Genetic Programming IV: Routine Human-Competitive Machine Intelligence

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Springer Science & Business Media, 4 mar 2006 - 590 pagine

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

 

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Sommario

Introduction
1
Background on Genetic Programming
29
Automatic Synthesis of Controllers
49
Automatic Synthesis of Circuits
129
NAND Circuit Problem
158
Automatic Synthesis of Circuit Topology Sizing
175
Automatic Synthesis of Antennas
205
Automatic Synthesis of Genetic Networks
221
Automated Reinvention of Six Post2000 Patented Circuits
421
Function Generator
464
Problems for Which Genetic Programming May Be Well Suited
483
Parallel Implementation and Computer Time
515
Historical Perspective on Moores Law and the Progression
523
19
529
Functions and Terminals
533
Control Parameters
539

Automatic Synthesis of Metabolic Pathways
229
Automatic Synthesis of Parameterized Topologies for Controllers
281
Automatic Synthesis of Parameterized Topologies for Circuits
301
a Free Variable for the Passband Boundary
331
Automatic Synthesis of Parameterized Topologies with Conditional
341
Automatic Synthesis of Improved Tuning Rules for PID Controllers
367
Automatic Synthesis of Parameterized Topologies
387
Reinvention of Negative Feedback
413
20
548
Patented or Patentable Inventions Generated
551
22
557
29
566
38
573
Index
575
205
580
Copyright

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Informazioni sull'autore (2006)

Stanford University

Martin A. Keane Inc.

Informazioni bibliografiche