Ebook: Artificial Intelligence, Evolutionary Computing and Metaheuristics: In the Footsteps of Alan Turing
- Tags: Computational Intelligence, Artificial Intelligence (incl. Robotics), Computer Imaging Vision Pattern Recognition and Graphics
- Series: Studies in Computational Intelligence 427
- Year: 2013
- Publisher: Springer-Verlag Berlin Heidelberg
- Edition: 1
- Language: English
- pdf
Alan Turing pioneered many research areas such as artificial intelligence, computability, heuristics and pattern formation. Nowadays at the information age, it is hard to imagine how the world would be without computers and the Internet. Without Turing's work, especially the core concept of Turing Machine at the heart of every computer, mobile phone and microchip today, so many things on which we are so dependent would be impossible.
2012 is the Alan Turing year -- a centenary celebration of the life and work of Alan Turing. To celebrate Turing's legacy and follow the footsteps of this brilliant mind, we take this golden opportunity to review the latest developments in areas of artificial intelligence, evolutionary computation and metaheuristics, and all these areas can be traced back to Turing's pioneer work. Topics include Turing test, Turing machine, artificial intelligence, cryptography, software testing, image processing, neural networks, nature-inspired algorithms such as bat algorithm and cuckoo search, and multiobjective optimization and many applications. These reviews and chapters not only provide a timely snapshot of the state-of-art developments, but also provide inspiration for young researchers to carry out potentially ground-breaking research in the active, diverse research areas in artificial intelligence, cryptography, machine learning, evolutionary computation, and nature-inspired metaheuristics.
This edited book can serve as a timely reference for graduates, researchers and engineers in artificial intelligence, computer sciences, computational intelligence, soft computing, optimization, and applied sciences.
Alan Turing pioneered many research areas such as artificial intelligence, computability, heuristics and pattern formation. Nowadays at the information age, it is hard to imagine how the world would be without computers and the Internet. Without Turing's work, especially the core concept of Turing Machine at the heart of every computer, mobile phone and microchip today, so many things on which we are so dependent would be impossible.
2012 is the Alan Turing year -- a centenary celebration of the life and work of Alan Turing. To celebrate Turing's legacy and follow the footsteps of this brilliant mind, we take this golden opportunity to review the latest developments in areas of artificial intelligence, evolutionary computation and metaheuristics, and all these areas can be traced back to Turing's pioneer work. Topics include Turing test, Turing machine, artificial intelligence, cryptography, software testing, image processing, neural networks, nature-inspired algorithms such as bat algorithm and cuckoo search, and multiobjective optimization and many applications. These reviews and chapters not only provide a timely snapshot of the state-of-art developments, but also provide inspiration for young researchers to carry out potentially ground-breaking research in the active, diverse research areas in artificial intelligence, cryptography, machine learning, evolutionary computation, and nature-inspired metaheuristics.
This edited book can serve as a timely reference for graduates, researchers and engineers in artificial intelligence, computer sciences, computational intelligence, soft computing, optimization, and applied sciences.
Alan Turing pioneered many research areas such as artificial intelligence, computability, heuristics and pattern formation. Nowadays at the information age, it is hard to imagine how the world would be without computers and the Internet. Without Turing's work, especially the core concept of Turing Machine at the heart of every computer, mobile phone and microchip today, so many things on which we are so dependent would be impossible.
2012 is the Alan Turing year -- a centenary celebration of the life and work of Alan Turing. To celebrate Turing's legacy and follow the footsteps of this brilliant mind, we take this golden opportunity to review the latest developments in areas of artificial intelligence, evolutionary computation and metaheuristics, and all these areas can be traced back to Turing's pioneer work. Topics include Turing test, Turing machine, artificial intelligence, cryptography, software testing, image processing, neural networks, nature-inspired algorithms such as bat algorithm and cuckoo search, and multiobjective optimization and many applications. These reviews and chapters not only provide a timely snapshot of the state-of-art developments, but also provide inspiration for young researchers to carry out potentially ground-breaking research in the active, diverse research areas in artificial intelligence, cryptography, machine learning, evolutionary computation, and nature-inspired metaheuristics.
This edited book can serve as a timely reference for graduates, researchers and engineers in artificial intelligence, computer sciences, computational intelligence, soft computing, optimization, and applied sciences.
Content:
Front Matter....Pages 1-16
Front Matter....Pages 1-1
Turing Test as a Defining Feature of AI-Completeness....Pages 3-17
Artificial Intelligence Evolved from Random Behaviour: Departure from the State of the Art....Pages 19-41
Turing: Then, Now and Still Key....Pages 43-62
Imitation Programming Unorganised Machines....Pages 63-81
Towards Machine Equivalent Consciousness....Pages 83-108
Multicriteria Models for Learning Ordinal Data: A Literature Review....Pages 109-138
Diophantine and Lattice Cryptanalysis of the RSA Cryptosystem....Pages 139-168
Artificial Intelligence Methods in Early Childhood Education....Pages 169-199
Recursively Generated Evolutionary Turing Machines and Evolutionary Automata....Pages 201-230
On Dynamical Systems of Large Girth or Cycle Indicator and Their Applications to Multivariate Cryptography....Pages 231-256
On Extremal Graph Theory, Explicit Algebraic Constructions of Extremal Graphs and Corresponding Turing Encryption Machines....Pages 257-285
AIML Knowledge Base Construction from Text Corpora....Pages 287-318
Multidisciplinary Trends in Modern Artificial Intelligence: Turing’s Way....Pages 319-343
An Overview of Computational Sparse Models and Their Applications in Artificial Intelligence....Pages 345-369
MiTS in Depth: An Analysis of Distinct Tabu Search Configurations for Constructing Mixed Covering Arrays....Pages 371-402
Front Matter....Pages 403-403
Metaheuristic Optimization: Nature-Inspired Algorithms and Applications....Pages 405-420
Bat Algorithm and Cuckoo Search: A Tutorial....Pages 421-434
Memory and Learning in Metaheuristics....Pages 435-476
On Some Aspects of Nature-Based Algorithms to Solve Multi-Objective Problems....Pages 477-524
Image Processing with Spiking Neuron Networks....Pages 525-544
Front Matter....Pages 403-403
Circle Detection on Images Using Learning Automata....Pages 545-570
Decision Incorporation in Meta-heuristics to Cope with Decision Scheduling Problems....Pages 571-599
Evolutionary Models for Agent-Based Complex Behavior Modeling....Pages 601-631
Bankruptcy Prediction for Banks: An Artificial Intelligence Approach to Improve Understandability....Pages 633-656
Neural Network Based Approaches for Network Traffic Prediction....Pages 657-684
Application of Bat Algorithm and Fuzzy Systems to Model Exergy Changes in a Gas Turbine....Pages 685-719
A KBRL Inference Metaheuristic with Applications....Pages 721-749
Multi-objective Simulated Annealing Algorithm for Partner Selection in Virtual Enterprises....Pages 751-774
Metaheuristic Approaches for the Winner Determination Problem in Combinatorial Auction....Pages 775-791
Back Matter....Pages 0--1
Alan Turing pioneered many research areas such as artificial intelligence, computability, heuristics and pattern formation. Nowadays at the information age, it is hard to imagine how the world would be without computers and the Internet. Without Turing's work, especially the core concept of Turing Machine at the heart of every computer, mobile phone and microchip today, so many things on which we are so dependent would be impossible.
2012 is the Alan Turing year -- a centenary celebration of the life and work of Alan Turing. To celebrate Turing's legacy and follow the footsteps of this brilliant mind, we take this golden opportunity to review the latest developments in areas of artificial intelligence, evolutionary computation and metaheuristics, and all these areas can be traced back to Turing's pioneer work. Topics include Turing test, Turing machine, artificial intelligence, cryptography, software testing, image processing, neural networks, nature-inspired algorithms such as bat algorithm and cuckoo search, and multiobjective optimization and many applications. These reviews and chapters not only provide a timely snapshot of the state-of-art developments, but also provide inspiration for young researchers to carry out potentially ground-breaking research in the active, diverse research areas in artificial intelligence, cryptography, machine learning, evolutionary computation, and nature-inspired metaheuristics.
This edited book can serve as a timely reference for graduates, researchers and engineers in artificial intelligence, computer sciences, computational intelligence, soft computing, optimization, and applied sciences.
Content:
Front Matter....Pages 1-16
Front Matter....Pages 1-1
Turing Test as a Defining Feature of AI-Completeness....Pages 3-17
Artificial Intelligence Evolved from Random Behaviour: Departure from the State of the Art....Pages 19-41
Turing: Then, Now and Still Key....Pages 43-62
Imitation Programming Unorganised Machines....Pages 63-81
Towards Machine Equivalent Consciousness....Pages 83-108
Multicriteria Models for Learning Ordinal Data: A Literature Review....Pages 109-138
Diophantine and Lattice Cryptanalysis of the RSA Cryptosystem....Pages 139-168
Artificial Intelligence Methods in Early Childhood Education....Pages 169-199
Recursively Generated Evolutionary Turing Machines and Evolutionary Automata....Pages 201-230
On Dynamical Systems of Large Girth or Cycle Indicator and Their Applications to Multivariate Cryptography....Pages 231-256
On Extremal Graph Theory, Explicit Algebraic Constructions of Extremal Graphs and Corresponding Turing Encryption Machines....Pages 257-285
AIML Knowledge Base Construction from Text Corpora....Pages 287-318
Multidisciplinary Trends in Modern Artificial Intelligence: Turing’s Way....Pages 319-343
An Overview of Computational Sparse Models and Their Applications in Artificial Intelligence....Pages 345-369
MiTS in Depth: An Analysis of Distinct Tabu Search Configurations for Constructing Mixed Covering Arrays....Pages 371-402
Front Matter....Pages 403-403
Metaheuristic Optimization: Nature-Inspired Algorithms and Applications....Pages 405-420
Bat Algorithm and Cuckoo Search: A Tutorial....Pages 421-434
Memory and Learning in Metaheuristics....Pages 435-476
On Some Aspects of Nature-Based Algorithms to Solve Multi-Objective Problems....Pages 477-524
Image Processing with Spiking Neuron Networks....Pages 525-544
Front Matter....Pages 403-403
Circle Detection on Images Using Learning Automata....Pages 545-570
Decision Incorporation in Meta-heuristics to Cope with Decision Scheduling Problems....Pages 571-599
Evolutionary Models for Agent-Based Complex Behavior Modeling....Pages 601-631
Bankruptcy Prediction for Banks: An Artificial Intelligence Approach to Improve Understandability....Pages 633-656
Neural Network Based Approaches for Network Traffic Prediction....Pages 657-684
Application of Bat Algorithm and Fuzzy Systems to Model Exergy Changes in a Gas Turbine....Pages 685-719
A KBRL Inference Metaheuristic with Applications....Pages 721-749
Multi-objective Simulated Annealing Algorithm for Partner Selection in Virtual Enterprises....Pages 751-774
Metaheuristic Approaches for the Winner Determination Problem in Combinatorial Auction....Pages 775-791
Back Matter....Pages 0--1
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