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 Minsky, M. and Papert, S.
year 1969
title Perceptrons
source MIT Press, Cambridge, MA
summary Perceptrons - the first systematic study of parallelism in computation - has remained a classical work on threshold automata networks for nearly two decades. It marked a historical turn in artificial intelligence, and it is required reading for anyone who wants to understand the connectionist counterrevolution that is going on today. Artificial-intelligence research, which for a time concentrated on the programming of ton Neumann computers, is swinging back to the idea that intelligence might emerge from the activity of networks of neuronlike entities. Minsky and Papert's book was the first example of a mathematical analysis carried far enough to show the exact limitations of a class of computing machines that could seriously be considered as models of the brain. Now the new developments in mathematical tools, the recent interest of physicists in the theory of disordered matter, the new insights into and psychological models of how the brain works, and the evolution of fast computers that can simulate networks of automata have given Perceptrons new importance. Witnessing the swing of the intellectual pendulum, Minsky and Papert have added a new chapter in which they discuss the current state of parallel computers, review developments since the appearance of the 1972 edition, and identify new research directions related to connectionism. They note a central theoretical challenge facing connectionism: the challenge to reach a deeper understanding of how "objects" or "agents" with individuality can emerge in a network. Progress in this area would link connectionism with what the authors have called "society theories of mind."
series other
email minsky@media.mit.edu
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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d764, 5d5e, a274, 86fe, cd7a, cd9a, e346, 050a, sigradi2013_386l, 2429, ecaade2014_173x42, 9a92, a331, adcf, fd7b, ea36, f2ec, 54a8, acadia14_267n, 9961, 8ec7, 9546, e0b6, c567, fc24, b8af, f470, e47b, 16fe, da85, b975, 4154, bfb6, 460b, acadia14_237av, e01f, e3ec, 19ec, 0fe1, 4798, 7833, ecaade2016_129g36, e66e, 3b8a, ecaade2014_024p7, acadia14projects_473ah, ecaade2015_113s21, 5c2d, 70ec, 22fe, 05e5, acadia14projects_219b, de6d, b93d, 18ce, 6f07, 8897, bce1, 68ba, caadria2015_048u5, fc40, 699d, ijac201614201x5, acadia14projects_691av, 1b04, bb61, ecaade2015_193w39, 54a5, 1221, c33e, 5572, 2e83, 1fa8, abf9, de32, 43ea, 36c4, caadria2016_611l26, acadia15_263z10, 13a8, 4614, 87cd, acadia14projects_699e, acadia14_43an, 0492, d319, 219d, 2807, ecaade2014_089o21, c2c2, e38a, 3390, ecaade2016_239w63, be27, b39e, 7a63, d59e, cbe9, a154, d1d5, 5f6d, 1e10, c8c1, c8b9, ecaade2016_222e57, a1be, 24e7, 8ad3, 293b, 9b96, ae30, db64, 62e6, 004b, caadria2017_105l28, b85b, b149, 4a4d, 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4b42, 7172, 0883, 4855, 682f, a83b, 5b43, acadia15_297d12, d9e5, 38d6, 7338, f78e, ascaad2014_035u1, 3686, 9a4b, f8ad, 4f1c, 9529, 16f0, 0b2e, 10f9, 3df1, 0d63, 41d4, aac5, 41ea, bf74, ecaade2016_198k52, 4d53, de4c, 0ec9, 4700, sigradi2013_401n, 220e, 14b7, 50ff, 3061, aa2e, 08e7, 81e0, eebd, 3b80, e97d, e23c, ea1f, ecaade2016_021g6, 13aa, ascaad2014_026t6, dbc6, 46c2, ijac201412406o9, 4c61, 4cb0, 15a3, d3ef, fa6a, 177c, 9007, ed21, acadia14_453f, 5829, 8611, 068f, bc9b, 6466, 8dc1, 7a09, 38f7, 6ad6, 1a37, 5e15, e541, bff2, 5374, fac0, ec75, 374b, ecaade2015_59u11, a58a, ecaade2016_161z43, acadia14projects_135k, b6fa, 334d, 9baa, d6cc, 28e2, 4cbc, sigradi2014_074i6, 6d42, ijac201614102w2, 7443, 1d32, b578, 9e6d, f2de, caadria2017_080i24, dcfd, ecaade2016_018i5, 214f, 2e16, 9820, 3492, 9f2b, ec07, 7a86, sigradi2016_512d, ecaade2015_38r7, 83e1, sigradi2016_515m, d789, 8bf3, 7331, 7128, df8a, 0b2d, 8857, 28e6, b7a9, ebe1, cc4e, ecaade2015_309v67, c9e1, d1e0, 5b52, d178, 608e, abc4, 592d, 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sigradi2015_12.19y26, e7d7, e27b, bd7a, caadria2017_008d4, d985, b1b3, caadria2017_124k33, acadia14_539aw, ecaade2015_61a12, 2438, sigradi2015_3.201p3, 912f, ecaade2014_133y29, acbc, b387, 3484, f447, acadia14projects_719p, f9d8, c0a0, efe1, f852, ecaade2016_154c42, c194, cb89, 67e4, 1e2f, 9ea1, 804d, acadia16_106n8, sigradi2014_084x7, b452, ascaad2014_031i9, 6d1c, acadia14projects_63ax, 3f34, 97f6, 9471, 87c1, 796b, b8fd, f731, 75f1, 976d, 5f82, bc24, be9e, acadia15_149t5, c7ed, ijac201412404t7, 9647, 0c62, d72f, c54f, c8d1, e932, ed3a, acadia14_463j, caadria2016_839o35, 7467, 67e2, 5b9e, 41ac, f667, 115a, 9a5d, 4722, acadia15_371k16, 5ea5, ecaade2015_251o57, f8c8, 95a6, c64a, c4f2, 0662, e038, b4c7, ecaade2016_182p49, d9b2, 8bf5, ascaad2016_025m10, caef, c465, e7f3, dbc5, b240, 263d, 13e1, ascaad2016_016u6, a79e, 9a76, 6bd6, caadria2016_683v29, e167, sigradi2016_625yy, aedc, 16fb, 47e6, e134, ecaade2014_204z52, 1e11, f9da, ijac201614103e3, 1f14, f36d, acadia14_75d, b3cf, 14ab, 76fc, 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ecaade2014_084n19, ec8f, ijac201614403d2, 74dd, cd96, e0aa, 915e, 220a, ecaade2014_149e34, bbd7, 568b, ed52, 33d4, 7484, f2f7, caadria2015_117z18, 71a5, ecaade2016_068n17, caadria2016_745c32, a097, 9e6f, a45c, 27e8, 2532, 86ef, 5c90, 11a1, 6a5d, 09cf, 5e11, 449d, b4f0, ascaad2016_031l12, caadria2015_172x25, f798, sigradi2014_345i9, 453c, ijac201614203e9, ecaade2015_55m10, b32a, b556, sigradi2014_330r7, 4fc0, d992, f1b0, 456e, 6337, cfd4, 9cee, 6185, 7364, 2a1d, 7973, 5846, 4012, da92, 96de, sigradi2014_201h7, 2729, 9588, e6c8, 5979, sigradi2014_265m1, 352e, 75c6, a54e, acadia15_469k20, fa8c, 4ec1, c495, caadria2016_735z31, 01cb, ecaade2013r_013x7, ijac201412304u1, 3b9f, f5ab, bd32, f94d, 5b64, 6a8b, ecaade2014_224i57, e5cd, ff61, ascaad2014_033z9, ecaade2016_190v50, f19c, acadia14projects_375k, 493e, acadia14_719m, 5a66, ascaad2016_022o8, ijac201412201o1, a396, ijac201513103u2, sigradi2014_172y4, 82ea, 1c0d, 0006, ea04, a40e, ijac201412204v2, eea6, b605, 2806, aef5, acadia14projects_647at, ca7c, ecaade2014_096v22, 3ff8, sigradi2016_431q, ascaad2016_045j18, caadria2015_246w35, 62fa, 2e3b, f68b, afb5, ed16, 9b90, caadria2017_002n1, 3f22, 1f63, 16b8, 0a6c, sigradi2013_194z, 367a, 1310, a25e, acadia16_344d21, sigradi2014_281e3, acadia15_137k5, 00c9, 1b79, 4de6, 01c8, a76e, 1efa, ecaade2015_211c47, 28d9, dfe3, 7aa2, 9da9, ecaade2016_087u24, ijac201614102w1, ecaade2016_007b2, 58f9, 4981, ff57, ecaade2014_188i48, 9ef2, 00fd, 9e34, 1920, 9528, 19db, de0e, ecaade2014_086o20, 1715, abb7, 8906, 86c8, f904, ijac201513104e3, caadria2016_683f29, f9a3, a215, 84ef, acadia15_343d15, af09, ecaade2016_099k27, 3796, e715, a86e, 6e55, sigradi2014_169r4, eca4, sigradi2013_285d, f3eb, 8d79, 3eab, f061, e17c, d1f6, ecaade2013r_001r1, acadia16_130l9, 10f5, b1ae, b8a2, 77bb, d103, 87e2, 23b8, e4ad, c5ca, ecaade2014_015n3, ecaade2014_104u23, 2974, b53d, sigradi2014_305m5, acadia14_435ae, c440, 681b, ijac201412407y9, c55a, 8df4, caadria2015_164g25, 73c3, 4669, 8874, e1fe, 82c9, 702b, 29c5, f858, 9cfa, 5deb, aa4d, ecff, cd93, a414, 5d85, ijac201614302f1, 707c, ca05, 58c7, caadria2016_745b32, a53f, acadia14projects_281r, 0986, c6e3, 3faa, 8550, b71d, acadia14_365ag, f4ef, ec06, 853a, 9031, 2045, 5e73, ce3b, 68e1, 4f91, fd4e, 4a2c, f163, e080, acadia16_402s24, 5457, 47b2, 484e, d408, 5a93, e275, 8f5d, 2bf6, 1fb2, e019, ba09, fcbb, acadia16_140b11, d0f1, 9ffd, 5445, sigradi2016_484uu, 1a6c, 5821, sigradi2014_032j2, 26ba, d278, 6bdc, 00d6, ccc2, 9367, 6114, acadia15_469r20, 3c8b, c037, 9179, caadria2016_487j20, ascaad2016_008g4, sigradi2015_8.81b12, caadria2015_032w4, d911, 5f89, 96e2, e133, 9957, 9c95, b539, ceca, d4e2, f646, 0ca9, 4086, ffe7, 7d19, 99c7, bc4c, ea03, dc4e, c16e, 175a, b493, f986, sigradi2013_28j, ecaade2015_64l13, 99ae, 7c4f, 8b4e, 875d, 95c7, aaa8, d955, e4e6, 8e7b, aa30, 2175, acadia15_497p22, ba48, sigradi2015_8.328r15, b2cd, 959e, acadia14_219av, 9df5, 1ffd, 439d, 288f, 9084, 00e0, e0d4, 2c9d, ascaad2014_008s4, 599c, a216, 4917, b667, ecaade2016_068d18, 3216, caadria2015_130k21, 40d1, 82e3, 6e89, 83b1, acadia14projects_291h, 9373, 427a, sigradi2016_512qq, 21cf, 2c3d, 6adf, 2b2d, 76f9, 1847, 6efd, 6b1f, b7bb, 55fa, cc90, 390b, e141, 7466, 7903, 05ec, 19bc, e556, 377e, a72c, a2ff, a055, ecaade2014_168s41, ecaade2016_068e18, 587c, caadria2016_281d12, 1609, ecaade2015_27s5, 3af2, 5ab5, 5167, 01e4, 695e, acadia16_130u9, 553e, ecaade2016_215v54, ijac201513302k10, 1171, 4dce, 9806, 5bca, 1e5e, 460c, da70, cffe, 46e5, 71f7, ecaade2015_217z47, 5709, 0abd, 6015, 6d3d, caadria2016_435l18, 4f57, eba4, 1889, 01e3, bd8c, 80aa, 05e8, 7acc, 6b90, a798, 9bb1, 3d2a, 66e5, 6406, b690, 9b09, f0c7, 61e7, be91, 1f83, 3d1c, 5ebe, f221, de94, eca7, 12f4, 07d5, e0b9, caadria2015_145t23, e89b, ijac201614103j3, 2e14, caadria2015_213k33, f74c, 342d, 225d, 8d96, 223b, cf32, 59e7, b936, aaa5, d7b8, d46c, 0740, 82fb, d491, f866, 5023, c910, 11af, 859a, 239c, 6f32, 10b9, 6658, caadria2017_030a11, 33fb, c1ae, 8861, 59c0, f3e9, 2186, 7dfa, acadia14_479s, ijac201614309p6, cdf2, ecaade2015_119d24, c1e9, acadia16_362m22, caadria2017_009m4, b247, f8a3, e2f1, 58c8, ecaade2014_038u9, ccf5, 19cd, 0992, 8cc4, 9257, 9116, 742b, 2ea0, b693, 7aca, e2cf, 71d6, a6ee, e01a, 0f1c, 0230, 49c3, acadia14_609ap, ecaade2013r_020o10, 1aa3, 6124, 2ee0, 8758, db8b, sigradi2016_781d, ascaad2016_059j23, 0447, 53c0, e0db, db90, fb92, f851, caadria2016_651i28, f797, 16ea, 171a, df71, 531f, ecaade2014_127n28, 33d8, 16f6, cf0d, ecaade2015_294h64, 4725, 2a5f, bb5a, 1526, caadria2017_190o45, ascaad2014_014g8, a685, 4ae2, c66e, ba03, 6996, aa53, 6548, b105, caadria2017_003d2, 1bb8, bd89, sigradi2013_52, 41a5, 8c6d, caadria2016_819j34, 53f8, 0ed9, edc4, 6a6d, e3e8, caadria2016_777w32, 1e66, ecaade2016_071l19, 948f, 9bba, 393c, 8610, f67c, cc53, ascaad2016_054m21, ascaad2016_001e1, acadia14projects_619al, ecaade2016_230j62, ecaade2015_64e13, b66d, 0d78, f3fc, ecaade2014_052t12, 0d38, ascaad2016_057u22, 0aed, 9615, cd58, fb7a, 2619, 0e0f, 9b40, b0ff, 1625, d1cc, 9c2c, 176d, 622f, ecaade2016_136t38, 699c, ascaad2014_033y9, 1cd9, f806, ae6a, 4c9f, 2b6b, b460, 49be, 19cb, e03f, bb2d, 8d53, 7f87, caadria2016_819y34, sigradi2013_41, a699, sigradi2013_414c, d956, acadia16_224w14, 41aa, f21c, ecaade2014_096x22, 1970, 3443, caadria2017_122s31, 0e21, 8ebb, d1e3, acadia16_488v28, 835c, a2e5, 5ccb, 0ad0, acadia14_609al, 66cf, a7e6, eb70, bde5, ecaade2015_21m3, ecaade2015_35u6, 4635, ecaade2014_163g40, acadia16_140x10, acadia14projects_497p, 58ad, b96e, 2277, 3b20, dd58, db5b, 9bef, sigradi2016_642kk, ecaade2014_141g32, d368, ecaade2016_167d48, 8d15, 6dd7, 3081, dfa7, 14c2, 79da, 13d7, 2f20, 1bf3, 7b41, 8bd2, 8c88, cda9, ef78, caadria2016_353a16, bd31, a504, a4c2, b782, ecaade2016_071t19, acadia16_470c27, c827, ijac201614403f2, bd14, 53cb, 744c, 23f9, 3583, ijac201614308b5, sigradi2016_654tt, bae6, bf30, 46f5, aa40, acadia15_311h12, caadria2017_113x29, fe74, 7692, sigradi2014_137g2, e1e7, 3e36, 4fde, 76a7, e02c, c4f4, 2c1f, 35b9, 1c7c, 7143, caadria2017_017k7, 1661, a243, 84db, 6ad1, c3b7, 06cf, sigradi2015_9.347x17, 102a, 0ce9, 7bf0, ecaade2016_123v33, bba5, 1560, ecaade2015_202g44, e54e, a834, 3d13, caadria2016_229z10, ead7, 52a5, bf59, 3a64, c508, 0e22, 6527, 523e, db53, caadria2016_559b24, 678c, 225a, b49b, 59a4, bf39, 116a, 0096, 0c28, be6c, 04fe, 5885, 0568, 5602, 29c0, 6122, 8d6f, 0b82, b52b, 4896, sigradi2016_637z, acadia16_140z9, bda4, e624, 2e15, 415e, sigradi2015_13.181r28, 7d99, 6dc0, 3f5b, 70bb, 9050, 7c2a, 6aa0, caadria2015_124w19, 8463, ecaade2015_169f35, acadia14_229n, 1720, 0ade, 17af, ecaade2014_070r16, ecaade2016_102m28, bc31, 6976, 1808, 0024, 42e6, 8e0d, ae4c, caadria2015_208k31, 6a0c, 7efc, 91ab, 0da8, 5be6, 2b06, caadria2017_142s37, 02a2, sigradi2014_329b7, 7e9c, 5013, ecaade2016_089w24, fe45, 0d3d, b1d4, 8f0c, sigradi2013_390a, 01ff, 65b8, 4013, 077d, ascaad2014_005v2, d746, 258c, caadria2016_871s37, ecaade2015_221a49, 9299, 3dd9, ecaade2015_53x8, 5c68, 44d2, 05c9, aaa2, ecaade2016_123a34, 8267, d3a4, acadia14_601ai, 3d9d, ecaade2015_101f20, d051, 1ca1, ijac201513105e4, 8cf6, 4307, e6e6, e504, 44f7, 2bec, db8e, b8cb, ecaade2013r_002c2, 2d0b, 2023, 0e8a, ac75, 89c2, caadria2015_072p9, 6be1, ijac201513205i8, 3d5e, 5461, ijac201412301p6, ae39, 5d7f, 9245, ecaade2015_138o29, 6174, 6ce6, 97e8, acadia15_161k6, 2fd4, c7f4, caadria2017_123e32, 4be1, 648c, acadia14_291ar, 84b4, 32bc, 08ab, 6cae, caadria2017_190a46, 5212, 6969, 5502, d581, ijac201614403m2, 48a0, c400, 82c5, f0d5, 1d15, e225, 710d, 5764, sigradi2015_3.221x4, ecaade2014_182y45, sigradi2016_559u, c822, ecaade2015_25k5, caadria2016_497w20, 2725, 456a, 0d17, 5733, a828, 9532, a359, 8b96, acadia14_609ag, cfd3, 11d9, acd2, b2ec, c7b4, sigradi2016_781a, 085d, b655, 769d, acadia14_301a, 5fea, 0e4b, sigradi2016_686zz, 35b6, a6aa, a27a, 5d9a, e873, 50c4, ecaade2015_296o64, 54d2, 3382, caadria2016_881x37, 24b5, f366, 2351, ecaade2016_040y10, 0b33, 418b, a5ad, f8a5, c033, caadria2015_170n25, abac, 75de, ecaade2016_098f27, caadria2017_094v25, e8e4, c319, bda0, 9677, caadria2016_529l22, 46e6, 22d9, af20, e4c4, sigradi2014_048u4, 278c, 0976, 7f4e, 3a33, ecaade2015_251n57, 7cba, b237, acadia15_203m8, 8d5f, 5781, 6487, 8c32, f739, 94b3, f292, ecaade2016_127f35, 406e, 148d, ce3d, caadria2015_065w7, 62d3, ijac201614102l2, b096, 6645, da3f, c98f, acadia14projects_177ai, bfa8, 7662, 4189, 6537, acadia14projects_301c, 3c18, 7f0b, 2188, ecaade2016_062d15, 7311, 0c41, 36c3, bb39, f42a, caadria2015_203h29, 8d26, 389b, 6d54, 0079, sigradi2014_080k7, 177e, bd0b, f7b3, 4e3d, 6d15, a35d, 49f7, cc51, df62, 7ea1, d567, b32b, 9839, 13a0, 8d5a, b202, ijac201513206u9, 9dbe, 1ec4, a51f, b8a7, ecaade2016_222s57, ddf2, 6c70, caadria2017_051k17, 642b, caadria2015_064r7, caadria2016_219k10, 0081, 391e, caadria2016_507k21, a9ad, edf1, 67eb, acadia14_463m, dcfb, 9d43, c70a, c424, caadria2017_132v35, ecd6, ddfc, 8970, 94a2, ba57, dba6, sigradi2016_816ww, 7a0c, 1c32, 8811, 891a, ad4e, 3252, acadia14_153aw, acadia16_24s2, 13cb, 4ce2, 6d98, 2443, 7036, 0050, f248, 68af, 9113, 5029, 541b, bc15, 68c8, sigradi2013_386n, 994c, 7253, df96, d4eb, 8f56, eed2, 08a2, 8667, bf6a, 6688, 974f, ecaade2016_118v31, d1ce, 3df3, sigradi2014_263x9, 8928, 75fa, c405, ecaade2015_194a41, ff33, 2a29, 15ca, ecaade2016_018u4, 8c82, 206b, 4271, 8b01, 1d90, 1a33, 7490, 818f, bb82, f44d, sigradi2016_803w, 55cc, sigradi2016_441jj, 940b, 16b5, f902, caadria2015_194s28, 50bf, 7cb8, a596, 8215, c7ff, 32d7, 6f93, c659, 254b, 7341, ijac201513104j3, 91cc, cda5, 340b, 1ce7, 534a, 17b9, e2b8, 5216, 8d05, c362, 8595, 9885, 8ddb, 9659, 3532, c46e, 7d43, bbdc, da00, ad34, 5d4f, 7ded, d430, e760, 1514, ca5a, ecaade2015_21t3, ecaade2015_59g11, ecaade2013r_003b3, 94f1, a003, cbcf, 5fd5, 488d, sigradi2013_248a, bfe0, 1e55, 3fd4, b14d, ecaade2014_072m18, ecaade2016_021r5, b58a, 59f1, 167c, f488, sigradi2016_815nn, 64d8, 3897, f469, ec87, 7f91, ecaade2014_176c44, acadia14projects_691at, e7fb, 69fb, 82ff, caadria2015_213o32, acadia16_196c13, b888, 5dc2, 4e47, b37f, 169d, 9bd8, 9e68, ijac201614101h1, adc4, d345, 2802, 5d38, 60ac, e8a0, 74e8, da09, df60, 6d35, 77c3, 5fa7, 9b94, 404e, 6723, sigradi2015_12.297l28, 952a, 5fd9, 5f39, 427b, 5093, bb12, sigradi2014_049n5, 7784, ecaade2014_020n5, 1bbc, 40c7, 8c45, 72b9, abd2, 0c01, ecaade2015_170s35, ab1c, 4c04, ecaade2016_025f7, c2c9, ecaade2015_287l63, 8933, 2931, ecaade2016_077u22, 35f9, 7902, 0f72, ba07, 35e3, ee04, 0e51, fdc4, 72b2, 6108, b10a, 1057, 3b3c, def4, 6f25, b74f, e13c, aff5, bc40, cb6d, 0c6f, ee70, b4a9, 9cf9, f341, fa55, f06b, c1d4, 2b44, ijac201412303o8, ab3b, d4f7, 6851, 3030, acadia14projects_117ax, 12f0, f6c4, d324, c3fa, 603a, 05aa, 1117, 9e33, e5d8, 3b19, 78d0, a59f, e60b, 5e16, bb17, caadria2015_070v8, 6f31, 4dde, acadia16_298n18, db2b, 70f4, ijac201513302n10, b9a4, c9f0, 6778, caadria2016_683r29, eae9, 07c3, ecaade2015_237m54, 868b, ascaad2014_016e9, sigradi2016_773v, f9b9, acadia14_463l, 3b84, caadria2016_415y17, e1b5, 7f77, bab1, a6fe, 4a59, 38c3, b276, b33e, f3c0, 1deb, ecaade2016_193s51, 1377, 3e04, 370b, be83, 9bdc, 5495, 7cf4, d90f, acadia14projects_671v, 4ae8, 5fbe, 6085, sigradi2016_407z, 418f, ae28, 29d4, acadia14projects_339am, 9ee2, 6f58, 80e5, ijac201513102f2, fa14, 61d4, cce8, d54b, 083f, 0f27, acadia14projects_339ao, e670, 99f5, 24c1, 0779, 5e6a, a036, cc3c, acadia16_98f7, 8b5d, f602, acadia15_395x16, sigradi2015_4.52i6, 3e10, a67b, 40e5, 01ee, 39d8, c699, 8a5b, caadria2016_507p21, 0ed8, caadria2017_124m33, e21c, 13a2, 3fd0, fb73, ecaade2016_046y12, 9a31, sigradi2016_420rr, a808, 0296, 5ede, 80c8, d032, dbd5, 714b, 6cd0, caadria2017_030y10, c40c, 5add, 8219, b966, 60b5, 02f4, caadria2015_023x3, sigradi2014_049m5, c486, ca92, a1d2, ijac201513101p1, 7335, 0d87, 6a90, b964, ad32, 14bb, sigradi2016_490y, f0bb, acadia16_332v19, bc83, 671d, ee2e, ecaade2016_158j43, ba10, f614, 5f96, ecaade2015_293f64, f2c9, 6090, 37f6, 8110, 4c14, a889, 9985, caadria2016_167o7, ecaade2013r_002z1, f1cb, ijac201614306d4, e037, 90cf, ecaade2014_168g41, a189, 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4803, sigradi2013_401p, 6f3b, 3213, e80f, 9184, 22bf, 2e94, 69a8, c888, acadia14_101z, 8f28, 4b6d, 8eac, sigradi2016_400h, dc8b, 1e4d, 206c, ecaade2013r_011e7, ecaade2015_161n34, e9fc, caa7, fc1c, ac1c, 31b7, 2fd1, 3f84, 56e8, 79fb, cef3, d8f7, a735, caadria2016_033u2, 5ecc, sigradi2016_602b, ecaade2015_122r24, fdc3, d802, e4ee, 0f03, a815, dd7e, sigradi2013_429j, a138, 27e3, c804, acadia14_339ai, caadria2016_549i23, caadria2016_157y6, 8edf, acadia14projects_135ab, 48fb, c61a, 4bff, 8b65, 5faa, 1329, 1212, a2ea, f995, ecaade2016_129v35, f8f5, ecaade2016_023x6, 588e, acadia15_137d5, dbde, ea67, ecaade2016_095i26, 7c9e, c498, acadia16_412z24, 6a5c, 338f, 5a43, 5b0e, c459, 8c71, 2de3, ijac201513203k7, 47d8, acadia16_62n4, 0a0b, acadia16_244n15, c3f2, fbd4, ecaade2014_198l51, 1bb4, fd15, 5002, feb0, ea32, 4aa6, 2408, 11df, caadria2016_333w14, 641b, 22cd, ecaade2015_73a14, 31ab, 740e, c931, acadia16_214k14, b328, ec80, 5a52, ab60, a4da, f764, 797b, b616, bd9c, 604b, 34db, 227c, fa4b, b5e5, 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caadria2016_281l12, 8add, 51b9, edec, ecaade2015_53p8, acadia14projects_357an, eb9b, sigradi2015_11.166y25, 057c, b755, ecaade2016_017p4, d912, a508, d228, 49ba, 9eba, fc19, 0a47, 0751, b5aa, 497f, d687, 8f04, 8b04, 4f00, da22, 1216, 0609, 1638, 18e2, f7a5, d6d6, ecaade2014_084u19, e9c5, 8868, ecaade2016_113y30, 02ec, 670c, ba0c, ee79, 1642, ijac201412301y6, cf5f, e092, fe43, 3e9d, 8ae5, caadria2017_002k1, 4756, 8f96, 2780, a990, bb3a, ecaade2015_115y22, caadria2015_109b17, 6fe2, 6b85, 1c74, d09a, 9ed4, sigradi2014_032m2, 68a3, d3ab, 00e4, 3c2e, caadria2015_170u25, 917e, 08a3, ecaade2014_132h29, ab22, 322d, ecaade2014_020p5, 3981, 24fa, 81ba, a155, f252, ijac201614308m5, 5f61, caadria2016_477e20, e635, 1bcd, acadia15_263w10, 45fd, dca4, fa32, e4e0, 35dc, 76ef, a017, 8805, a3ba, e894, ecaade2015_217y47, 10a2, f698, d353, caadria2015_139z22, acadia16_224p14, c9ac, ecaade2015_53t9, ecaade2014_052l13, ecaade2014_201d52, 7f23, 5658, 54bd, 38bb, acadia14projects_247i, caadria2015_139s22, 247e, 6f8c, f2cb, 869d, b6ed, 3adf, 4174, f040, 0bd5, dbd1, caadria2017_005c3, c5a7, e7aa, 4f8a, e5d2, caadria2017_047g15, sigradi2013_183z, 2afa, 7a9d, 567e, 725a, sigradi2015_11.166a26, 7408, c991, 8949, 6886, 073a, ecaade2015_278l60, 39d4, 0f17, 06c2, 3c04, 3ad5, 93f3, 9deb, c42a, ecaade2013r_008l5, acadia14_317r, 2cd4, b5a2, 1ee7, b659, 6fa4, a863, 6a11, ecaade2016_158c43, acadia16_24p2, ecaade2013r_009i6, 5770, e390, bcd5, 3b4f, 8c06, b8aa, caadria2015_208u30, 79a8, 92fe, sigradi2013_313m, 8263, 7ed5, 5e54, 10b7, 3eaa, 993d, 40a5, 3ec2, eb62, 5624, ecaade2016_028l8, b9f1, 5498, b337, 1cad, 6953, e07a, 9ef8, e440, 99b8, fee0, 866b, d809, ecaade2015_285v62, 55d8, 20a9, 7ad4, 47b4, ijac201513102x1, bf40, cf61, db02, sigradi2013_226v, sigradi2015_6.387s9, 6d10, sigradi2013_386z, 885c, caadria2015_081v11, 9576, 1005, 3550, 2e23, acadia15_284s11, caadria2017_055n18, fa52, 45d6, 3fe8, 8d18, b497, acadia15_195b8, e0cf, ad7d, acadia14_247g, dfab, 0266, d6ba, ee5c, 0f80, 8f50, dd07, 7a85, f88e, 9c72, 0495, 188f, 77cf, 4cac, df70, 2cb3, c9cb, d2f2, 0ea0, 55f3, da0a, sigradi2015_9.152p16, 85d2, f48c, 9610, 7dfe, 442a, caadria2016_229o10, ascaad2016_041o16, 1c25, 0ebc, ijac201412402b5, 941c, 6edb, d81a, 7581, 32a6, 0791, c1ad, sigradi2013_189l, caadria2017_136o36, caf6, 899f, sigradi2014_252s9, 69ca, 95fd, ca9a, 31b4, ecaade2014_140o31, ecaade2016_164k46, 2a16, 21bb, bf06, f850, 9d01, caadria2017_189f45, acadia14projects_497ac, d2f4, acadia14_23v, e5d5, 5664, 57ca, 5990, 8ab8, ascaad2014_005g3, 4775, 8527, 8ab9, 1dc4, 5612, 772c, a672, 6999, acadia14_671s, ecaade2015_200m43, 73c7, 70eb, 9efe, 5484, 551a, fa41, d724, ecaade2016_223i58, 4f3c, 576d, sigradi2015_11.34d24, 992d, d8a2, aa07, 0c29, 2012, 8431, a459, 42d2, 884b, ae72, 6d97, edfa, 5a55, 3e1b, e070, 13ee, c136, e1b8, a413, 7a2e, 0001, 85dc, 5b7d, 1e5f, 924b, 39ac, 8735, a4e6, f9c4, 133f, acadia14_125ac, 1b71, a476, d32d, fadb, 15b7, 8f3b, 3a40, 18c8, 2276, sigradi2015_8.186w12, 5fa6, cab6, cea2, acadia16_260m16, 8901, 4789, caadria2017_005n3, c8b0, b897, 5ecb, e652, ecaade2016_120n33, 84e9, 5126, c244, 9ece, 2f91, 2dfa, cf7e, 71e7, df5c, fb09, 2fce, 5e8f, ecaade2015_33f6, 8ee3, bd1a, f6f7, 0cd3, 2711, 7a77, 4da9, a980, 2dab, acadia14projects_719s, f2e8, d410, 77e9, b011, ecaade2015_148n31, f848, d917, 1795, ecaade2016_068h18, 3e6d, 807d, 54d7, 5f10, 1b58, 5992, ecaade2014_157r38, b74b, caadria2016_487n20, 5eac, de40, 58f7, 648e, 8d6b, dfcc, 0d7b, 8dc3, 6e7e, 77ec, ascaad2016_059i23, sigradi2016_595gg, 7f99, ecaade2015_284p61, ecaade2014_186c48, c62d, 57e4, 3ffa, 207d, e05f, acadia14projects_375ay, eb14, 31c6, 0202, sigradi2015_1.288b1, d26a, acadia14projects_63as, 0710, ecaade2014_202p52, d7c6, 6d8f, 3c30, ee58, c409, 41a8, 1437, a733, 0d92, 7660, bbb5, 884a, 088a, a440, 29bd, ecaade2014_149d34, 0b63, c5a8, 6097, 66f3, 0fb0, 8c9c, caadria2016_735r31, 7918, 1e1c, eeaa, 747a, sigradi2013_223, sigradi2013_414z, 34a5, 444c, 1ab7, ascaad2014_014j8, 27a8, caadria2016_569d24, 3ead, 0f29, acadia16_106l8, 7f8a, 14c9, acadia14_53t, c661, cb58, 8405, 91d8, c7fc, 060b, acadia16_362o22, 7333, 7933, b17b, ijac201513305n12, aa35, c56a, 25dc, ac27, 7b9e, ecaade2015_181i39, e58a, 2a78, b645, 0f83, sigradi2016_446h, 4384, 7c3b, 10d8, 1054, b1d1, 0e37, ascaad2016_002i1, acadia15_195a8, fa27, 1366, c332, f0dc, 6f37, 9815, ecaade2014_127m28, ecaade2016_080x23, b57d, sigradi2013_421i, 9fd4, 4ef3, c162, 8d3d, 2036, caadria2015_203i29, e81f, 3cdc, b492, sigradi2016_611n, 38d4, ijac201614402k1, 6188, 1db9, 41eb, a279, d3cc, 3aaa, 59c7, 86e5, ascaad2016_030h12, ef06, a5e7, 7109, acadia14projects_627h, ecaade2015_286a63, f4df, caadria2016_177d8, 593d, sigradi2015_3.394e6, 3f0e, 5b4f, b404, 5217, bae1, 2122, 014d, ecaade2016_067p16, 5c91, ecaade2013r_007e5, fa76, 9220, 2c64, 46b5, 5479, c684, b84c, d4a3, fb28, 3bd0, 50ad, 1f9d, ijac201412301x5, 6b21, 583d, caadria2015_126f21, c9da, ijac201412204s2, ecd1, f4d6, ecaade2014_157g39, cbb8, 41d0, 4474, 8b60, c564, 549e, 1864, 5c9d, 5218, ecaade2016_221y56, 16be, sigradi2016_534ii, 148a, ecaade2016_136j38, 7f9e, f155, ascaad2014_010m5, 0c78, f598, b45c, acadia14projects_115ai, 3196, ecaade2016_068u17, cdd4, acadia16_470f27, 3b48, 8a86, 322e, 81bf, dfa9, 24ef, 8433, 8a8e, fae4, 570f, 1c90, d8cc, 10d3, f045, acdd, f8fb, d3b0, d34b, d210, f38d, 509e, bc32, d6bd, 8776, a726, a3c6, 9aa8, a85c, 71e5, ijac201412205b4, 0580, 1788, 557c, 1178, ecaade2016_046r12, ae0f, 638b, 35bc, bf5d, ecaade2016_210i54, 29f0, 865c, 163b, sigradi2016_801t, c387, 9b65, 569a, e299, 6b4d, d5c5, 719f, caadria2017_005t3, 65c4, 5ec3, aaf7, 50c3, sigradi2014_074n6, cbe0, ecaade2016_154x42, 03d7, 77c5, ec82, ecaade2015_302k66, ecaade2014_100c23, 0485, 1aca, 53c9, ed38, f23a, 1d56, 3d2b, 0acd, ad97, 05b5, 18db, 4d24, 2262, cc17, 7f45, ffc3, sigradi2015_3.209a4, 1e81, 4aac, acce, 623e, 8ac8, ad37, afcc, 3f4c, 5593, 4905, 5eff, 12d2, 9709, sigradi2015_3.209f4, 3a0e, 13ec, ecaade2016_045i12, b5bc, ecaade2014_186v47, 2d50, caadria2016_281e12, dfa3, e916, ecaade2016_023j6, bd0e, 96b3, 6250, e25d, 62ec, efac, b757, 6c1c, acadia16_280b18, c94a, 9d5a, d5f1, 0235, da33, 9ee1, a9e6, 8b53, d273, a67c, 5522, 1d18, ascaad2014_026h7, 4fa3, caadria2015_081o12, 03e7, 31ac, 7c96, 36f9, 75e7, sigradi2014_099v8, ca77, dee6, caadria2016_045b3, ecaade2015_114s22, c8f1, 6e2a, f57a, be3e, acadia14projects_189an, d28d, 32e6, 41e5, 728e, c34d, e924, 64bb, 790f, 9b5e, 8b20, 18a6, 22e0, c790, 4ec4, ijac201513101e1, cac1, 6b07, 2d31, 70ac, sigradi2016_592x, acadia16_318j19, a567, e107, b197, 7e37, 67a6, acadia14_101u, 6c59, 16ac, caadria2016_085i4, 09ad, 7731, 1c0c, acadia14projects_63ah, caadria2015_090z14, ecaade2015_329i71, ba97, d959, 8bd0, 00a8, ed37, ee53, 1413, e302, acadia14_565ae, 0e13, 485c, sigradi2013_407j, ecaade2014_182v45, acadia14_177t, 4b12, acadia14_681af, 0b43, 242e, c4a2, f6e9, c820, b032, fd8e, 0b97, caadria2016_321h14, acadia16_106f8, c544, a7ca, 9e76, acadia14_565x, e5f0, b7c8, acadia16_88y5, fb6f, ecaade2015_18c3, 720a, 2eb3, 1d47, b026, ecaade2016_102r27, 649d, sigradi2016_448s, 46cc, 776a, 91d1, 0e3a, afda, 0d6c, ec86, ca33, 80e4, c25c, d649, 4241, 8a5d, 0070,