Genetic Programming IV: Routine Human-Competitive Machine IntelligenceGenetic 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 |
From inside the book
Results 1-5 of 69
... Terminals 67 3.5.3 Representing the Plant 67 3.5.4 Automatically Defined Functions 68 Genetic and Evolutionary ... Terminal Set 3.7.1.3 3.7.1.4 Fitness Measure 3.7.1.5 Control Parameters 73 74 74 75 75 78 87 88 88 88 89 656 89 95 ...
... Terminal Set 3.8.1.3 Function Set 3.8.1.4 Fitness Measure 3.8.1.5 Control Parameters 3.8.2 Results for the Three - Lag Plant 95 96 102 111 112 113 114 114 114 114 114 115 115 3.8.3 Routineness for the Three - Lag Plant Problem 119 3.8.4 ...
... Set 139 139 4.2.1.4 Terminal Set 140 4.2.1.5 Fitness Measure 141 4.2.1.6 Control Parameters 142 4.2.2 Results for the RC Circuit with Gain Greater than Two 142 4.2.3 Routineness of the Transition from a Problem of Controller Synthesis ...
... Terminal Set 4.6.1.4 Function Set 4.6.1.5 Fitness Measure 4.6.1.6 Control Parameters 4.6.2 Results for Square Root Circuit 4.6.3 Routineness for the Square Root Circuit Problem 4.6.4 AI Ratio for the Square Root Circuit Problem 4.7 ...
... Terminals 210 6.3.3 Example of the Use of the Functions and Terminals 211 6.4 Preparatory Steps for the Antenna Problem 212 6.4.1 Program Architecture 212 6.4.2 Function Set 212 6.4.3 Terminal Set 212 6.4.4 Fitness Measure 212 6.4.5 ...
Contents
I | 1 |
II | 3 |
IV | 4 |
V | 5 |
VI | 6 |
VII | 7 |
VIII | 10 |
IX | 14 |
CXCII | 263 |
CXCIII | 264 |
CXCVI | 267 |
CXCVIII | 274 |
CXCIX | 275 |
CCI | 278 |
CCVI | 279 |
CCVIII | 281 |
X | 15 |
XII | 19 |
XIII | 20 |
XIV | 21 |
XV | 22 |
XVI | 23 |
XVII | 25 |
XVIII | 29 |
XX | 31 |
XXI | 34 |
XXII | 38 |
XXIV | 39 |
XXV | 40 |
XXVII | 41 |
XXIX | 42 |
XXXI | 45 |
XXXII | 49 |
XXXIII | 50 |
XXXIV | 52 |
XXXV | 53 |
XXXVI | 58 |
XXXVII | 59 |
XXXVIII | 60 |
XXXIX | 61 |
XLI | 62 |
XLIII | 64 |
XLIV | 65 |
XLV | 67 |
XLVII | 68 |
XLVIII | 69 |
XLIX | 70 |
LI | 71 |
LII | 73 |
LIV | 74 |
LVI | 75 |
LVIII | 78 |
LIX | 87 |
LX | 88 |
LXIII | 89 |
LXV | 95 |
LXVII | 96 |
LXVIII | 102 |
LXIX | 111 |
LXX | 112 |
LXXI | 113 |
LXXII | 114 |
LXXIII | 115 |
LXXV | 119 |
LXXVII | 120 |
LXXIX | 121 |
LXXX | 122 |
LXXXI | 123 |
LXXXII | 125 |
LXXXIV | 127 |
LXXXVI | 129 |
LXXXVII | 131 |
LXXXVIII | 134 |
LXXXIX | 135 |
XC | 138 |
XCII | 139 |
XCIII | 140 |
XCIV | 141 |
XCV | 142 |
XCVI | 143 |
XCVII | 145 |
XCVIII | 147 |
XCIX | 148 |
C | 149 |
CI | 150 |
CII | 151 |
CIII | 152 |
CIV | 153 |
CVI | 154 |
CVII | 156 |
CVIII | 157 |
CIX | 158 |
CX | 159 |
CXIII | 160 |
CXV | 161 |
CXVI | 162 |
CXVIII | 163 |
CXXII | 165 |
CXXIII | 168 |
CXXVI | 169 |
CXXVIII | 171 |
CXXIX | 172 |
CXXX | 173 |
CXXXII | 174 |
CXXXIV | 175 |
CXXXV | 177 |
CXXXVII | 178 |
CXXXVIII | 179 |
CXXXIX | 181 |
CXL | 186 |
CXLIII | 187 |
CXLV | 188 |
CXLVI | 195 |
CXLVII | 196 |
CXLVIII | 197 |
CL | 198 |
CLI | 199 |
CLII | 202 |
CLIII | 203 |
CLIV | 205 |
CLV | 206 |
CLVI | 207 |
CLVII | 209 |
CLIX | 210 |
CLX | 211 |
CLXI | 212 |
CLXII | 216 |
CLXIV | 219 |
CLXV | 220 |
CLXVI | 221 |
CLXVIII | 223 |
CLXX | 224 |
CLXXII | 225 |
CLXXIV | 226 |
CLXXV | 227 |
CLXXVI | 229 |
CLXXVII | 230 |
CLXXVIII | 231 |
CLXXIX | 234 |
CLXXXI | 243 |
CLXXXII | 244 |
CLXXXIII | 248 |
CLXXXIV | 250 |
CLXXXVII | 251 |
CLXXXVIII | 255 |
CLXXXIX | 256 |
CXC | 259 |
CXCI | 262 |
CCIX | 282 |
CCX | 283 |
CCXI | 284 |
CCXIII | 286 |
CCXIV | 290 |
CCXV | 291 |
CCXVII | 292 |
CCXVIII | 293 |
CCXX | 296 |
CCXXI | 299 |
CCXXII | 300 |
CCXXIII | 301 |
CCXXIV | 302 |
CCXXV | 303 |
CCXXVI | 304 |
CCXXVII | 305 |
CCXXIX | 306 |
CCXXX | 307 |
CCXXXI | 308 |
CCXXXII | 309 |
CCXXXIII | 310 |
CCXXXV | 311 |
CCXXXVI | 312 |
CCXXXVIII | 313 |
CCXXXIX | 314 |
CCXL | 315 |
CCXLI | 318 |
CCXLII | 324 |
CCXLV | 326 |
CCXLVII | 328 |
CCXLVIII | 331 |
CCXLIX | 332 |
CCL | 333 |
CCLI | 334 |
CCLII | 335 |
CCLIV | 339 |
CCLVI | 341 |
CCLVII | 342 |
CCLIX | 343 |
CCLXII | 344 |
CCLXIII | 348 |
CCLXVI | 349 |
CCLXVIII | 350 |
CCLXIX | 357 |
CCLXX | 358 |
CCLXXII | 359 |
CCLXXIV | 360 |
CCLXXV | 364 |
CCLXXVII | 365 |
CCLXXIX | 366 |
CCLXXX | 367 |
CCLXXXI | 371 |
CCLXXXII | 374 |
CCLXXXIII | 375 |
CCLXXXVII | 376 |
CCLXXXVIII | 382 |
CCLXXXIX | 385 |
CCXCI | 387 |
CCXCII | 388 |
CCXCIV | 389 |
CCXCVI | 390 |
CCXCIX | 398 |
CCC | 402 |
CCCI | 411 |
CCCII | 412 |
CCCIV | 413 |
CCCV | 414 |
CCCVI | 415 |
CCCVIII | 418 |
CCCIX | 419 |
CCCXI | 421 |
CCCXII | 423 |
CCCXIII | 424 |
CCCXV | 426 |
CCCXVII | 428 |
CCCXVIII | 429 |
CCCXIX | 430 |
CCCXX | 431 |
CCCXXI | 432 |
CCCXXIII | 433 |
CCCXXV | 434 |
CCCXXVI | 435 |
CCCXXVII | 436 |
CCCXXVIII | 437 |
CCCXXIX | 440 |
CCCXXX | 441 |
CCCXXXI | 442 |
CCCXXXIII | 444 |
CCCXXXV | 451 |
CCCXXXVI | 454 |
CCCXXXVIII | 457 |
CCCXXXIX | 458 |
CCCXL | 461 |
CCCXLII | 464 |
CCCXLIII | 466 |
CCCXLV | 469 |
CCCXLVI | 473 |
CCCXLVII | 476 |
CCCXLVIII | 478 |
CCCXLIX | 481 |
CCCL | 482 |
CCCLI | 483 |
CCCLII | 484 |
CCCLIV | 486 |
CCCLV | 495 |
CCCLVI | 496 |
CCCLVII | 497 |
CCCLVIII | 499 |
CCCLIX | 500 |
CCCLXI | 504 |
CCCLXII | 505 |
CCCLXIV | 506 |
CCCLXV | 507 |
CCCLXVI | 510 |
CCCLXVII | 511 |
CCCLXVIII | 515 |
CCCLXIX | 516 |
CCCLXXI | 517 |
CCCLXXII | 518 |
CCCLXXIII | 523 |
CCCLXXVIII | 524 |
CCCLXXIX | 526 |
CCCLXXX | 529 |
CCCLXXXI | 530 |
CCCLXXXIII | 531 |
CCCLXXXIV | 533 |
CCCLXXXV | 539 |
CCCLXXXVI | 549 |
CCCLXXXVIII | 553 |
573 | |