By John R. Koza, Martin A. Keane, Matthew J. Streeter, William Mydlowec, Jessen Yu, Guido Lanza
Genetic Programming IV: regimen Human-Competitive computing device Intelligence provides the applying of GP to a wide selection of difficulties regarding computerized synthesis of controllers, circuits, antennas, genetic networks, and metabolic pathways. The ebook describes fifteen situations the place GP has created an entity that both infringes or duplicates the performance of a formerly patented 20th-century invention, six circumstances the place it has performed an analogous with recognize to post-2000 patented innovations, circumstances the place GP has created a patentable new invention, and 13 different human-competitive effects. The ebook also establishes:GP now grants regimen human-competitive laptop intelligenceGP is an automatic invention machine.GP can create basic ideas to difficulties within the type of parameterized topologies.GP has added qualitatively extra gigantic leads to synchrony with the relentless generation of Moore's legislation
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Additional info for Genetic programming IV
Second, an evaluation function controls the play during the middle of the game. Finally, when only a small number of pieces are left on the board, an endgame database takes over and dictates the best line of play. Perfecting the opening book entailed an iterative process of identifying “positions where Chinook had problems finding the right move” and looking for “the elusive cooks” (Schaeffer 1997, page 237). By the time the project ended, the opening book had over 40,000 entries. ” Meanwhile, the endgame database was painstakingly extended from five, to six, to seven, and eventually eight pieces using a variety of clever techniques.
As for other control parameters, we have, broadly speaking, used the same (undoubtedly non-optimal) set of minor control parameters from problem to problem over a period of years. Although particular problems in this book could possibly be solved more efficiently by means of a different choice of control parameters, we believe that our policy of substantial consistency in the choice of control parameters helps the reader eliminate superficial concerns that the demonstrated success of genetic programming depends on shrewd or fortuitous choices of the control parameters.
That is, suppose you want a solution that works for any cutoff frequency f—not just a solution that works for, say, 1,000 Hertz. 9). The general solution produced by genetic programming includes the circuit’s topology. The genetically evolved parameterized circuit has nine components. The general solution includes the type of each of the nine components. 9. The connections between the nine components are automatically created during the run of genetic programming. The problem’s free variable, f, is an input to the genetically evolved solution.