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Computational Intelligence Books
Ted Lin edited this page Jan 23, 2015
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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。
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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
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Computational Intelligence : An Introduction
点评:☆☆☆☆☆
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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
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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
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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
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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+
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