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 acadia17_366
authors Lin, Yuming; Huang, Weixin
year 2017
title Behavior Analysis and Individual Labeling Using Data from Wi-Fi IPS
source ACADIA 2017: DISCIPLINES & DISRUPTION [Proceedings of the 37th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-96506-1] Cambridge, MA 2-4 November, 2017), pp. 366- 373
summary It is fairly important for architects and urban designers to understand how different people interact with the environment. However, traditional investigation methods for studying environmental behavior are quite limited in their coverage of samples and regions, which are not sufficient to delve into the behavioral differences of people. Only recently, the development of indoor positioning systems (IPS) and data-mining techniques has made it possible to collect full-time, full-coverage data for behavioral difference research and individualized identification. In our research, the Wi-Fi IPS system is chosen among the various IPS systems as the data source due to its extensive applicability and acceptable cost. In this paper, we analyzed a 60-day anonymized dataset from a ski resort, collected by a Wi-Fi IPS system with 110 Wi-Fi access points. Combining this with mobile phone data and questionnaires, we revealed some interesting characteristics of tourists from different origins through spatial-temporal behavioral data, and further conducted individual labeling through supervised learning. Through this case study, temporal-spatial behavioral data from an IPS system exhibited great potential in revealing individual characteristics besides exploring group differences, shedding light on the prospect of architectural space personalization.
keywords design methods; information processing; data mining; big data
series ACADIA
email linym16@mails.tsinghua.edu.cn
full text file.pdf (5,300,832 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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caadria2016_569h24, a2d2, 1c03, 99dd, ecaade2016_193u51, sigradi2016_446b, c49c, acadia14projects_473ap, 69e2, 58a8, a503, b346, 28c7, 63ec, 09ef, 451a, f04a, ed4a, acadia14projects_199aa, 831c, a4be, 4dca, 5923, eac0, 89bb, 36d0, b8a5, f071, e6ad, 6b5d, sigradi2013_315b, 46f0, sigradi2014_047m4, 5ab4, 5afd, fc33, c74e, 2783, ebce, c92a, ecaade2017_170g, 60fd, 8b48, 0306, sigradi2016_431w, 3012, 8987, 1000, 2fa9, sigradi2016_369qq, ecaade2016_134b38, b29a, b495, 0eb6, 5b4f, d5b6, fb3b, 9595, ecaade2015_61b12, a338, ijac201614201g7, ecaade2017_149m, 94e3, ascaad2016_044u17, e826, 4b7f, 8152, f471, 5183, acadia14_661j, cb40, 90d3, 12fc, dab4, f43d, 3322, 2837, sigradi2014_313f6, b847, 46ab, 74df, ecaade2017_244oo, ijac201614207i12, 2c3c, 0895, acadia14_23av, acadia14_339w, 4106, ecaade2017_215r, ecaade2016_087s24, acadia16_98m7, 58d3, caadria2015_114v17, 2517, f72e, 709e, cbd2, ecaade2015_317g69, dc36, 8fde, 46f8, bf08, f87b, c48a, ba66, e2ce, b215, 2b63, 349c, ijac201412204x2, 260d, 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4cf2, 25d8, f405, b900, 49d6, 3e88, ecaade2017_157nn, ccec, 5516, 7ab9, 00b5, 065a, 3a78, caadria2016_301o13, 05cf, f53d, caadria2017_182r43, ef92, a928, c8c7, 39e9, 1f61, 9ddc, 553e, acc3, c194, sigradi2014_097o8, 1333, ecaade2015_15w1, 1bd0, sigradi2013_208, 6a1e, 6837, 634e, ecaade2015_64s13, da32, 1773, sigradi2013_414z, 1f70, 75e0, caadria2015_246x35, 055b, ee5a, 239d, ecaade2014_088j21, 3c84, d75c, a246, 2f44, 4e4f, ecaade2014_079z18, dac4, 571a, c608, 7093, 26a4, ed7c, ecaade2017_208l, 4a35, c85c, b1c3, e86a, 8846, 65ca, 9feb, ijac201614202u7, 7822, 080a, ecaade2014_123g28, ecaade2014_035b9, fbcf, acadia14projects_357ap, 8d0a, e7eb, 3a35, 760d, ecaade2014_192h49, cb4b, 5ae7, 02fa, 37e6, ecaade2014_019i5, 1f2e, sigradi2015_6.387i9, sigradi2014_048x4, c02d, 4213, ff26, 499c, 3ba9, acadia15_483z20, f8e1, 28da, fa09, 8e12, 6d06, 7c18, 1b76, 3dbc, aaf4, c822, edea, 0f77, efd3, 3b3e, 3420, 2d26, c738, 4d7b, b4d6, 4c95, b817, 0071, 274b, 036e, d3c5, c1f4, 171f, ebe7, ece6, ecaade2014_198s51, a4ee, a1bf, 2b85, cd93, 78bc, 01b7, edf2, a1c2, 6244, 1535, 8011, 7af0, 9e8f, 40ec, 05f7, c799, 0ad7, b32b, caac, e9cd, ecaade2015_35w6, 1d9b, dad8, a9cc, f12e, 9f32, bff6, f1c6, 31a6, 947e, ascaad2016_008c4, 93e9, 6e11, 5bb1, 0b08, b1dc, 8f0f, fa8f, 0b89, a151, 71f3, 40ed, e762, f1f3, 2920, 0883, caadria2015_070e9, d795, 1a9e, 6a78, 0035, 27b5, fd89, 185c, 442e, c011, e539, 4aa7, 69cf, ascaad2014_008r4, 9a20, 85f5, f67d, acadia15_161h6, acadia14_375aw, 8556, ecaade2016_120c33, 98e9, 71b3, 8dfa, 66d4, f932, 167d, ecaade2014_078p18, f882, bf3f, ijac201513205y7, caadria2015_087l14, ecaade2017_225e, 1490, 0889, ascaad2016_040b16, acadia14_145ae, 10f7, 460e, 9295, 43f3, 5a4e, ecaade2014_239v61, c4ee, ecaade2014_220h56, 759c, ecaade2015_227n50, ijac201614105x4, ijac201412405k8, 1478, b076, e4ee, d2c5, eb93, 619d, 515b, ecaade2015_171o36, ecaade2016_230p62, ascaad2016_047a20, sigradi2015_sp_8.326z30, 7b05, 6cfd, 7a78, c95a, ecaade2014_010i1, ijac201412408e3, caadria2015_087v13, 7f8a, d562, 8e46, ecaade2017_009aa, 5a80, acadia16_332y19, ba72, 00d6, d946, ecaade2016_208t53, acadia16_280i17, 23eb, ecaade2017_173pp, 0461, 14e1, de62, 4266, ba2f, ascaad2014_014d8, caadria2016_839j35, eac2, caadria2017_118b31, 974d, acadia14_125s, 7a20, acadia16_478y27, 0b3f, 6e67, 941c, sigradi2013_183u, ijac201412204d3, 93ae, ijac201513105c5, b2a4, 0c9c, 2ffd, 9e48, 6f72, aa58, 4c83, fa67, caadria2016_281h12, 53a6, 69ea, c036, bb8d, 71ad, 234a, 4c30, 04dc, 6486, 8ffb, ecaade2015_205f45, 3b13, 42f1, b480, acadia14_145v, 922a, bc07, caadria2015_114r18, a569, sigradi2016_637p, 440e, 7760, acadia14_101au, c708, 406a, b99b, ecaade2015_94i19, 6467, dc9d, ecaade2016_045e12, acadia14_177r, 2304, acadia14_291av, 94e2, ascaad2014_005d3, 8ead, 2442, ecaade2017_152pp, ea50, acadia15_451i19, f0db, 2393, 3ccb, c025, e32a, d5e1, ecaade2017_277ww, ad32, 6143, 52f9, 62d3, 365f, aec1, f6b7, cbf7, 4c76, 0d10, c6fe, a4f9, 5b98, 3bc7, b303, effa, 9745, ijac201614103h3, ijac201513302c10, 68c7, ecaade2015_271a60, sigradi2014_159h4, 9c6b, 95b3, 4184, e11f, caadria2015_090e15, 403a, 2d3d, eb45, ascaad2016_026s10, acadia14_445af, ac70, 7da2, b3f9, 03f1, ascaad2016_003z1, ecaade2016_242m64, d108, e603, 95c5, 4519, 22d2, 3017, 8a4c, 5f80, 72c4, e934, 03fd, a840, 214d, e5af, 5120, 4d9d, sigradi2015_6.341w8, 0ffd, f4d4, f25e, 724b, df02, b198, e9c6, 5153, 2eea, 62fc, 4f35, 0a25, 9a96, bc95, 7a81, d82d, e8d7, 2bd9, acadia16_270f17, c130, efd1, e45a, 3066, df04, ecaade2017_059xx, de87, 61ac, 14b1, 3cee, e7ca, 145d, 9ebf, 4f33, ecaade2017_054pp, 0b06, 485a, baca, ae4c, f92a, de90, ecaade2016_036o9, d69a, cdd2, ecaade2017_140dd, 486e, 6242, 6d83, bc32, ijac201412201j1, 8074, ecaade2016_243y64, 5c13, 2834, 495e, ecaade2017_301f, ecaade2017_174b, fe90, 32be, 9e75, 3c6b, d7b8, 39c1, 7f5c, 172a, d798, 34b5, e3bf, d598, ecaade2014_157v38, f169, ecaade2014_139c31, fc48, 67c0, d070, 5ead, 718c, sigradi2013_43a, sigradi2013_41j, a048, e6f9, 0e7f, fa42, 4d32, 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65b6, caadria2015_081s12, acadia14projects_479z, ecaade2017_029q, ecaade2017_029u, 86b2, a9a1, ecaade2016_075c22, c28c, ecaade2017_151x, caadria2015_130v21, 5a75, e52b, 0ecd, 00ef, b0c5, caadria2015_170r25, 7aad, 43a7, 8725, e87f, 2d2c, 2edd, b1e3, 3159, 18d8, e1ec, 6dab, 6d67, d725, d959, 3ca1, ee4d, ecaade2015_227z50, 2b31, 99f4, f348, 1a32, 66ab, e85d, 283f, 7f73, e32c, 614a, 517e, e621, e49b, ecaade2016_223e59, caadria2016_157m6, 8246, caadria2016_871r37, 72f3, a8f2, 0cca, caadria2015_237i35, d152, d50c, caadria2015_130m21, e4df, 38a7, 68d5, acadia16_402v24, 002a, e547, 5132, bf0a, debe, 3164, 3cf1, ecaade2017_108o, 4f65, fc34, 960f, caadria2017_086l25, 5dc1, 82d9, 35ed, 5e72, beec, 1ef2, c20c, 8c3a, f70a, a73a, 4c9d, d6fc, c1f9, caadria2017_005r3, ca1d, fb9b, 998e, ijac201614207z11, 2338, aaa9, 0b7d, f303, 6181, 2486, 5b8d, ac41, 6687, dc00, 2494, b19f, ecaade2015_158b34, 41f3, ecaade2014_113n26, b069, caadria2016_735m31, 8f8a, e0d3, 72ab, ecaade2015_129n25, fe08, b6c4, 1f5c, ascaad2016_028m11, 98bc, 2e21, 382d, 93dd, 3263, c42d, 1421, caadria2017_033s11, f34c, ascaad2016_013a6, 8e18, ascaad2014_019i3, 1b92, dbaa, cab3, 3541, 4c53, 9907, 66b7, a550, 3d1e, 012b, 0f5c, 7a3b, 610f, 6acb, 9472, 20c2, caadria2015_060r6, aadb, 98e4, 317a, d512, 59c0, d3d7, ecaade2015_148r31, 65a0, 291b, 263e, 6f4c, 2e44, f7af, 879c, 2490, ab05, 1b24, 3c46, 9993, 43a5, ecaade2017_225b, 97f5, cbf6, ecaade2017_211cc, 1881, 3197, 6edf, 51c4, bb66, e566, ijac201412205s4, c5e1, 6d03, 0469, 2303, fc5e, eaf7, ecaade2017_105ww, 6c98, 473f, 3929, c731, sigradi2014_151j3, bf33, aec7, ijac201412404y7, ca66, 50f0, acadia15_483f21, acadia16_260r16, 1e55, ecaade2015_86m17, ecaade2016_221t56, d5b9, acadia16_224b15, 8126, bbf8, 08f1, 67a4, 92dc, ecaade2016_151e41, d1ba, 7181, sigradi2014_263g1, c2c1, 128d, 7d40, caadria2016_457n19, eec0, 7cd4, ecaade2015_268b59, c654, c520, 70b2, 3fd9, b3ce, eb9d, 0246, 284e, 58d9, 9014, sigradi2016_428j, 16c6, 142e, acadia14projects_117i, 3a2a, ce6f, 7891, 9b7f, 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