A lecture given by Prof. TAN Kay Chen:
He has published 130+ journal papers, 130+ conference papers, and co-authored 7 books.
[http://www6.cityu.edu.hk/stfprofile/kaytan.htm]
[http://information.xmu.edu.cn/portal/node/8242]
About CI:
* 早前Google 和Oxford 的合作
* Apple‘s siri
* CES 2017 :5G and AI take centre stage.
计算智能的应用:
一、演化计算(Evolutionary Computation )
应用热点:多目标优化问题、高维目标数据的组合问题(从一个x 到10个x ,或到100万个x )。
演化计算(Evolutionary Computation )或称遗传算法。
有3个operations :
① selection 选择
② crossover
③ mutation
The Evolutionary Cycle !!!
An Interaction Genetic Algorithm Demonstrator :(http :// ....)
二、模糊学(Fuzzy logic)
Precision :A 1500kg mass is approaching your head at 45.3m/sec !
Significant:Look out !
(生活有时未必要“准确”~)
模糊学代表人物: Prof. Lotfi A.zadeh. (Father of “Fuzzy logic”)
1974年发表了一篇关于“Fuzzy logic”的文章~
Membership function
—— How to appropriately define the word "fast" ?
—— ……
A Membership function ranged from 0-1 ,with larger value indicating higher degree of truth .
Another Membership function ……~~~
模糊学的应用:
(1)Fuzzy-ATO (Automatic Train Operation)
(2)Fuzzy Washing Machine (:智能决定洗衣时间而不是人为定时)
A Fuzzy System : The Basic Tipping Problem. 餐厅吃饭给小费问题(原理与 Fuzzy Washing Machine 相同)
There are a few distinct parts to the process :
1、Fuzzification and Implication :
rule 1:...
rule 2:...
rule 3:...
三、人工神经网络(Artificial Neural Network)
属于深度学习的方法~
一个应用,如预测劳斯莱斯引擎还能用多久;找出看似光滑表面物体的突兀纹理。
Last :
建议在:IEEE Transactions on Evolutionary Computation (很多Top 1 得主)上发表文章,any questions please Email Prof. TAN Kay Chen.
其学生(博士生)翻译的书籍: 《Neuromorphic Cognitive Systems》
中译:《神经形态认知系统》
Summary :机器学习中很多问题可以通过