CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

authors Newell, Allen and Rosenbloom, Paul S.
year 1982
title Mechanisms of Skill Acquisition and the Law of Practice
source [2], III, 52 p. : ill Design Research Center, CMU, April, 1982. DRC-15-16-82. includes bibliography.
summary Practice, and the performance improvement that it engenders, has long been a major topic in psychology. In this paper, both experimental and theoretical approaches are employed in an investigation of the mechanisms underlying this improvement. On the experimental side, it is argued that a single law, the power of law of practice, adequately describes all of the practice data. On the theoretical side, a model of practice rooted in modern cognitive psychology, the chunking theory of learning, is formulated. The paper consists of (1) the presentation of a set of empirical practice curves; (2) mathematical investigations into the nature of power law functions; (3) evaluations of the ability of three different classes of functions to adequately model the empirical curves; (4) a discussion of the existing models of practice; (5) a presentation of the chunking theory of learning
keywords problem solving, learning, psychology, knowledge acquisition, practice, expert, representation
series CADline
references Cumincad : CUMINCAD References : TOC for Robots

CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

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83fd, 9e42, 744d, 4707, 1b68, ba81, sigradi2016_655g, 593d, ce02, af31, ijac201412304r9, 0743, 0747, d2df, 2946, caadria2016_693d30, ecaade2015_329n71, 6af3, 28ed, e563, b8f7, eded, de27, 1e32, 6eea, 7202, 74a6, facc, 2c1f, 85c2, 75ee, 2f68, dd56, sigradi2015_8.41c11, 1aef, f22f, ff86, aa33, c639, 142c, 6caa, 6e2a, ecaade2014_049y11, a19e, 6b8d, 353b, fd8c, d902, 6ea2, 995f, 1686, 4144, 66c8, sigradi2016_777ff, 5eaf, 5323, sigradi2013_183c, acadia14projects_101ao, ascaad2016_039p15, 1e4d, dcf2, 1bdd, cac0, 91b0, 4796, 6d0a, 893b, sigradi2016_484xx, e95f, 32a5, 45ee, 0d76, 5292, ijac201614105s4, 33c5, f800, 5010, 9235, 8bd9, a748, 2365, 051d, d823, d6a4, 55a3, 7013, af4b, 44e8, caadria2016_673b29, sigradi2016_771u, 0533, cfa7, 5ec9, 4069, f2e1, acadia15_407o17, ijac201412205v3, f73e, 2204, f2bc, e643, 08f5, bcdc, 5045, 3137, d886, caadria2016_559x23, 5d7f, 5cd1, 53a4, ecaade2014_224b57, ecfa, e8ff, ascaad2014_007a4, 6740, c72d, 5692, ijac201614403t2, c860, 4824, ecaade2014_157l38, sigradi2013_194d, 2756, caadria2016_517f22, acadia14_317r, 48a2, 9c2b, d5d3, b90c, 545b, d4c4, ijac201614204o9, 47b3, 0358, 2698, 1e2e, ec48, 8a78, da3c, a8c1, 86f4, 6981, 8304, a05e, 35ad, acadia14_177p, 2162, 01ae, ee54, 383d, f6f7, b6b2, 8311, bdb9, a2a0, 37ce, c7ed, ascaad2014_029b8, 37bb, 883e, sigradi2014_292s4, 9d22, 3624, ecaade2015_231t52, bf2e, acadia14projects_111f, 98ed, 8514, d813, 7baa, dac1, f459, 58b6, ijac201513206v9, 5daa, acadia14_619as, 4d56, 5970, ecaade2015_324t70, a671, ecaade2013r_020n10, sigradi2014_015d1, f6fd, 2375, d93b, sigradi2015_sp_8.78k30, da2f, 4f42, acadia16_140i10, 0cfb, 3bb5, acadia14projects_375l, e691, ffeb, d30d, 6f48, sigradi2013_222l, 007e, ecaade2015_287h63, ed13, 76d6, sigradi2014_132u1, 2e05, e9e8, 7c47, 409b, 5f51, 1c58, 0a83, acadia15_395b17, 407b, 552b, b96e, 1279, 6ba9, 251e, 6756, 60d9, a0b2, 9cd8, 514d, 090f, f868, 0304, 3d78, ecaade2015_116i23, ecaade2015_84x16, 2fdf, 7eb7, 7e5c, af33, ef78, 29ee, 9640, e3e4, 71da, 93c0, 7bd6, ecaade2015_170k35, 8fee, 58f8, bc5a, 8b7a, caadria2016_177d8, 3bcb, b4ff, 8770, 2af0, ed9c, caadria2017_047i15, 257f, 618c, 1c36, 1038, ecaade2015_138t28, 00a7, 0eb4, 749f, e084, 2ee0, 9cae, acadia15_149u5, b855, ca00, ff89, 3020, sigradi2016_382cc, 08dd, b4e5, 3da1, sigradi2016_625ll, 8959, 268f, ecaade2016_216g55, 5271, 2f5c, 6054, e126, 420b, e3ad, acadia14_125y, caadria2016_405g17, 389b, b6d4, fa2b, 2471, b77c, 3b93, 7b21, 3dbe, 3420, 47eb, 75b0, 5191, 1bb9, 698d, 175b, ecaade2015_173g37, b98c, 1a00, 07e9, caadria2017_057v19, ecaade2014_151d36, f81b, ad47, 4d00, ecaade2014_089w21, b896, 40f9, 62c6, dd7b, 643c, 8045, sigradi2014_266g2, 7c73, 6e28, c3a2, 5250, cc5c, 13aa, ddf0, 9bd2, d790, 39cb, caadria2015_032z4, dd15, fe2f, 0082, 381f, 5211, f16c, 357a, cb5d, e225, 1d7e, ascaad2016_022i9, 4b48, e1d4, caadria2017_174m42, 26ab, acadia14projects_145v, e8a8, 31bc, c359, 38d7, sigradi2015_9.347l17, sigradi2014_213o7, acadia14projects_177n, ecaade2015_138i29, ad84, df37, c21c, 617e, 0376, 1f1b, 56ea, 5139, 5e07, dcb7, a5c3, d2b3, 78be, e702, 7adc, sigradi2016_611n, 14b0, 0d54, 2c2d, 315c, ecaade2016_144j40, 0efc, c447, 38cb, bbb4, caadria2016_395z16, 65fc, 748d, 46fd, acadia14_579ay, 25b9, 3787, 0680, 74c8, ee38, ecaade2014_208y53, 2c74, 5dda, 7fa1, sigradi2015_9.152o16, 6db5, ab79, 1e02, 4513, 4ec5, e6d2, 6d19, 826a, f1f3, 198c, 27e5, e153, 2623, 2956, 854f, 6bf0, sigradi2013_194, b9e8, 81f3, caadria2017_030v10, 5c4c, 56aa, 2c9a, sigradi2015_11.34b24, bf1c, f70e, 4dc1, caadria2016_033v2, ijac201614102n1, 4725, 1458, 365b, 3aa1, 85b5, ecaade2014_072f18, e92d, 63a7, cffd, 0c9e, sigradi2016_595mm, 697f, b352, d544, bc1b, 0bea, 8183, 2bd4, 7a29, caadria2016_281j12, c06e, b127, f46d, d486, 593c, d8d6, e4f0, 6874, ijac201513303u10, 98e2, e02e, c7b6, 2382, d533, 613e, caadria2017_122z31, a74e, 1d81, aef1, acadia14_267k, caadria2017_057a20, e684, e3a4, cd2d, 792c, fecf, fd86, c631, caadria2015_105h16, f08d, cd47, d030, fe5c, 3626, ecaade2014_187g48, d152, 950a, b29f, ascaad2016_038m14, 2d7f, 4b77, ecaade2016_154s42, caadria2015_081d12, 3d20, d683, f579, acadia14projects_291as, caadria2017_015f5, 4317, bc29, 5177, sigradi2015_11.196k26, fca3, acadia14projects_63ak, 49da, e415, 2965, acadia15_469o20, a9b5, sigradi2016_595ii, 4983, f9bd, bd33, 9a43, 539c, e9f9, sigradi2013_54o, 5913, 7a72, 9d9a, 31e3, 20d4, ce8d, 28d2, c7d4, 3223, 2e43, 72a8, 74ea, d571, 6b30, 5135, fe71, e1c2, 9bfc, ecaade2014_016d4, 5ee7, a423, 3a6c, a497, 63e5, 76ae, 2389, edce, 886a, 52e5, b282, 05ea, 216e, acfa, 9429, 4039, 3b48, a559, a9df, 84c3, cfb4, 168e, ecaade2015_81p15, caadria2015_109e17, c64d, 336e, 9232, b1b6, 807c, 5850, 383c, e9a5, 5c85, 5f82, 3b2e, caadria2015_156h24, 2f9e, 1578, 9d06, 51a9, fbc7, 6ffb, 16f9, 4811, acadia14_145y, a376, 5ef4, sigradi2015_10.220c20, f8c0, c370, 0163, ebfe, 6428, d07a, d1c5, 822e, 3912, ecaade2014_140o31, 9ce8, d97c, dc6f, 7058, ecaade2015_202m44, ecaade2016_158l43, ecaade2016_040t10, 3257, ascaad2016_003a2, 8b3b, 0391, ecaade2015_324v70, d3b0, 91c2, 1448, sigradi2015_8.264o14, 1a7f, 84c6, 294a, acadia14_671r, 3590, f7d6, 5dad, ceaf, 0cfa, f35c, ecaade2015_53n8, a52b, fcd7, 0dd3, 3588, 1b66, 4c27, a6e0, 619f, 2e46, 053f, f7c1, 2e40, ijac201513206u8, caadria2017_017i7, 2bbc, 4f38, 7a2c, 58a2, c8ab, f61b, ecaade2016_170y48, 1afb, 9c1c, caadria2016_135y5, a5b8, dbc8, 65b2, 1146, acadia14projects_145aj, a24c, c25b, bd22, 6a76, 97f2, 3f81, c980, 9db1, 1b26, d827, c6da, aac7, 202e, 2476, 3e02, 5179, 4ade, 82c8, sigradi2014_015c1, sigradi2014_157d4, 27d4, b27d, 142e, ijac201513105h4, 24af, a842, 8a87, 3039, 684c, ecaade2016_139d39, bf13, 888c, 358c, 25e3, 7f1c, ecaade2014_168a41, b4b0, b1fe, 5f60, acadia14projects_339aj, 49f2, e133, sigradi2016_647oo, acadia15_451r19, 65b8, efe0, 1192, 1139, 82bc, cbe0, caadria2016_693c30, d20c, ecaade2014_010r1, 7f4d, a948, 496a, fdcd, 4c68, 668e, ad2c, ecaade2015_229f51, cdee, a954, acadia14_549u, 1bd2, 3379, 69e9, bdbf, 343f, d671, af12, 5096, 67ea, 357e, d223, 8dae, d3d3, cd09, 73d8, 9c4e, da7d, b345, f7a8, bb6e, bfbb, 6081, 7afd, f23e, ff42, 7b81, 98fb, 7b44, e03c, a793, 695e, e18c, 550f, f694, sigradi2013_390f, ijac201412205s4, 8adf, 1406, 542e, f42f, 7d5a, fc4c, ecaade2016_bkoi65, ijac201412403a7, sigradi2013_330b, ijac201614208k13, 0fb8, afd9, b90e, 38da, d443, fb2b, fc6e, d2d1, a9c4, 3a56, 76de, b1f5, a4b1, d526, 0697, 55b1, 61de, 6fc7, c868, 9e2e, 44ee, fc70, 0e03, acadia14_375aw, acadia14_463p, 16fd, 1cf5, acadia14_339at, 48f3, e3c5, bad9, ebb9, b575, ff2e, a82a, 6017, 8171, aed8, 483e, ijac201614105u5, 3289, 239f, caadria2016_177b8, 23cd, 92fb, a604, 85b9, ascaad2016_034h13, dcd1, ecaade2014_123h28, ijac201513104x3, 1cf0, 1381, ccf2, acadia14_63ae, 4ea9, 8c1a, ascaad2014_004i2, 238f, 8982, 2be6, 7397, sigradi2015_sp_4.388y29, b1f6, 30fa, 90f9, da83, 0241, 6be6, a163, adc1, caadria2017_125a34, caadria2017_003v1, sigradi2014_021p1, 0ef1, 30da, 4999, 00e2, d471, 49ed, 6047, 6769, fabe, 3a48, f672, ecaade2016_087t24, acadia16_402t24, 6bbb, 368c, fa8d, 0206, 9c06, afef, c894, 3c7e, 6407, bb86, ad2f, cc4d, f637, a060, c544, ascaad2014_024c6, 2b95, 8a3d, 3d65, acadia15_343s14, b80a, 827f, ecaade2015_13p1, ab4a, 65e3, 6b6f, 63eb, 7678, 3ba8, 9363, sigradi2014_144t2, 5d21, 542b, 1d50, caadria2017_104b28, 2fea, c193, f84d, dda0, 6a01, 393e, f5b2, ecaade2016_162g44, c5c8, 3e6c, cd7d, ascaad2016_005f3, a5aa, ecaade2014_108j24, ijac201412204s2, ijac201614402u1, 1a6b, 04c0, acadia14projects_317y, c28c, a346, 6fde, a5bd, caadria2017_031l11, caadria2017_067g21, 7086, ecaade2013r_003u2, acadia14_627ar, sigradi2013_194c, 2751, f7e4, 316a, ijac201412405x8, 05d2, 3ec7, b1ae, f161, 7115, daa7, 594b, ac65, 6346, f2bf, 8ccf, 9206, f7fe, caadria2016_829d35, 482a, d005, 71c3, sigradi2016_601uu, b285, caadria2016_095s4, ijac201614208f14, 4577, e514, ijac201614201x6, 0f1e, 3922, ab84, 97dc, b97f, 1370, sigradi2016_636n, 6173, d258, 1ac6, ecaade2015_180e39, 200e, f131, 7ad1, b6d7, sigradi2016_369a, b5b4, a390, ecaade2014_140x31, caadria2016_755r32, ecbd, 8783, sigradi2014_345a9, 23cc, f8ee, af7d, 459d, d8df, 7241, 8fe4, f263, b117, bedb, f00a, fb5e, 0d46, 71eb, b7f4, 502c, 9895, 20bd, ecaade2014_217h55, bd14, 5055, 622a, ded4, a63f, 243a, fc29, ecaade2013r_018h9, a1b0, 130e, caadria2017_009o4, 9c18, e10a, ijac201614201x5, d2c9, e13c, 175a, caadria2016_861y36, 7364, 5de7, f48c, 17b4, acadia14_691av, 02a0, 90f4, f33b, 116a, 5364, afa4, 01f9, ecaade2015_109w20, 434d, 4386, 30b8, 96ae, b6fc, 381a, 50be, 556b, 617d, 3df1, 38f7, 04db, 5069, ddb9, ac5a, cbca, 0086, 42db, sigradi2016_507rr, 990a, 9d9d, acadia16_344l20, b376, 7519, bbd3, 4462, e361, 895f, 3a51, 2e34, a65d, b3ba, ddec, ee06, 3f17, 6702, 51c7, eb10, b718, c9a6, 7b73, 53db, e685, ec0a, f06f, ecaade2016_238p63, 2bdd, 5e0e, 45e8, 5f17, b5e0, 3524, ada7, 1c43, 0aac, 0e7c, caadria2017_035x11, ascaad2016_056h22, ecaade2014_208b54, cc2d, 9f32, 706b, acadia14_125r, 991c, 22a9, caadria2015_012h2, 38b7, 68b1, 95d3, 38e8, caadria2015_086k13, ecaade2016_193m51, 5a31, ecaade2016_118s31, 1069, 77dd, b631, 3100, 6e34, ab24, sigradi2013_386h, d672, 68b7, 7715, caadria2015_117v18, 238c, ijac201614403f2, b1e6, ecaade2016_073w20, bd25, a5da, bf6f, ijac201412303e8, ecaade2016_036s9, c995, 2841, 72d6, acadia14projects_719p, 3e7d, 6914, a1e8, 71e6, dcba, acadia14projects_473aj, acadia16_260r16, 20c2, acadia16_72w4, 0f58, ecaade2015_82z15, a0b6, sigradi2014_213z7, 6bd0, bd6c, sigradi2013_407c, 3c17, sigradi2013_208m, 964b, c93b, ascaad2016_048f20, 1633, 3096, 4bbb, 241b, 773b, 1dec, f91a, 4e2c, 6b59, sigradi2016_455e, e6e8, fa4e, 7041, 9ff0, 2677, ecaade2015_329o71, 1c68, cfcf, 8e98, ecaade2016_023j6, 9243, 3c32, caadria2017_145z37, 7315, 49f7, caadria2015_087v13, 5963, 355f, 76bf, 7ef8, ijac201614208k14, a432, ed73, 855c, 77f8, 9ea3, ecaade2014_011w1, 4939, 2c3a, 67ef, ecaade2016_118u31, 885e, c0f9, ecaade2014_130a29, 0cf7, 1e60, 0f6c, edd9, f932, 8733, aa71, caadria2017_015s5, sigradi2013_74, 0590, d8a4, 2562, acadia16_318h19, 0a09, 6123, ecaade2015_114d22, 762e, caadria2017_058h20, 242c, ca67, c812, 2971, 3788, cccc, d0b3, 3016, 9e0d, c44b, b57e, 7a1a, 5f99, 193a, ecaade2014_153x36, 409e, 3c43, a19b, 8ef4, ecaade2015_201x43, f6a8, 812b, 9ade, d391, 3ab3, 7fa4, ecaade2016_036t9, 9a1d, 09d6, 78a3, 4d04, 7f9f, 49a3, acadia14_237at, 133a, c92e, 69ad, 4cd4, 3ce7, d57d, ec3b, b9ca, sigradi2016_357j, 162d, 1807, ascaad2014_036h2, 1cfa, 17bf, d937, db4b, bcfb, 163b, 17dc, af6e, 2aec, ecaade2014_149k34, ascaad2016_054w21, e167, 7fbc, ae21, 5082, 93c9, c142, e977, ecaade2015_82y15, 9605, sigradi2013_387f, e891, acadia14_63c, 0063, 9463, acadia15_371a16, ascaad2016_045s18, 2809, d660, 7b0e, a241, e7a8, a07d, 6b8f, 0fdd, e578, 949c, 67a4, c20e, 331b, ecaade2016_154d42, ijac201412301x5, 1c02, 913e, ascaad2014_034j1, b09e, caadria2015_122g19, 2db3, f517, 3240, 3d6d, ecaade2016_234z62, acadia14_125s, 15a9, aa68, 1124, fcf3, 5a15, dc67, 29c7, c205, 02f6, 73ff, 1efa, ed6a, 9d38, a902, d0d9, 142a, 7403, fae7, sigradi2015_sp_8.284m30, 1c4f, c78e, 7fa0, 4166, d43c, 80ae, 10ab, d4e1, 9b0a, 463b, 1b49, 5630, 5232, 1263, bd4a, 4706, 3a89, baa9, f1d6, 5ed7, acadia14_111f, 23be, 74bd, caadria2017_125w33, 5d85, dd73, 9039, caadria2015_213n33, f26f, 8a59, 3686, d3cf, daec, 08cb, 6824, 2401, fb72, ecaade2016_021u5, 2aaf, ecaade2014_057l14, ce45, 0856, ecaade2014_182w45, ecaade2015_115t22, sigradi2014_108b9, 6366, 4cf1, caadria2015_226l34, ab93, d74f, acb9, 6432, d80e, 2900, ecaade2013r_003x2, 48df, caadria2016_851f36, ascaad2016_042u16, b13a, 2f5d, 7428, acadia14projects_479m, 1010, b612, 14ba, 4443, 1e0a, fb9d, ecaade2014_233x59, 003d, 4c0b, f8c6, ecaade2014_176k44, caadria2016_881c38, bf6b, ascaad2014_003u1, 6dbc, 5fe4, 52b8, ijac201412304l1, ac03, a773, 78d8, caadria2017_042r13, acadia14_63ag, ijac201412203l2, 3b38, caadria2015_114a18, f74b, 193e, 9731, sigradi2013_386u, c770, 1f4d, f2bd, ijac201513305o12, a8f5, f0f4, 3975, 5bab, sigradi2015_3.345s5, 11aa, d212, 5247, 904a, ascaad2014_022r4, c9b7, acadia15_110s3, 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caadria2017_035y11, 1ff0, 7743, 81bb, d42a, bf46, e631, ecaade2013r_009a6, 4d47, 27a4, ecaade2015_194o40, c4ff, 34d1, 05ee, ijac201614207b12, ijac201614208a14, a27d, ccbb, 12fe, fa14, d49f, 0b6a, 58d4, ecaade2014_089r21, 911c, 2bd0, caed, 94f8, 26df, 17ab, c171, fc59, ab13, 305a, 81eb, 8dbd, acadia14projects_33ao, caadria2017_165m41, 9b51, 6c55, 1413, ecaade2014_224v57, b6ec, b075, 1dab, acadia16_298l18, a79c, b1c0, ijac201614104v3, 36f5, bec7, e1d5, sigradi2016_448p, d4c2, ecaade2014_204y52, fbee, 1349, d7d9, ec89, ecaade2014_023m6, bb02, cd4f, 4dfd, sigradi2013_405v, 7451, f8be, sigradi2016_737dd, 1823, 86b8, b25b, d685, 131a, d1d6, ecfd, fea5, 0cb2, f6a7, e109, 246d, sigradi2014_037w2, 2de7, 99de, ecaade2016_046u12, caadria2017_031h11, ecaade2016_087s24, a3c1, 5b5d, aeb9, b18c, 229f, ecaade2016_222y57, 7bd0, ee0a, b53a, acadia14projects_507ad, 5c29, sigradi2014_316u6, 69ac, b7da, ascaad2016_048e20, e127, 9b05, af18, 81f4, caadria2017_124o33, 8936, d5ab, 22b9, 7268, 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