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

id acadia16_116
authors Davis, Daniel
year 2016
title Evaluating Buildings with Computation and Machine Learning
source ACADIA // 2016: POSTHUMAN FRONTIERS: Data, Designers, and Cognitive Machines [Proceedings of the 36th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-77095-5] Ann Arbor 27-29 October, 2016, pp. 116-123
summary Although computers have significantly impacted the way we design buildings, they have yet to meaningfully impact the way we evaluate buildings. In this paper we detail two case studies where computation and machine learning were used to analyze data produced by building inhabitants. We find that a building’s ‘data exhaust’ provides a rich source of information for longitudinally analyzing people’s architectural preferences. We argue that computation-driven evaluation could supplement traditional post occupancy evaluations.
keywords spatial analytics, machine learning, post occupancy evaluation
series ACADIA
type paper
email deardanieldavis@gmail.com
full text file.pdf (610,809 bytes)
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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sigradi2014_018k1, 4792, a831, b884, ijac201412408u2, acadia14_135u, 2b49, 0c7a, acadia17_273z, 306d, 08b2, 6c5b, 2676, 7d2b, dad8, caadria2016_881x37, ebe8, acadia14_317r, 6617, 4b7e, efa5, 5e5e, c36b, caadria2017_094s25, 467b, cf6f, 8536, a29d, fa58, 512a, 4c50, acadia15_57s1, 2386, c1b1, 4053, sigradi2013_244l, acadia14_291g, a994, acadia14projects_111f, f808, 1774, 0318, c104, abd7, 835b, 3b81, acadia17_230b, acadia14projects_539b, 513c, cf6e, 7f0a, ecaade2015_79i15, 90ed, ed98, acadia17_678x, ecaade2015_53b9, 52ca, 7e88, ijac201412302o7, c5c5, f0d1, 21d3, 2a57, acadia17_608bb, 14df, sigradi2015_10.377y22, 98d4, 2754, ijac201614401f1, 7cf5, c772, 0fad, 8116, caadria2017_174y42, caadria2016_157x6, acadia17_435k, f040, 13bf, ecaade2016_043y11, 4576, 47c7, ecaade2016_048s13, caadria2015_246a36, 06f2, acadia14projects_579h, 1cf4, d239, d772, 55ad, caadria2017_063f21, acadia17_350rr, 5b38, ffd9, acadia15_443x18, 6fc7, ecaade2014_015n3, f3b8, 72, 1a18, 6785, c679, fa50, 588b, fce8, be40, a921, 81bb, e48a, e368, 1d1d, f5db, 9800, 1086, 61d1, 904e, 151e, f101, ecaade2016_015x3, acadia14projects_339an, 9530, 6622, f36c, 7447, e303, ff22, 1a8c, ec79, e487, 9c44, 13ba, caadria2017_105g28, ijac201412301n5, f790, 770d, 6265, 58db, 0f18, acadia17_222yy, caadria2015_010u1, 3bf5, 3a32, 2f12, 9a06, 4b69, 3a43, acadia14projects_199ag, 3ff3, ecaade2017_042q, ijac201614205l10, 49e7, e885, 90d4, 79b1, 20d2, 7c9d, f18f, ab7f, ecaade2017_051z, 4a10, ecaade2017_194s, acadia14projects_177p, ecaade2013r_005i4, 5903, 3779, 72c1, ecaade2017_183dd, c5c8, 76f2, 2849, acadia17_273ee, cb5c, 0b3b, 133d, 2e99, acadia14projects_63ab, ijac201614405c4, ecaade2017_038jj, ascaad2016_007u3, ecaade2017_013pp, c742, abcf, 7dd1, fd62, 16c2, 3e05, e195, ijac201614102f2, fb2f, beae, acadia14_135o, 31bd, ecaade2017_173oo, 2a80, caadria2017_009t4, acadia17_534rr, 061e, 7804, 044c, sigradi2016_710cc, 6e49, sigradi2016_807ll, 99fb, d3b4, 39cd, 2d7f, 4434, e9a9, 70ba, 9d49, ea73, b4c1, afd7, ijac201614102d2, 8169, sigradi2013_429k, ijac201614405c3, ecaade2017_048w, ecaade2016_139y38, 1716, a789, sigradi2014_281c3, 605d, sigradi2014_036u2, ecaade2016_032s8, 57d6, 5a04, ecaade2015_48u7, e372, 2eb6, aad8, acadia16_78v5, 1a33, b516, 0343, 12e4, 8a16, fa5a, f9b1, 9f88, 7211, aaef, ecaade2017_215wr, 36d6, ccd2, ecaade2016_118j32, c6a6, 7132, ascaad2014_007b4, 3be9, 23bd, sigradi2014_075b7, bdfc, 95e2, ecaade2014_198l51, caadria2015_213n33, caadria2016_611a26, b352, dccb, ecaade2014_109s24, 78ca, 412c, eed3, fa26, d4be, b2ef, sigradi2014_128x9, ecaade2017_164cc, 347a, ecaade2017_309ss, 3f7f, 9b99, ecaade2015_144c31, 75ad, sigradi2015_3.155m3, 80f2, ijac201614403h2, 8cb4, ecaade2017_049yy, 2c3d, 80b0, caadria2017_096r26, 18ac, 53df, caadria2017_118c31, 855b, 3557, b537, a3b3, ecaade2016_238o63, ea7b, 29c1, 9b19, 3242, c65b, 0988, 6be7, ecaade2016_210h54, 29ee, 1d87, 732f, caadria2017_149i39, 3eef, ade6, 807f, 6705, f6b1, 1892, fed8, becf, 4662, 6618, 1505, ca1b, 747f, ecaade2016_134b38, 9e14, 2291, de24, 9038, 4192, ijac201513306x12, 7891, 02f7, de7b, 4b21, 3798, ecaade2015_94a19, f6be, bcf7, 5e04, a362, 2ba6, e8fb, ijac201513105e4, f641, c45e, ecaade2016_193m51, 2667, 8311, cc81, cc3c, da78, 45a5, 44d3, ba36, b7bf, bb40, 51b3, 5002, 4c0c, ed5a, 837d, sigradi2013_30i, 3ca2, b2ee, 5581, 86b4, 6b21, d06b, 50c8, 7a74, b989, sigradi2015_7.203g10, acadia17_669u, ascaad2014_003o1, ff50, aa2e, c60b, 94dd, ecaade2014_066j15, e2ce, fb1a, ff25, 0294, caadria2017_051u16, 938d, 4ec3, acadia17_474l, 1e21, acadia17_330ff, 9dd1, d5b8, sigradi2015_8.264m14, sigradi2014_159f4, ecaade2014_113x26, ed8f, a04c, 7a40, ffa2, cbf1, e39b, 8c8c, fcc6, 1e95, acadia14projects_177ab, 70a7, 034c, ecaade2016_198o52, a130, ijac201513303t10, 063a, 2809, 5445, d6b0, de5b, acadia17_650d, a297, 002f, 596f, 3cf3, b7ea, 878c, c68b, f3c3, 1430, 2689, acadia14_565t, 42ef, ecaade2016_047k13, ecaade2017_269uu, 9f1a, 8943, 6494, caadria2017_009w4, df73, 6610, 033b, 28de, 6122, 0ec1, 7c67, caadria2017_041v12, ecaade2014_072o18, 06b6, ecaade2014_035c9, 0f01, 3f7b, c580, ecaade2017_009z, cc58, bbf5, ecaade2015_18b3, 95bc, 12b6, ecaade2017_199ll, 6d03, ijac201412201r1, f6c8, 4757, acadia17_350mm, acadia14projects_435az, d8a4, c01e, fbc9, 9d65, b74e, ascaad2014_006v3, 230d, d430, 3ae1, ecaade2014_111v25, ecaade2017_044rr, ecaade2016_123d34, 8b95, acadia14_267m, e82b, 61ae, 1e60, cee6, ecaade2014_112m26, acadia15_323g13, 8c87, 4a0c, ecaade2016_042f11, 3797, acadia14projects_153ak, 83c2, sigradi2015_8.189p13, acadia17_660r, b6b1, b9f1, ecaade2017_066j, e539, acadia14projects_83ad, a300, 5678, ecaade2016_230l62, 16aa, 3fd8, 380f, fb07, ecaade2014_014f3, 21e2, 32bc, 5502, 4bb1, 783f, ecaade2016_197b52, acadia17_308rr, 36ec, ecaade2013r_009a6, 15b4, f5bf, caadria2015_176r26, caadria2016_311x13, 3211, 97ff, ba14, sigradi2015_9.347v17, 9097, 8924, caadria2015_176s26, 84ff, 363f, ijac201715205vv, e9ef, 7ceb, e770, caadria2017_135d36, d50c, 5528, c163, sigradi2013_267c, sigradi2016_367yy, 83f4, sigradi2014_303i5, acadia14projects_91u, f021, b36a, 3f19, 89e3, da71, b3c1, ecaade2015_61r12, 3dbb, ecaade2015_158v33, ecaade2015_35o6, 35c8, 6b1a, d0f8, fd15, 9d0b, b76b, 5059, 59ef, 5eae, 1e7d, 3561, 7b95, ijac201412402j5, 7bec, 5c34, 47cf, 2866, 2f7e, 8198, 5268, ijac201614208x13, e729, 559e, ijac201513306c13, 9535, acadia14_497t, a299, f738, ecaade2015_118s23, f54a, ecaade2014_019e5, 3e1f, ab5a, ijac201513202l6, acadia17_237ff, e1d4, d797, ijac201412408e3, ecaade2016_047p13, b6ab, c887, 70f8, 73eb, 4736, da6e, 206a, 4ea4, 2f8a, 6ecd, 863d, 41cf, 5554, 8222, 7cc7, f342, e596, 2041, a150, acadia14projects_317z, 485d, b0a1, b119, ijac201715203ff, eebd, 22d3, e090, f04b, ecaade2015_61k12, 09fc, 8c5b, sigradi2016_507uu, 714f, sigradi2015_3.212m4, 6fc2, 4ade, 51f4, sigradi2015_10.74m18, ecaade2014_084y19, ecaade2017_059ll, 6553, 77ae, acadia15_137n5, dcad, c54a, 4e9a, 2a8c, sigradi2016_602ww, 5ba9, 0ba1, 67f3, 6198, 129d, c85f, 703b, 55d5, d172, ecaade2016_094v25, db21, 00b8, acadia17_350nn, eac8, 6f9f, 27d6, ecaade2016_067v16, 808e, ijac201412403i7, ecaade2016_203l53, ecaade2017_199aa, ijac201412202u1, sigradi2016_356h, ecaade2017_051x, 32fb, bee1, 888e, 9f2b, 82c0, e7ca, f5ae, 17a1, acadia14_435ag, acadia15_431n18, ijac201513201i5, dc73, ascaad2014_032n9, c606, acadia17_163ff, ecaade2017_257rr, 3d60, daf6, c65e, 3a67, af70, e278, 57e8, 98a2, f73b, f1a8, 800f, 4a43, 72e9, cb4b, b7e5, 37db, 2d8b, a519, 3cc4, bc88, f73d, sigradi2015_3.65s2, 2cd2, 371e, ecaade2017_124g, ijac201614204k9, ecaade2017_253z, 0703, c789, caadria2016_259s11, ac44, 0b2c, 87ea, ecaade2017_021v, e0a5, 08d8, b6b7, 0eb9, 6859, 9cbf, 84e9, 0966, bc9a, 38ab, fcb4, acadia17_71ll, ecaade2014_186b47, 4f6d, 5ecf, f26b, 0308, 6597, 00ec, 121e, acadia17_600ee, e74f, c7a9, acadia17_678gg, 0c7c, acadia17_37gg, 3bf0, ecaade2017_156aa, 3e68, ecaade2016_013m3, 0f4a, 0163, 47c6, 07e1, 6419, 5ffd, ascaad2014_008r4, 8b26, caadria2015_233d35, ecaade2015_11c1, 110f, 9438, 4127, 5998, ecaade2017_253ee, 8782, ecaade2017_202p, 37f6, 4a6b, 6838, 7d15, ecaade2017_164o, 8b6a, 0e5e, f573, 1a5a, 8c7c, 1002, da33, 2136, f7b6, 06a4, 91c3, ijac201513206a9, 3134, 284a, ecaade2017_198b