Skip to content

Computational Intelligence Books

Ted Lin edited this page Jan 23, 2015 · 1 revision

一些关于计算智能(Computational Intelligence,CI)三大范式:启发式优化算法,模糊系统和神经网络三方面的一些书。

Computational Intelligence

  • Artificial Intelligence : A Modern Approach
    点评:大家都晓得一本书。☆☆☆☆☆
  • Artificial Intelligence : A Guide to Intelligent Systems
    点评:非常通俗易懂的一本书,个人非常喜欢的风格,不过建议看原版,中文翻译不做评价。★★★★★
  • Artificial Intelligence Structures and Strategies for Complex Problem Solving
    点评:
  • Bayesian Artificial Intelligence
    点评:
  • Introduction to Artificial Intelligence
    点评:如名字。
  • The Elements of Artificial Intelligence
    点评:名字很好唬人啊。
  • Computational Intelligence : Concepts to Implement
    点评:粒子群的作者和他的学生所写,采用C语言实现计算智能的三大范式,实用党必看。★★★★★
  • Computational Intelligence Paradigm - THEORY AND APPLICATIONS USING MATLAB
    点评:Matlab党的来了。☆☆☆☆
  • Data Mining with Computational Intelligence
    点评:
  • Computational Intelligence : An Introduction
    点评:☆☆☆☆☆

Meta-heuristic Optimization

  • Handbook of evolutionary computation
    点评:Kenneth De Jong, David B Fogel, Darrell Whitley, Zbigniew Michalewicz和Hans-Paul Schwefel都来了,还有啥好说的。☆☆☆☆☆☆☆
  • Differential Evolution : A Practical Approach to Global Optimization 点评:差分进化作者的大作,怒赞。★★★★★
  • Advances in Differential Evolution
    点评:差分进化作者和几位大牛所写,“从入门到精通”(总觉得这个系列很坑呢),一步步深入。★★★★
  • Ant Colony Optimization
    点评:蚁群算法的作者所写,蚁群算法已经证明其在组合优化问题的威力。☆☆☆☆
  • Chaos Theory Tamed
    点评:看了第1,2章,是我喜欢的风格,用简单的例子说明问题先,然后再展开。★★★★
  • Swarm intelligence
    点评:粒子群的两位作者所写。★★★★★
  • Evolutionary Computation For Modeling And Optimization
    点评:这本书的作者是个老师,并且提供源代码,你们自己感觉如何。☆☆☆☆
  • Genetic Programming II
    点评:
  • Global Optimization Algorithms : Theory and Application
    点评:确实对得起这个书名,很全,然后是用Java实现的,不是我的菜。★★★★
  • Handbook of Memetic Algorithms
    点评:文化基因算法从入门到应用吧,一条龙服务,不过有点杂。☆☆☆
  • Handbook of Metaheuristics
    点评:禁忌搜索算法创始人Clover之作,蛮全的。☆☆☆☆
  • Hybrid Metaheuristics An Emerging Approach to Optimization 点评:混合,多人合作写的,但没有看到牛人。☆☆☆
  • Introduction to Evolutionary Algorithms
    点评:看起来感觉还可以。☆☆☆
  • Introduction to Mathematical Optimization
    点评:Xin-She Yang写的,虽然他设计好几种算法,但是总感觉离牛人还差点,不过还是不错的。☆☆☆
  • Nature-Inspired Metaheuristic Algorithms
    点评:同上,这本更不详细,主要是介绍一些新算法。☆☆☆
  • Genetic programming
    点评:
  • Metaheuristics : from design to implementation
    点评:蛮不错的。☆☆☆☆
  • Music-Inspired Harmony Search Algorithm Theory and Applications
    点评:HS作者写的,有学者说HS和ES很像,不了解,不评价。☆☆☆☆
  • Optimization for Machine Learning
    点评:与机器学习相结合了,不错。☆☆☆☆
  • Practical Genetic Algorithms
    点评:专注遗传算法,有Matlab代码。☆☆☆☆
  • Practical Handbook Of Genetic Algorithms
    点评:更专注于遗传算法。☆☆☆☆
  • Representations for Genetic and Evolutionary Algorithms
    点评:
  • Practical Handbook Of Genetic Algorithms
    点评:
  • Self-Adaptive Heuristics for Evolutionary Computation
    点评:专注于“自适应”方法的研究,有通用性。☆☆☆☆☆
  • Simulated Annealing
    点评:
  • Stochastic Global Optimization Techniques and Applications in Chemical Engineering
    点评:
  • Swarm Intelligence : Focus on Ant and Particle Swarm Optimization
    点评:不解释。☆☆☆☆
  • Swarm Intelligence : from natural to artificial
    点评:作者之一是蚁群算法的开创者,群智能的代表作。☆☆☆☆☆
  • Swarm Intelligence : Introduction and Application 点评:着重讲生物基础吧,个人感觉不是太实用。★★★
  • Tuning Metaheuristics A Machine Learning Perspective
    点评:不错的说。☆☆☆☆
  • 计算群体智能基础
    点评:不错。☆☆☆☆
  • Approximation, Randomization and Combinatorial Optimization
    点评:
  • Biologically Inspired Optimization Methods : An Introduction
    点评:

Fuzzy

  • The Fuzzy Systems Handbook
    点评:模糊逻辑Zadeh写的,没啥好说的。☆☆☆☆☆
  • Fuzzy Logic A Practical Approach 点评:
  • Fuzzy Logic-in Embedded Microcomputers and Control Systems
    点评:看书名就懂了,实用派的用起来。★★★★
  • Fuzzy Sets and Fuzzy Logic -- Theory & Applications
    点评:
  • Introduction to Fuzzy Logic using MATLAB
    点评:看题目就晓得了吧。
  • Introduction to Fuzzy Sets, Fuzzy Logic, and Fuzzy Control Systems
    点评:
  • Simulating Continuous Fuzzy Systems
    点评:
  • 点评:
  • 点评:

Neural Networks

  • Neural Networks : A Comprehensive Foundation
    点评:一听这名字就晓得不简单。☆☆☆☆
  • Neuro-fuzzy and soft computing a computational approach to learning and machine intelligence
    点评:Zadeh的台湾学生所写,虎的一塌糊涂。★★★★★
  • Neural Networks and Pattern Recognition
    点评:
  • Neural Networks for Pattern Recognition
    点评:
  • 神经网络设计
    点评:
  • 点评:
  • Foundations of Neural Networks, Fuzzy Systems, and Knowledge Engineering 点评:
  • Fuzzy Logic and Neural Networks Basic Concepts and Application 点评:
  • Learning and Soft Computing Support Vector Machines, Neural Networks, and Fuzzy Logic Models-2
    点评:
  • Neural Fuzzy Systems
    点评:
  • Neural Fuzzy Systems-200+
    点评:
  • 点评:
  • 点评:
  • 点评:
Clone this wiki locally