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Volumn 16, Issue 1, 2014, Pages 77-97

Data mining for internet of things: A survey

Author keywords

data mining; Internet of Things

Indexed keywords


EID: 84894683129     PISSN: None     EISSN: 1553877X     Source Type: Journal    
DOI: 10.1109/SURV.2013.103013.00206     Document Type: Article
Times cited : (557)

References (157)
  • 1
    • 80955160447 scopus 로고    scopus 로고
    • That 'internet of things' thing
    • Available at
    • K. Ashton, "That 'Internet of Things' Thing," 2009, RFID Journal, Available at http://www.rfidjournal.com/article/print/4986.
    • (2009) RFID Journal
    • Ashton, K.1
  • 3
    • 77956877124 scopus 로고    scopus 로고
    • The internet of things: A survey
    • L. Atzori, A. Iera, and G. Morabito, "The internet of things: A survey," Computer Networks, vol. 54, no. 15, pp. 2787-2805, 2010.
    • (2010) Computer Networks , vol.54 , Issue.15 , pp. 2787-2805
    • Atzori, L.1    Iera, A.2    Morabito, G.3
  • 4
    • 84861997111 scopus 로고    scopus 로고
    • Internet of things: Vision, applications and research challenges
    • D. Miorandi, S. Sicari, F. De Pellegrini, and I. Chlamtac, "Internet of things: Vision, applications and research challenges," Ad Hoc Networks, vol. 10, no. 7, pp. 1497-1516, 2012.
    • (2012) Ad Hoc Networks , vol.10 , Issue.7 , pp. 1497-1516
    • Miorandi, D.1    Sicari, S.2    De Pellegrini, F.3    Chlamtac, I.4
  • 6
    • 79959280293 scopus 로고    scopus 로고
    • Internet of things: Applications and challenges in technology and standardization
    • D. Bandyopadhyay and J. Sen, "Internet of things: Applications and challenges in technology and standardization," Wireless Personal Communications, vol. 58, no. 1, pp. 49-69, 2011.
    • (2011) Wireless Personal Communications , vol.58 , Issue.1 , pp. 49-69
    • Bandyopadhyay, D.1    Sen, J.2
  • 7
    • 84856228761 scopus 로고    scopus 로고
    • An overview of the internet of things for people with disabilities
    • M. C. Domingo, "An overview of the internet of things for people with disabilities," Journal of Network and Computer Applications, vol. 35, no. 2, pp. 584-596, 2012.
    • (2012) Journal of Network and Computer Applications , vol.35 , Issue.2 , pp. 584-596
    • Domingo, M.C.1
  • 9
    • 79951581342 scopus 로고    scopus 로고
    • Computational intelligence in wireless sensor networks: A survey
    • R. Kulkarni, A. Forster, and G. Venayagamoorthy, "Computational intelligence in wireless sensor networks: A survey," IEEE Commun. Surveys Tutorials, vol. 13, no. 1, pp. 68-96, 2011.
    • (2011) IEEE Commun. Surveys Tutorials , vol.13 , Issue.1 , pp. 68-96
    • Kulkarni, R.1    Forster, A.2    Venayagamoorthy, G.3
  • 12
    • 75449104170 scopus 로고    scopus 로고
    • Smart objects as building blocks for the internet of things
    • G. Kortuem, F. Kawsar, V. Sundramoorthy, and D. Fitton, "Smart objects as building blocks for the internet of things," IEEE Internet Computing, vol. 14, no. 1, pp. 44-51, 2010.
    • (2010) IEEE Internet Computing , vol.14 , Issue.1 , pp. 44-51
    • Kortuem, G.1    Kawsar, F.2    Sundramoorthy, V.3    Fitton, D.4
  • 14
    • 34047240070 scopus 로고    scopus 로고
    • Challenges for data mining in distributed sensor networks
    • DOI 10.1109/ICPR.2006.359, 1699058, Proceedings - 18th International Conference on Pattern Recognition, ICPR 2006
    • V. Cantoni, L. Lombardi, and P. Lombardi, "Challenges for data mining in distributed sensor networks," in Proc. International Conference on Pattern Recognition, vol. 1, 2006, pp. 1000-1007. (Pubitemid 46532068)
    • (2006) Proceedings - International Conference on Pattern Recognition , vol.1 , pp. 1000-1007
    • Cantoni, V.1    Lombardi, L.2    Lombardi, P.3
  • 18
    • 84875637107 scopus 로고    scopus 로고
    • Data management for the internet of things: Green directions
    • N. Ali and M. Abu-Elkheir, "Data management for the internet of things: Green directions," in Proc. IEEE Globecom Workshops, 2012, pp. 386-390.
    • (2012) Proc.IEEE Globecom Workshops , pp. 386-390
    • Ali, N.1    Abu-Elkheir, M.2
  • 21
    • 79951478824 scopus 로고    scopus 로고
    • More is less: Signal processing and the data deluge
    • R. G. Baraniuk, "More is less: Signal processing and the data deluge," Science, vol. 331, no. 6018, pp. 717-719, 2011.
    • (2011) Science , vol.331 , Issue.6018 , pp. 717-719
    • Baraniuk, R.G.1
  • 22
    • 84855919302 scopus 로고    scopus 로고
    • Imagining the future: Thoughts on computing
    • D. Reed, D. Gannon, and J. Larus, "Imagining the future: Thoughts on computing," Computer, vol. 45, no. 1, pp. 25-30, 2012.
    • (2012) Computer , vol.45 , Issue.1 , pp. 25-30
    • Reed, D.1    Gannon, D.2    Larus, J.3
  • 23
    • 79953281019 scopus 로고    scopus 로고
    • The world's technological capacity to store, communicate, and compute information
    • M. Hilbert and P. Ĺopez, "The world's technological capacity to store, communicate, and compute information," Science, vol. 332, no. 6025, pp. 60-65, 2011.
    • (2011) Science , vol.332 , Issue.6025 , pp. 60-65
    • Hilbert, M.1    Ĺopez, P.2
  • 24
    • 84864133585 scopus 로고    scopus 로고
    • Extracting value from chaos
    • Available at
    • J. Gantz and D. Reinsel, "Extracting value from chaos," 2011, IDC IVEW, Available at http://www.itu.dk/people/rkva/2011-Fall-SMA/readings/ ExtractingValuefromChaos.pdf.
    • (2011) IDC IVEW
    • Gantz, J.1    Reinsel, D.2
  • 25
    • 84860443491 scopus 로고    scopus 로고
    • From databases to big data
    • S. Madden, "From databases to big data," IEEE Internet Computing, vol. 16, no. 3, pp. 4-6, 2012.
    • (2012) IEEE Internet Computing , vol.16 , Issue.3 , pp. 4-6
    • Madden, S.1
  • 28
    • 0036709106 scopus 로고    scopus 로고
    • CLARANS: A method for clustering objects for spatial data mining
    • DOI 10.1109/TKDE.2002.1033770
    • R. T. Ng and J. Han, "Clarans: A method for clustering objects for spatial data mining," IEEE Trans. Knowl. Data Eng., vol. 14, no. 5, pp. 1003-1016, 2002. (Pubitemid 35242611)
    • (2002) IEEE Transactions on Knowledge and Data Engineering , vol.14 , Issue.5 , pp. 1003-1016
    • Ng, R.T.1    Han, J.2
  • 31
    • 13844267502 scopus 로고    scopus 로고
    • Efficient phrase-based document indexing for web document clustering
    • DOI 10.1109/TKDE.2004.58
    • K. M. Hammouda and M. S. Kamel, "Efficient phrase-based document indexing for web document clustering," IEEE Trans. Knowl. Data Eng., vol. 16, no. 10, pp. 1279-1296, 2004. (Pubitemid 40242339)
    • (2004) IEEE Transactions on Knowledge and Data Engineering , vol.16 , Issue.10 , pp. 1279-1296
    • Hammouda, K.M.1    Kamel, M.S.2
  • 33
    • 78649849282 scopus 로고    scopus 로고
    • A time-efficient pattern reduction algorithm for k-means clustering
    • M. C. Chiang, C. W. Tsai, and C. S. Yang, "A time-efficient pattern reduction algorithm for k-means clustering," Information Sciences, vol. 181, no. 4, pp. 716-731, 2011.
    • (2011) Information Sciences , vol.181 , Issue.4 , pp. 716-731
    • Chiang, M.C.1    Tsai, C.W.2    Yang, C.S.3
  • 34
    • 84881609828 scopus 로고    scopus 로고
    • Preaco: A fast ant colony optimization for codebook generation
    • C. W. Tsai, S. P. Tseng, C. S. Yang, and M. C. Chiang, "Preaco: A fast ant colony optimization for codebook generation," Applied Soft Computing, vol. 13, no. 6, pp. 3008-3020, 2013.
    • (2013) Applied Soft Computing , vol.13 , Issue.6 , pp. 3008-3020
    • Tsai, C.W.1    Tseng, S.P.2    Yang, C.S.3    Chiang, M.C.4
  • 35
    • 84876943063 scopus 로고    scopus 로고
    • Internet of things (IoT): A vision, architectural elements, and future directions
    • J. Gubbi, R. Buyya, S. Marusic, and M. Palaniswami, "Internet of things (IoT): A vision, architectural elements, and future directions," Future Generation Computer Systems, vol. 29, no. 7, pp. 1645-1660, 2013.
    • (2013) Future Generation Computer Systems , vol.29 , Issue.7 , pp. 1645-1660
    • Gubbi, J.1    Buyya, R.2    Marusic, S.3    Palaniswami, M.4
  • 36
    • 84879225866 scopus 로고    scopus 로고
    • On the features and challenges of security and privacy in distributed internet of things
    • In Press
    • R. Roman, J. Zhou, and J. Lopez, "On the features and challenges of security and privacy in distributed internet of things," Computer Networks, In Press, 2013.
    • (2013) Computer Networks
    • Roman, R.1    Zhou, J.2    Lopez, J.3
  • 37
    • 84929570622 scopus 로고    scopus 로고
    • The internet of things: A survey from the data-centric perspective
    • C. C. Aggarwal, Ed. Springer US
    • C. C. Aggarwal, N. Ashish, and A. Sheth, "The internet of things: A survey from the data-centric perspective," in Managing and Mining Sensor Data, C. C. Aggarwal, Ed. Springer US, 2013, pp. 383-428.
    • (2013) Managing and Mining Sensor Data , pp. 383-428
    • Aggarwal, C.C.1    Ashish, N.2    Sheth, A.3
  • 39
    • 84894669763 scopus 로고    scopus 로고
    • Libelium Comunicaciones Distribuidas S.L. available at
    • Libelium Comunicaciones Distribuidas S.L., "50 sensor applications for a smarter world," 2012, available at http://www.libelium.com/top 50 iot sensor applications ranking/.
    • (2012) 50 Sensor Applications for A Smarter World
  • 40
    • 84870220956 scopus 로고    scopus 로고
    • Top 10 internet of things products of 2009
    • available at
    • R. Macmanus, "Top 10 internet of things products of 2009," 2009, available at http://www.readwriteweb.com/archives/top 10 internet of things products of 2009.php.
    • (2009) 10 Internet of Things Products of 2009.php
    • MacManus, R.1
  • 41
    • 0002283033 scopus 로고    scopus 로고
    • From data mining to knowledge discovery in databases
    • U. M. Fayyad, G. Piatetsky-Shapiro, and P. Smyth, "From data mining to knowledge discovery in databases," AI Magazine, vol. 17, no. 3, pp. 37-54, 1996.
    • (1996) AI Magazine , vol.17 , Issue.3 , pp. 37-54
    • Fayyad, U.M.1    Piatetsky-Shapiro, G.2    Smyth, P.3
  • 43
    • 16444383160 scopus 로고    scopus 로고
    • Survey of clustering algorithms
    • DOI 10.1109/TNN.2005.845141
    • R. Xu and D. C. Wunsch-II, "Survey of clustering algorithms," IEEE Trans. Neural Netw., vol. 16, no. 3, pp. 645-678, 2005. (Pubitemid 40718010)
    • (2005) IEEE Transactions on Neural Networks , vol.16 , Issue.3 , pp. 645-678
    • Xu, R.1    Wunsch II, D.2
  • 44
    • 0003585297 scopus 로고    scopus 로고
    • San Francisco, CA, USA: Morgan Kaufmann Publishers Inc.
    • J. Han, Data Mining: Concepts and Techniques. San Francisco, CA, USA: Morgan Kaufmann Publishers Inc., 2005.
    • (2005) Data Mining: Concepts and Techniques
    • Han, J.1
  • 48
    • 77950369345 scopus 로고    scopus 로고
    • Data clustering: 50 years beyond k-means
    • A. K. Jain, "Data clustering: 50 years beyond k-means," Pattern Recognition Letters, vol. 31, no. 8, pp. 651-666, 2010.
    • (2010) Pattern Recognition Letters , vol.31 , Issue.8 , pp. 651-666
    • Jain, A.K.1
  • 50
    • 0344236266 scopus 로고    scopus 로고
    • Metaheuristics in combinatorial optimization: Overview and conceptual comparison
    • C. Blum and A. Roli, "Metaheuristics in combinatorial optimization: Overview and conceptual comparison," ACM Computing Surveys, vol. 35, no. 3, pp. 268-308, 2003.
    • (2003) ACM Computing Surveys , vol.35 , Issue.3 , pp. 268-308
    • Blum, C.1    Roli, A.2
  • 51
    • 4544285741 scopus 로고    scopus 로고
    • Distributed clustering in ad-hoc sensor networks: A hybrid, energy-efficient approach
    • O. Younis and S. Fahmy, "Distributed clustering in ad-hoc sensor networks: A hybrid, energy-efficient approach," in Proc. IEEE INFOCOM, 2004.
    • (2004) Proc.IEEE INFOCOM
    • Younis, O.1    Fahmy, S.2
  • 52
    • 0037086890 scopus 로고    scopus 로고
    • Wireless sensor networks: A survey
    • DOI 10.1016/S1389-1286(01)00302-4, PII S1389128601003024
    • I. F. Akyildiz, W. Su, Y. Sankarasubramaniam, and E. Cayirci, "Wireless sensor networks: a survey," Computer Networks, vol. 38, no. 4, pp. 393-422, 2002. (Pubitemid 34181630)
    • (2002) Computer Networks , vol.38 , Issue.4 , pp. 393-422
    • Akyildiz, I.F.1    Su, W.2    Sankarasubramaniam, Y.3    Cayirci, E.4
  • 53
    • 75949120144 scopus 로고    scopus 로고
    • A distributed energy-efficient clustering protocol for wireless sensor networks
    • A. Chamam and S. Pierre, "A distributed energy-efficient clustering protocol for wireless sensor networks," Computers & Electrical Engineering, vol. 36, no. 2, pp. 303-312, 2010.
    • (2010) Computers & Electrical Engineering , vol.36 , Issue.2 , pp. 303-312
    • Chamam, A.1    Pierre, S.2
  • 56
    • 34548850872 scopus 로고    scopus 로고
    • A survey on clustering algorithms for wireless sensor networks
    • DOI 10.1016/j.comcom.2007.05.024, PII S0140366407002162
    • A. A. Abbasi and M. Younis, "A survey on clustering algorithms for wireless sensor networks," Computer Communications, vol. 30, no. 14-15, pp. 2826-2841, 2007. (Pubitemid 47445736)
    • (2007) Computer Communications , vol.30 , Issue.14-15 , pp. 2826-2841
    • Abbasi, A.A.1    Younis, M.2
  • 58
    • 0242513481 scopus 로고    scopus 로고
    • Optimal energy aware clustering in sensor networks
    • S. Ghiasi, A. Srivastava, X. Yang, and Sarrafzadeh, "Optimal energy aware clustering in sensor networks," Sensors, vol. 2, no. 7, pp. 258-269, 2002. (Pubitemid 40643493)
    • (2002) Sensors , vol.2 , Issue.7 , pp. 258-269
    • Ghiasi, S.1    Srivastava, A.2    Yang, X.3    Sarrafzadeh, M.4
  • 61
    • 84860557540 scopus 로고    scopus 로고
    • Resource management in the internet of things: Clustering, synchronisation and software agents
    • T. S. Ĺopez, A. Brintrup, M.-A. Isenberg, and J. Mansfeld, "Resource management in the Internet of Things: Clustering, synchronisation and software agents," in Architecting the Internet of Things, 2011, pp. 159-193.
    • (2011) Architecting the Internet of Things , pp. 159-193
    • Ĺopez, T.S.1    Brintrup, A.2    Isenberg, M.-A.3    Mansfeld, J.4
  • 65
    • 80052368673 scopus 로고    scopus 로고
    • Application study of precision agriculture based on ontology in the internet of things environment
    • J. Zhang, Ed. Berlin, Heidelberg: Springer-Verlag
    • Z. Min, W. Bei, G. Chunyuan, and S. Zhao qian, "Application study of precision agriculture based on ontology in the internet of things environment," in Applied Informatics and Communication, J. Zhang, Ed. Berlin, Heidelberg: Springer-Verlag, 2011, vol. 227, pp. 374-380.
    • (2011) Applied Informatics and Communication , vol.227 , pp. 374-380
    • Min, Z.1    Bei, W.2    Chunyuan, G.3    Zhao Qian, S.4
  • 67
    • 84862946832 scopus 로고    scopus 로고
    • Using the relationship of shared neighbors to find hierarchical overlapping communities for effective connectivity in IoT
    • L. Wang, "Using the relationship of shared neighbors to find hierarchical overlapping communities for effective connectivity in IoT," in Proc. International Conference on Pervasive Computing and Applications, 2011, pp. 400-406.
    • (2011) Proc. International Conference on Pervasive Computing and Applications , pp. 400-406
    • Wang, L.1
  • 70
    • 0344972104 scopus 로고    scopus 로고
    • Decision tree classification of land cover from remotely sensed data
    • DOI 10.1016/S0034-4257(97)00049-7, PII S0034425797000497
    • M. Friedl and C. Brodley, "Decision tree classification of land cover from remotely sensed data," Remote Sensing of Environment, vol. 61, no. 3, pp. 399-409, 1997. (Pubitemid 28052029)
    • (1997) Remote Sensing of Environment , vol.61 , Issue.3 , pp. 399-409
    • Brodley, C.E.1    Friedl, M.A.2
  • 79
    • 77949681594 scopus 로고    scopus 로고
    • SVM-based multimodal classification of activities of daily living in health smart homes: Sensors, algorithms, and first experimental results
    • A. Fleury, M. Vacher, and N. Noury, "SVM-based multimodal classification of activities of daily living in health smart homes: sensors, algorithms, and first experimental results," IEEE Trans. Inf. Technol. Biomed., vol. 14, no. 2, pp. 274-283, 2010.
    • (2010) IEEE Trans. Inf. Technol. Biomed. , vol.14 , Issue.2 , pp. 274-283
    • Fleury, A.1    Vacher, M.2    Noury, N.3
  • 80
    • 34047152899 scopus 로고    scopus 로고
    • Walk detection with a kinematic sensor: Frequency and wavelet comparison
    • DOI 10.1109/IEMBS.2006.260770, 4029112, 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'06
    • P. Barralon, N. Vuillerme, and N. Noury, "Walk detection with a kinematic sensor: frequency and wavelet comparison," in Proc. Annual International Conference of the IEEE Engineering in Medicine and Biology Society, vol. 1, 2006, pp. 1711-1714. (Pubitemid 46520214)
    • (2006) Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings , pp. 1711-1714
    • Barralon, P.1    Vuillerme, N.2    Noury, N.3
  • 82
    • 80053028828 scopus 로고    scopus 로고
    • A fall detection system using knearest neighbor classifier
    • C. L. Liu, C. H. Lee, and P. M. Lin, "A fall detection system using knearest neighbor classifier," Expert Systems with Applications, vol. 37, no. 10, pp. 7174-7181, 2010.
    • (2010) Expert Systems with Applications , vol.37 , Issue.10 , pp. 7174-7181
    • Liu, C.L.1    Lee, C.H.2    Lin, P.M.3
  • 85
    • 60649108972 scopus 로고    scopus 로고
    • Context-aware system for proactive personalized service based on context history
    • J. Hong, E.-H. Suh, J. Kim, and S. Kim, "Context-aware system for proactive personalized service based on context history," Expert Systems with Applications, vol. 36, no. 4, pp. 7448-7457, 2009.
    • (2009) Expert Systems with Applications , vol.36 , Issue.4 , pp. 7448-7457
    • Hong, J.1    Suh, E.-H.2    Kim, J.3    Kim, S.4
  • 86
    • 77957275707 scopus 로고    scopus 로고
    • Affect-aware behaviour modelling and control inside an intelligent environment
    • E. Leon, G. Clarke, V. Callaghan, and F. Doctor, "Affect-aware behaviour modelling and control inside an intelligent environment," Pervasive and Mobile Computing, vol. 6, no. 5, pp. 559-574, 2010.
    • (2010) Pervasive and Mobile Computing , vol.6 , Issue.5 , pp. 559-574
    • Leon, E.1    Clarke, G.2    Callaghan, V.3    Doctor, F.4
  • 87
    • 79955535622 scopus 로고    scopus 로고
    • Automated object identification using optical video cameras on construction sites
    • S. Chi and C. Caldas, "Automated object identification using optical video cameras on construction sites," Computer-Aided Civil and Infrastructure Engineering, vol. 26, no. 5, pp. 368-380, 2011.
    • (2011) Computer-Aided Civil and Infrastructure Engineering , vol.26 , Issue.5 , pp. 368-380
    • Chi, S.1    Caldas, C.2
  • 88
    • 77950945384 scopus 로고    scopus 로고
    • A video-based door monitoring system using local appearance-based face models
    • H. K. Ekenel, J. Stallkamp, and R. Stiefelhagen, "A video-based door monitoring system using local appearance-based face models," Computer Vision and Image Understanding, vol. 114, no. 5, pp. 596-608, 2010.
    • (2010) Computer Vision and Image Understanding , vol.114 , Issue.5 , pp. 596-608
    • Ekenel, H.K.1    Stallkamp, J.2    Stiefelhagen, R.3
  • 91
    • 77956146494 scopus 로고    scopus 로고
    • Real-time automatic ecg diagnosis method dedicated to pervasive cardiac care
    • H. Zhou, K. M. Hou, and D.-C. Zuo, "Real-time automatic ecg diagnosis method dedicated to pervasive cardiac care," Wireless Sensor Network, vol. 1, no. 4, pp. 276-283, 2009.
    • (2009) Wireless Sensor Network , vol.1 , Issue.4 , pp. 276-283
    • Zhou, H.1    Hou, K.M.2    Zuo, D.-C.3
  • 93
    • 34547335088 scopus 로고    scopus 로고
    • Frequent pattern mining: Current status and future directions
    • DOI 10.1007/s10618-006-0059-1, 10th Anniversary Issue
    • J. Han, H. Cheng, D. Xin, and X. Yan, "Frequent pattern mining: current status and future directions," Data Mining and Knowledge Discovery, vol. 15, no. 1, pp. 55-86, 2007. (Pubitemid 47142811)
    • (2007) Data Mining and Knowledge Discovery , vol.15 , Issue.1 , pp. 55-86
    • Han, J.1    Cheng, H.2    Xin, D.3    Yan, X.4
  • 97
    • 84865026754 scopus 로고    scopus 로고
    • The research of data mining technology of privacy preserving in sharing platform of internet of things
    • Y. Wang and X. Zhang, Eds. Springer Berlin Heidelberg
    • L. Chen and G. Ren, "The research of data mining technology of privacy preserving in sharing platform of internet of things," in Internet of Things, Y. Wang and X. Zhang, Eds. Springer Berlin Heidelberg, 2012, vol. 312, pp. 481-485.
    • (2012) Internet of Things , vol.312 , pp. 481-485
    • Chen, L.1    Ren, G.2
  • 98
    • 84891547958 scopus 로고    scopus 로고
    • Association of data mining and healthcare domain: Issues and current state of the art
    • F. E. Bekri and A. Govardhan, "Association of data mining and healthcare domain: Issues and current state of the art," Global Journals Inc., vol. 11, no. 21, pp. 1-8, 2011.
    • (2011) Global Journals Inc. , vol.11 , Issue.21 , pp. 1-8
    • Bekri, F.E.1    Govardhan, A.2
  • 99
    • 33845762138 scopus 로고    scopus 로고
    • Tech. Rep. PICRM-2004-05 Rochester, NY: Rochester Institute of Technology, Printing Industry Center
    • F. J. Romano, "An investigation into printing industry trends," Rochester, NY: Rochester Institute of Technology, Printing Industry Center, Tech. Rep. PICRM-2004-05, 2004.
    • (2004) An Investigation into Printing Industry Trends
    • Romano, F.J.1
  • 101
  • 103
    • 33748365438 scopus 로고    scopus 로고
    • A joinless approach for mining spatial colocation patterns
    • DOI 10.1109/TKDE.2006.150, 1683769
    • J. S. Yoo and S. Shekhar, "A joinless approach for mining spatial colocation patterns," IEEE Trans. Knowl. Data Eng., vol. 18, no. 10, pp. 1323-1337, 2006. (Pubitemid 44335198)
    • (2006) IEEE Transactions on Knowledge and Data Engineering , vol.18 , Issue.10 , pp. 1323-1337
    • Yoo, J.S.1    Shekhar, S.2
  • 104
    • 84903818567 scopus 로고    scopus 로고
    • A framework of spatial co-location pattern mining for ubiquitous GIS
    • S. K. Kim, J. H. Lee, K. H. Ryu, and U. Kim, "A framework of spatial co-location pattern mining for ubiquitous GIS," Multimedia Tools and Applications, pp. 1-20, 2012.
    • (2012) Multimedia Tools and Applications , pp. 1-20
    • Kim, S.K.1    Lee, J.H.2    Ryu, K.H.3    Kim, U.4
  • 105
    • 33646589837 scopus 로고    scopus 로고
    • An application-specific protocol architecture for wireless microsensor networks
    • DOI 10.1109/TWC.2002.804190
    • W. R. Heinzelman, A. P. Chandrakasan, and H. Balakrishnan, "An application-specific protocol architecture for wireless microsensor networks," IEEE Trans. Wireless Commun., vol. 1, no. 4, pp. 660-670, 2002. (Pubitemid 44934253)
    • (2002) IEEE Transactions on Wireless Communications , vol.1 , Issue.4 , pp. 660-670
    • Heinzelman, W.B.1    Chandrakasan, A.P.2    Balakrishnan, H.3
  • 106
    • 10944266504 scopus 로고    scopus 로고
    • HEED: A hybrid, energy-efficient, distributed clustering approach for ad hoc sensor networks
    • DOI 10.1109/TMC.2004.41
    • O. Younis and S. Fahmy, "HEED: A hybrid, energy-efficient, distributed clustering approach for ad hoc sensor networks," IEEE Trans. Mobile Computing, vol. 3, no. 4, pp. 366-379, 2004. (Pubitemid 40010934)
    • (2004) IEEE Transactions on Mobile Computing , vol.3 , Issue.4 , pp. 366-379
    • Younis, O.1    Fahmy, S.2
  • 107
    • 26944488466 scopus 로고    scopus 로고
    • Predicting inhabitant action using action and task models with application to smart homes
    • S. P. Rao and D. J. Cook, "Predicting inhabitant action using action and task models with application to smart homes," International Journal on Artificial Intelligence Tools, vol. 13, no. 1, pp. 81-99, 2004.
    • (2004) International Journal on Artificial Intelligence Tools , vol.13 , Issue.1 , pp. 81-99
    • Rao, S.P.1    Cook, D.J.2
  • 110
  • 114
    • 33847284635 scopus 로고    scopus 로고
    • Recognition of emergent human behaviour in a smart home: A data mining approach
    • DOI 10.1016/j.pmcj.2006.08.002, PII S1574119206000423, Design and Use of Smart Environments
    • S. L̈uhr, G. West, and S. Venkatesh, "Recognition of emergent human behaviour in a smart home: A data mining approach," Pervasive and Mobile Computing, vol. 3, no. 2, pp. 95-116, 2007. (Pubitemid 46329624)
    • (2007) Pervasive and Mobile Computing , vol.3 , Issue.2 , pp. 95-116
    • Luhr, S.1    West, G.2    Venkatesh, S.3
  • 115
    • 84866677478 scopus 로고    scopus 로고
    • A service scenario generation scheme based on association rule mining for elderly surveillance system in a smart home environment
    • K. J. Kang, B. Ka, and S. J. Kim, "A service scenario generation scheme based on association rule mining for elderly surveillance system in a smart home environment," Engineering Applications of Artificial Intelligence, vol. 25, no. 7, pp. 1355-1364, 2012.
    • (2012) Engineering Applications of Artificial Intelligence , vol.25 , Issue.7 , pp. 1355-1364
    • Kang, K.J.1    Ka, B.2    Kim, S.J.3
  • 125
    • 0021013073 scopus 로고
    • Assessing self-maintenance: Activities of daily living, mobility, and instrumental activities of daily living
    • S. Katz, "Assessing self-maintenance: activities of daily living, mobility, and instrumental activities of daily living," Journal of the American Geriatrics Society, vol. 31, no. 12, pp. 721-727, 1983. (Pubitemid 14209563)
    • (1983) Journal of the American Geriatrics Society , vol.31 , Issue.12 , pp. 721-727
    • Katz, S.1
  • 126
    • 84894661202 scopus 로고    scopus 로고
    • available at
    • Activities of daily living (ADL), 2012, available at http://son.uth.tmc. edu/coa/FDGN 1/RESOURCES/ADLandIADL.pdf.
    • (2012) Activities of Daily Living (ADL)
  • 127
    • 84895443321 scopus 로고    scopus 로고
    • Metaheuristic scheduling for cloud: A survey
    • C. W. Tsai and J. Rodrigues, "Metaheuristic scheduling for cloud: A survey," IEEE Syst. J., 2013.
    • (2013) IEEE Syst. J.
    • Tsai, C.W.1    Rodrigues, J.2
  • 129
    • 63649117166 scopus 로고    scopus 로고
    • Cloud computing and emerging it platforms: Vision, hype, and reality for delivering computing as the 5th utility
    • R. Buyya, C. S. Yeo, S. Venugopal, J. Broberg, and I. Brandic, "Cloud computing and emerging it platforms: Vision, hype, and reality for delivering computing as the 5th utility," Future Generation Computer Systems, vol. 25, no. 6, pp. 599-616, 2009.
    • (2009) Future Generation Computer Systems , vol.25 , Issue.6 , pp. 599-616
    • Buyya, R.1    Yeo, C.S.2    Venugopal, S.3    Broberg, J.4    Brandic, I.5
  • 133
    • 84857648626 scopus 로고    scopus 로고
    • Intelligent energy resource management considering vehicle-to-grid: A simulated annealing approach
    • T. Sousa, H. Morais, Z. Vale, P. Faria, and J. Soares, "Intelligent energy resource management considering vehicle-to-grid: A simulated annealing approach," IEEE Trans. Smart Grid, vol. 3, no. 1, pp. 535-542, 2012.
    • (2012) IEEE Trans. Smart Grid , vol.3 , Issue.1 , pp. 535-542
    • Sousa, T.1    Morais, H.2    Vale, Z.3    Faria, P.4    Soares, J.5
  • 134
    • 84857646489 scopus 로고    scopus 로고
    • Performance evaluation of an EDA-based large-scale plug-in hybrid electric vehicle charging algorithm
    • W. Su and M.-Y. Chow, "Performance evaluation of an EDA-based large-scale plug-in hybrid electric vehicle charging algorithm," IEEE Tran. Smart Grid, vol. 3, no. 1, pp. 308-315, 2012.
    • (2012) IEEE Tran. Smart Grid , vol.3 , Issue.1 , pp. 308-315
    • Su, W.1    Chow, M.-Y.2
  • 135
    • 84894652196 scopus 로고    scopus 로고
    • Smarter Planet available at
    • Smarter Planet, 2012, available at http://www.ibm.com/smarterplanet/th/ en/overview/ideas/index.html.
    • (2012)
  • 136
    • 84857542965 scopus 로고    scopus 로고
    • Vision and challenges for realising the internet of things. Cluster of european research projects on the internet of things
    • H. Sundmaeker, P. Guillemin, P. Friess, and S. Woelffĺe, Vision and Challenges for Realising the Internet of Things. Cluster of European Research Projects on the Internet of Things, European Commision, 2010.
    • (2010) European Commision
    • Sundmaeker, H.1    Guillemin, P.2    Friess, P.3    Woelffĺe, S.4
  • 137
    • 84894673703 scopus 로고    scopus 로고
    • Co-operation with the working group RFID of the ETP EPOSS, internet of things in 2020: Roadmap for the future
    • INFSO D.4 Networked Enterprise & RFID INFSO G.2 Micro & Nanosystems
    • INFSO D.4 Networked Enterprise & RFID INFSO G.2 Micro & Nanosystems, in: Co-operation with the Working Group RFID of the ETP EPOSS, Internet of Things in 2020: Roadmap for the future. European Technology Platform on Smart Systems Integration (EPoSS), 2008.
    • (2008) European Technology Platform on Smart Systems Integration (EPoSS)
  • 139
    • 84894680765 scopus 로고    scopus 로고
    • available at
    • Eye on Earth, 2012, available at http://watch.eyeonearth.org.
    • (2012) Eye on Earth
  • 141
    • 84894674622 scopus 로고    scopus 로고
    • Internet of Things System Technology Laboratory available at
    • Internet of Things System Technology Laboratory, Shanghai Institute of Microsystem And Information Technology, 2012, available at http://www.sim.cas. cn/zzjg/kybm/wlwjssys/.
    • (2012) Shanghai Institute of Microsystem and Information Technology
  • 144
    • 79951488002 scopus 로고    scopus 로고
    • Challenges and opportunities of open data in ecology
    • O. J. Reichman, M. B. Jones, and M. P. Schildhauer, "Challenges and opportunities of open data in ecology," Science, vol. 331, pp. 703-705, 2011.
    • Science , vol.331 , Issue.2011 , pp. 703-705
    • Reichman, O.J.1    Jones, M.B.2    Schildhauer, M.P.3
  • 152
    • 73349103422 scopus 로고    scopus 로고
    • Temporal privacy in wireless sensor networks: Theory and practice
    • P. Kamat, W. Xu, W. Trappe, and Y. Zhang, "Temporal privacy in wireless sensor networks: Theory and practice," ACM Trans. Sensor Networks, vol. 5, no. 4, pp. 28:1-28:24, 2009.
    • (2009) ACM Trans. Sensor Networks , vol.5 , Issue.4 , pp. 281-2824
    • Kamat, P.1    Xu, W.2    Trappe, W.3    Zhang, Y.4
  • 154
    • 74949143896 scopus 로고    scopus 로고
    • Internet of things new security and privacy challenges
    • R. H. Weber, "Internet of things new security and privacy challenges," Computer Law & Security Review, vol. 26, no. 1, pp. 23-30, 2010.
    • (2010) Computer Law & Security Review , vol.26 , Issue.1 , pp. 23-30
    • Weber, R.H.1
  • 155
    • 0000671970 scopus 로고
    • Managing the crises in data processing
    • R. L. Nolan, "Managing the crises in data processing," Harvard Business Review, vol. 57, no. 1, pp. 115-126, 1979.
    • (1979) Harvard Business Review , vol.57 , Issue.1 , pp. 115-126
    • Nolan, R.L.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.