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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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
full text file.pdf (5,300,832 bytes)
references Content-type: text/plain
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100%; open Barabási, Albert-László (2005) Find in CUMINCAD The Origin of Bursts and Heavy Tails in Human Dynamics , Nature 435 (7039): 207–211

100%; open Cypriani, Matteo, Frédéric Lassabe, Philippe Canalda, and François Spies (2009) Find in CUMINCAD Open Wireless Positioning System: A Wi-Fi-Based Indoor Positioning System , Proceedings of the 70th IEEE Vehicular Technology Conference. Anchorage, AK: VTC

100%; open Feldmann, Silke, Kyandoghere Kyamakya, Ana Zapater, and Zighuo Lue (2003) Find in CUMINCAD An Indoor Bluetooth-Based Positioning System: Concept, Implementation and Experimental Evaluation , Proceedings of the International Conference on Wireless Networks, 109–113. Las Vegas, NV: ICWN

100%; open Friedman, Jerome H. (2001) Find in CUMINCAD Greedy Function Approximation: A Gradient Boosting Machine , Annals of Statistics 29 (5): 1189–1232

100%; open Gezici, Sinan, Zhi Tian, Georgios B. Giannakis, Hisashi Kobayashi, Andreas F. Molisch, H. Vincent Poor, and Zafer Sahinoglu (2005) Find in CUMINCAD Localization Via Ultra-Wideband Radios: A Look at Positioning Aspects for Future Sensor Networks , IEEE Signal Processing Magazine 22 (4): 70–84

100%; open Hata, Masaharu (1980) Find in CUMINCAD Empirical Formula for Propagation Loss in Land Mobile Radio Services , IEEE Transactions on Vehicular Technology 29 (3): 317–325

100%; open Liu, Hui, Houshang Darabi, Pat Banerjee, and Jing Liu (2007) Find in CUMINCAD Survey of Wireless Indoor Positioning Techniques and Systems , IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews) 37 (6): 1067–1080

100%; open Mok, Esmond, and Gu?nther Retscher (2007) Find in CUMINCAD Location Determination Using WiFi Fingerprinting Versus WiFi Trilateration , Journal of Location Based Services 1 (2): 145–159

100%; open Ni, Lionel M., Yunhao Liu, Yiu Cho Lau, and Abhishek P. Patil (2004) Find in CUMINCAD LANDMARC: Indoor Location Sensing Using Active RFID , Wireless Networks 10 (6): 701–710

100%; open Nirjon, Shahriar, Jie Liu, Gerald DeJean, Bodhi Priyantha, Yuzhe Jin, and Ted Hart (2014) Find in CUMINCAD COIN-GPS: Indoor Localization from Direct GPS Receiving , Proceedings of the 12th Annual International Conference on Mobile Systems, Applications, and Services, 301–14. Bretton Woods, NH: MobiSys

100%; open Rida, Mohamed Er, Fuqiang Liu, Yassine Jadi, Amgad Ali Abdullah Algawhari, and Ahmed Askourih (2015) Find in CUMINCAD Indoor Location Position Based on Bluetooth Signal Strength , Proceedings of the 2nd International Conference on Information Science and Control Engineering. Shanghai, China: ICISCE

100%; open Sapiezynski, Piotr, Arkadiusz Stopczynski, Radu Gatej, and Sune Lehmann (2015) Find in CUMINCAD Tracking Human Mobility Using WiFi Signals , PloS one 10 (7): e0130824

100%; open Sekara, Vedran, Arkadiusz Stopczynski, and Sune Lehmann (2016) Find in CUMINCAD Fundamental Structures of Dynamic Social Networks , Proceedings of the National Academy of Sciences 113 (36): 9977–9982

100%; open Song, Chaoming, Zehui Qu, Nicholas Blumm, and Albert-László Barabási (2010) Find in CUMINCAD Limits of Predictability in Human Mobility , Science 327 (5968): 1018–1021

100%; open Zeng, Yunze, Parth H Pathak, and Prasant Mohapatra (2015) Find in CUMINCAD Analyzing Shopper's Behavior Through WiFi Signals , Proceedings of the 2nd Workshop on Physical Analytics, 13–18. Florence, Italy: WPA

100%; open Zhu, Xiuyan, and Yuan Feng (2013) Find in CUMINCAD RSSI-Based Algorithm for Indoor Localization , Communications and Network 5 (2B): 37–42

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