Ebook: Genetic Programming IV: Routine Human-Competitive Machine Intelligence
Author: John R. Koza Martin A. Keane Matthew J. Streeter William Mydlowec Jessen Yu Guido Lanza (auth.)
- Tags: Electronic and Computer Engineering, Theory of Computation, User Interfaces and Human Computer Interaction, Computing Methodologies, Artificial Intelligence (incl. Robotics), Nonlinear Dynamics Complex Systems Chaos Neural Networks
- Series: Genetic Programming Series 5
- Year: 2005
- Publisher: Springer US
- Edition: 1
- Language: English
- pdf
Genetic Programming IV: Routine Human-Competitive Machine Intelligence presents the application of GP to a wide variety of problems involving automated synthesis of controllers, circuits, antennas, genetic networks, and metabolic pathways. The book describes fifteen instances where GP has created an entity that either infringes or duplicates the functionality of a previously patented 20th-century invention, six instances where it has done the same with respect to post-2000 patented inventions, two instances where GP has created a patentable new invention, and thirteen other human-competitive results. The book additionally establishes:
GP now delivers routine human-competitive machine intelligence
GP is an automated invention machine
GP can create general solutions to problems in the form of parameterized topologies
GP has delivered qualitatively more substantial results in synchrony with the relentless iteration of Moore's Law
Genetic Programming IV: Routine Human-Competitive Machine Intelligence presents the application of GP to a wide variety of problems involving automated synthesis of controllers, circuits, antennas, genetic networks, and metabolic pathways. The book describes fifteen instances where GP has created an entity that either infringes or duplicates the functionality of a previously patented 20th-century invention, six instances where it has done the same with respect to post-2000 patented inventions, two instances where GP has created a patentable new invention, and thirteen other human-competitive results. The book additionally establishes:
GP now delivers routine human-competitive machine intelligence
GP is an automated invention machine
GP can create general solutions to problems in the form of parameterized topologies
GP has delivered qualitatively more substantial results in synchrony with the relentless iteration of Moore's Law
Genetic Programming IV: Routine Human-Competitive Machine Intelligence presents the application of GP to a wide variety of problems involving automated synthesis of controllers, circuits, antennas, genetic networks, and metabolic pathways. The book describes fifteen instances where GP has created an entity that either infringes or duplicates the functionality of a previously patented 20th-century invention, six instances where it has done the same with respect to post-2000 patented inventions, two instances where GP has created a patentable new invention, and thirteen other human-competitive results. The book additionally establishes:
GP now delivers routine human-competitive machine intelligence
GP is an automated invention machine
GP can create general solutions to problems in the form of parameterized topologies
GP has delivered qualitatively more substantial results in synchrony with the relentless iteration of Moore's Law
Content:
Front Matter....Pages i-xxviii
Introduction....Pages 1-28
Background on Genetic Programming....Pages 29-48
Automatic Synthesis of Controllers....Pages 49-127
Automatic Synthesis of Circuits....Pages 129-174
Automatic Synthesis of Circuit Topology, Sizing, Placement, and Routing....Pages 175-203
Automatic Synthesis of Antennas....Pages 205-220
Automatic Synthesis of Genetic Networks....Pages 221-227
Automatic Synthesis of Metabolic Pathways....Pages 229-280
Automatic Synthesis of Parameterized Topologies for Controllers....Pages 281-300
Automatic Synthesis of Parameterized Topologies for Circuits....Pages 301-339
Automatic Synthesis of Parameterized Topologies with Conditional Developmental Operators for Circuits....Pages 341-366
Automatic Synthesis of Improved Tuning Rules for PID Controllers....Pages 367-385
Automatic Synthesis of Parameterized Topologies for Improved Controllers....Pages 387-412
Reinvention of Negative Feedback....Pages 413-419
Automated Reinvention of Six Post-2000 Patented Circuits....Pages 421-482
Problems for Which Genetic Programming May Be Well Suited....Pages 483-514
Parallel Implementation and Computer Time....Pages 515-522
Historical Perspective on Moore’s Law and the Progression of Qualitatively More Substantial Results Produced by Genetic Programming....Pages 523-527
Conclusion....Pages 529-532
Back Matter....Pages 533-591
Genetic Programming IV: Routine Human-Competitive Machine Intelligence presents the application of GP to a wide variety of problems involving automated synthesis of controllers, circuits, antennas, genetic networks, and metabolic pathways. The book describes fifteen instances where GP has created an entity that either infringes or duplicates the functionality of a previously patented 20th-century invention, six instances where it has done the same with respect to post-2000 patented inventions, two instances where GP has created a patentable new invention, and thirteen other human-competitive results. The book additionally establishes:
GP now delivers routine human-competitive machine intelligence
GP is an automated invention machine
GP can create general solutions to problems in the form of parameterized topologies
GP has delivered qualitatively more substantial results in synchrony with the relentless iteration of Moore's Law
Content:
Front Matter....Pages i-xxviii
Introduction....Pages 1-28
Background on Genetic Programming....Pages 29-48
Automatic Synthesis of Controllers....Pages 49-127
Automatic Synthesis of Circuits....Pages 129-174
Automatic Synthesis of Circuit Topology, Sizing, Placement, and Routing....Pages 175-203
Automatic Synthesis of Antennas....Pages 205-220
Automatic Synthesis of Genetic Networks....Pages 221-227
Automatic Synthesis of Metabolic Pathways....Pages 229-280
Automatic Synthesis of Parameterized Topologies for Controllers....Pages 281-300
Automatic Synthesis of Parameterized Topologies for Circuits....Pages 301-339
Automatic Synthesis of Parameterized Topologies with Conditional Developmental Operators for Circuits....Pages 341-366
Automatic Synthesis of Improved Tuning Rules for PID Controllers....Pages 367-385
Automatic Synthesis of Parameterized Topologies for Improved Controllers....Pages 387-412
Reinvention of Negative Feedback....Pages 413-419
Automated Reinvention of Six Post-2000 Patented Circuits....Pages 421-482
Problems for Which Genetic Programming May Be Well Suited....Pages 483-514
Parallel Implementation and Computer Time....Pages 515-522
Historical Perspective on Moore’s Law and the Progression of Qualitatively More Substantial Results Produced by Genetic Programming....Pages 523-527
Conclusion....Pages 529-532
Back Matter....Pages 533-591
....