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Speed prior

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When compared to traditional measures, use of the Speed Prior has the disadvantage of leading to less optimal predictions, and the advantage of providing computable predictions.
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length. The speed prior complexity of a program is its size in bits plus the logarithm of the maximum time we are willing to run it to get a prediction.
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Schmidhuber, J. (2002) The Speed Prior: A New Simplicity Measure Yielding Near-Optimal Computable Predictions. In J. Kivinen and R. H. Sloan, editors,
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Proceedings of the 15th Annual Conference on Computational Learning Theory (COLT 2002)
320: 124: 21: 194: 216: 116: 273: 180:. Lecture Notes in Artificial Intelligence, pages 216--228. Springer. 39: 15: 281: 224: 43: 301: 244: 8: 48:introducing citations to additional sources 308: 294: 251: 237: 38:Relevant discussion may be found on the 169: 7: 262: 260: 205: 203: 14: 264: 207: 31:relies largely or entirely on a 20: 144:Computational complexity theory 1: 123:, except that it is based on 280:. You can help Knowledge by 223:. You can help Knowledge by 353: 259: 202: 159:Minimum description length 276:-related article is a 219:-related article is a 154:Minimum message length 121:Kolmogorov complexity 195:Speed Prior web site 44:improve this article 327:Bayesian statistics 149:Inductive inference 119:measure similar to 289: 288: 232: 231: 127:speed as well as 109: 108: 94: 344: 332:Statistics stubs 310: 303: 296: 268: 261: 253: 246: 239: 211: 204: 183: 174: 104: 101: 95: 93: 52: 24: 16: 352: 351: 347: 346: 345: 343: 342: 341: 317: 316: 315: 314: 258: 257: 200: 191: 186: 175: 171: 167: 140: 105: 99: 96: 53: 51: 37: 25: 12: 11: 5: 350: 348: 340: 339: 334: 329: 319: 318: 313: 312: 305: 298: 290: 287: 286: 269: 256: 255: 248: 241: 233: 230: 229: 212: 198: 197: 190: 189:External links 187: 185: 184: 168: 166: 163: 162: 161: 156: 151: 146: 139: 136: 107: 106: 42:. Please help 28: 26: 19: 13: 10: 9: 6: 4: 3: 2: 349: 338: 337:Physics stubs 335: 333: 330: 328: 325: 324: 322: 311: 306: 304: 299: 297: 292: 291: 285: 283: 279: 275: 270: 267: 263: 254: 249: 247: 242: 240: 235: 234: 228: 226: 222: 218: 213: 210: 206: 201: 196: 193: 192: 188: 182: 179: 173: 170: 164: 160: 157: 155: 152: 150: 147: 145: 142: 141: 137: 135: 132: 130: 126: 122: 118: 114: 103: 92: 89: 85: 82: 78: 75: 71: 68: 64: 61: –  60: 59:"Speed prior" 56: 55:Find sources: 49: 45: 41: 35: 34: 33:single source 29:This article 27: 23: 18: 17: 282:expanding it 271: 225:expanding it 214: 199: 177: 172: 133: 112: 110: 97: 87: 80: 73: 66: 54: 30: 125:computation 113:speed prior 321:Categories 217:statistics 165:References 117:complexity 100:March 2024 70:newspapers 40:talk page 138:See also 274:physics 129:program 84:scholar 86:  79:  72:  65:  57:  272:This 215:This 115:is a 91:JSTOR 77:books 278:stub 221:stub 111:The 63:news 46:by 323:: 309:e 302:t 295:v 284:. 252:e 245:t 238:v 227:. 102:) 98:( 88:· 81:· 74:· 67:· 50:. 36:.

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