PPT2）
5. Architectures and Equilibria （2003.11.19 PPT）
6. Fuzziness versus Probability （2003.11.26 PPT）
7. Fuzzy Associative Memories (FAM) （2003.12.3 PPT）
8. Comparison of Fuzzy and Neural Truck Backer-Upper Control Systems: Demo （2003.12.10 PPT）
9. Fuzzy Image Transform Coding （2003.12.10 PPT）
10. Comparison of Fuzzy and Kalman-Filter Target-Tracking Control Systems （2003.12.10 PPT）
2004 PPT

章節	第2章	第3章	第4章	第5章	第6章
下載	ppt	ppt	ppt	ppt1，ppt2	ppt
章節	第7章	第8章	第9章	第10章	第11章
下載	ppt1，ppt2	ppt1，ppt2	ppt1，ppt2	ppt	ppt

2006 PPT

章節	第2章	第3章	第4章	第5章	第6章
下載	ppt	ppt1，ppt2，ppt3	ppt1，ppt2，ppt3	ppt1，ppt2，ppt3	ppt
章節	第7章	第8章	第9章	第10章	第11章
下載	ppt1 ppt2	ppt1，ppt2，ppt3	ppt	ppt	ppt

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◎ 推薦的國際會議

人工智能與模式識別領域

一、A類

序號	會議簡稱	會議全稱	出版社	網址
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類

序號	會議簡稱	會議全稱	出版社	網址
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類

序號	會議簡稱	會議全稱	出版社	網址
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/

計算機圖形學與多媒體領域

一、A類

序號	會議簡稱	會議全稱	出版社	網址
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類

序號	會議簡稱	會議全稱	出版社	網址
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類

序號	會議簡稱	會議全稱	出版社	網址
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
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/

數據庫，數據挖掘與內容檢索領域

一、A類

序號	會議簡稱	會議全稱	出版社	網址
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類

序號	會議簡稱	會議全稱	出版社	網址
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類

序號	會議簡稱	會議全稱	出版社	網址
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