- author = "John R. Koza and Forrest H {Bennett III} and David Andre and Martin A. Keane and Scott Brave",
- title = "Genetic Programming III Videotape: Human Competitive Machine Intelligence",
- publisher = "Morgan Kaufmann",
- year = "1999",
- address = "340 Pine Street - 6th Floor, San Francisco, CA 94104, USA",
- keywords = "genetic algorithms, genetic programming",
-
URL = "
http://www.genetic-programming.org/gpvideo3.html",
-
video_url = "https://youtu.be/8DY7akqFvfw",
-
video_url = "http://www.human-competitive.org/sites/default/files/video/genetic_programming_3_human_competitive_machine_intelligence.mp4",
-
video_url = "http://gpbib.cs.ucl.ac.uk/koza_videos/genetic_programming_3_human_competitive_machine_intelligence.mp4",
- size = "45 minutes",
- abstract = "This 45-minute videotape surveys the new book Genetic Programming III: Darwinian Invention and Problem Solving. \cite{koza:gp3} The book shows how genetic programming can automatically create a computer program to solve a problem. Fourteen of the results are competitive with human-produced results. Ten infringe on previously issued patents or duplicate the functionality of previous patents in novel and creative ways.",
-
notes = "Alan Turing (1950) third way to automatically create
computer programs.
Videotapes available in VHS NTSC or VHS PAL format ISBN for VHS NTSC: 1-55860-617-3 ISBN for VHS PAL: 1-55860-616-5
3:40 Alan Turing ( \cite{turing48:_intel} 1948, 1950) 3 ways to produce machine intelligence genetical or evolutionary search. GP as Turing's 3rd way. 5:00 Human competitive. Patents 6:00 GP as extension of John Holland's genetic algorithms. GP tree. Re-selection allowed. 7:00 Mutation: subtree replacement, eg 1 percent. Two parent subtree crossover, eg 85 percent. Reproduction, like elitism? 9:00 architecture altering operations. Many generation. 10:00 Ohno gene duplication in Biology. 11:00 Myoglobin (gene duplication & divergence) => Myoglobin and Hemoglobin. GP semantic preserving subroutine duplication. GP semantic preserving subroutine argument duplication. GP semantic preserving subroutine creation: hierarchy creation. GP delete subroutines. GP delete subroutines arguments. Loops, recursions, memory. 14:00 GPPS, eg sorting network, ADL automatically defined loops. Better than 1st published. Same size as minimal sorting network (Knuth). Cart ADS automatically defined store (memory). 18:00 automated analogue circuit design. 19:00 Gruau (eg \cite{Gruau:1994:thesis} ) developmental biology, embryo initial circuit. GP tree with multiple write heads. End function stops write head operation. Parallel division. Developmental GP: choose embryo, fitness, function set, via terminal set = END, arithmetic (like symbolic regression). Fitness (101 test points) via splice circuit simulator program. Control parameters, termination criterion. 26:00 progressive improvement. 179,127 George Campbell ATT patent 1227113 infringement (low pass filter). Different runs produce different results. 28:00 USPTO patent 1538964. 30:00 high pass, band stop filter. filter measurement circuit. 31:00 Two output circuit, crossover filter. parsimonious circuits. 32:00 GP as invention machine. Direct towards novelty, graph isomorphism as part of fitness. 33:00 amplifiers. square root, square, cube root, log. multi-objective fitness. Robot controller. temperature sensing circuit. Fixed voltage output at different temperatures. BJT => MOSFET, add mosfet transistors to GP primitives. 36:00 high A to I ratio. 37:00 reuse. Subroutines... ADS(memory) avoid re-inventing the wheel. ADC automatically defined copy. 39:00 DEAD box protein motif slightly better than human expert on prosite. 40:00 parallel computing. EHW Xilinx 6216 FPGA. 80MHz CPU. Ever reducing cost of computer hardware. 42:00 GP two impossible (to electrical engineering experts) circuits. 43:00 human competitive.
YouTube CC subtitles (closed captions)
Koza videos \cite{koza:video} \cite{koza:video2} \cite{koza:video3} \cite{koza:video4} \cite{koza:2009:gpt}",
