메뉴 건너뛰기




Volumn 4, Issue 5, 2017, Pages 1489-1516

Mobile Big Data: The Fuel for Data-Driven Wireless

Author keywords

Big data applications; data analysis; data mining; mobile communication; mobile computing; mobile learning; pervasive computing

Indexed keywords

DATA MINING; DATA REDUCTION; DIGITAL STORAGE; INFORMATION MANAGEMENT; MOBILE COMPUTING; MOBILE TELECOMMUNICATION SYSTEMS; RESEARCH AND DEVELOPMENT MANAGEMENT; SMARTPHONES; UBIQUITOUS COMPUTING;

EID: 85037082878     PISSN: None     EISSN: 23274662     Source Type: Journal    
DOI: 10.1109/JIOT.2017.2714189     Document Type: Article
Times cited : (86)

References (172)
  • 1
    • 85010807235 scopus 로고    scopus 로고
    • Exploiting mobile big data: Sources, features, and applications
    • Jan./Feb.
    • X. Cheng, L. Fang, X. Hong, and L. Yang, "Exploiting mobile big data: Sources, features, and applications, " IEEE Netw., vol. 31, no. 1, pp. 72-79, Jan./Feb. 2017.
    • (2017) IEEE Netw. , vol.31 , Issue.1 , pp. 72-79
    • Cheng, X.1    Fang, L.2    Hong, X.3    Yang, L.4
  • 2
    • 84950986038 scopus 로고    scopus 로고
    • Distributed analytics and edge intelligence: Pervasive health monitoring at the era of fog computing
    • Hangzhou, China, Jun.
    • Y. Cao, P. Hou, D. Brown, J. Wang, and S. Chen, "Distributed analytics and edge intelligence: Pervasive health monitoring at the era of fog computing, " in Proc. Workshop Mobile Big Data, Hangzhou, China, Jun. 2015, pp. 43-48.
    • (2015) Proc. Workshop Mobile Big Data , pp. 43-48
    • Cao, Y.1    Hou, P.2    Brown, D.3    Wang, J.4    Chen, S.5
  • 4
    • 84926488442 scopus 로고    scopus 로고
    • Mobile cloud sensing, big data, and 5G networks make an intelligent and smart world
    • Mar./Apr.
    • Q. Han, S. Liang, and H. Zhang, "Mobile cloud sensing, big data, and 5G networks make an intelligent and smart world, " IEEE Netw., vol. 29, no. 2, pp. 40-45, Mar./Apr. 2015.
    • (2015) IEEE Netw. , vol.29 , Issue.2 , pp. 40-45
    • Han, Q.1    Liang, S.2    Zhang, H.3
  • 5
    • 84861113715 scopus 로고    scopus 로고
    • 3D data management: Controlling data volume, velocity and variety
    • Feb.
    • D. Laney, "3D data management: Controlling data volume, velocity and variety, " META Group Res. Note, vol. 6, p. 70, Feb. 2001.
    • (2001) META Group Res. Note , vol.6 , pp. 70
    • Laney, D.1
  • 7
    • 84864133585 scopus 로고    scopus 로고
    • Extracting value from chaos
    • J. Gantz and D. Reinsel, "Extracting value from chaos, " IDC iView, pp. 1-12, 2011.
    • (2011) IDC IView , pp. 1-12
    • Gantz, J.1    Reinsel, D.2
  • 8
    • 84861634702 scopus 로고    scopus 로고
    • Inter-call mobility model: A spatio-temporal refinement of call data records using a Gaussian mixture model
    • Orlando, FL, USA, Mar.
    • M. Ficek and L. Kencl, "Inter-call mobility model: A spatio-temporal refinement of call data records using a Gaussian mixture model, " in Proc. IEEE Int. Conf. Comput. Commun. (INFOCOM), Orlando, FL, USA, Mar. 2012, pp. 469-477.
    • (2012) Proc. IEEE Int. Conf. Comput. Commun. (INFOCOM) , pp. 469-477
    • Ficek, M.1    Kencl, L.2
  • 9
    • 0036448827 scopus 로고    scopus 로고
    • Using wireless Ethernet for localization
    • Lausanne, Switzerland, Sep./Oct.
    • A. M. Ladd et al., "Using wireless Ethernet for localization, " in Proc. IEEE/RSJ Int. Conf. Intell. Robots Syst., Lausanne, Switzerland, Sep./Oct. 2002, pp. 402-408.
    • (2002) Proc. IEEE/RSJ Int. Conf. Intell. Robots Syst. , pp. 402-408
    • Ladd, A.M.1
  • 10
    • 84880865323 scopus 로고    scopus 로고
    • WiFi-SLAM using Gaussian process latent variable models
    • Hyderabad, India, Jan.
    • B. Ferris, D. Fox, and N. D. Lawrence, "WiFi-SLAM using Gaussian process latent variable models, " in Proc. 20th Int. Joint Conf. Artif. Intell. (IJCAI), vol. 7. Hyderabad, India, Jan. 2007, pp. 2480-2485.
    • (2007) Proc. 20th Int. Joint Conf. Artif. Intell. (IJCAI) , vol.7 , pp. 2480-2485
    • Ferris, B.1    Fox, D.2    Lawrence, N.D.3
  • 11
    • 82955200934 scopus 로고    scopus 로고
    • Efficient, generalized indoor WiFi GraphSLAM
    • Shanghai, China, May
    • J. Huang et al., "Efficient, generalized indoor WiFi GraphSLAM, " in Proc. IEEE Int. Conf. Robot. Autom. (ICRA), Shanghai, China, May 2011, pp. 1038-1043.
    • (2011) Proc. IEEE Int. Conf. Robot. Autom. (ICRA) , pp. 1038-1043
    • Huang, J.1
  • 13
    • 80052680843 scopus 로고    scopus 로고
    • Estimating the number of users behind IP addresses for combating abusive traffic
    • San Diego, CA, USA, Aug.
    • A. Metwally and M. Paduano, "Estimating the number of users behind IP addresses for combating abusive traffic, " in Proc. 17th ACM Int. Conf. Knowl. Disc. Data Min., San Diego, CA, USA, Aug. 2011, pp. 249-257.
    • (2011) Proc. 17th ACM Int. Conf. Knowl. Disc. Data Min. , pp. 249-257
    • Metwally, A.1    Paduano, M.2
  • 15
    • 2342574804 scopus 로고    scopus 로고
    • Semantic location modeling for location navigation in mobile environment
    • Berkeley, CA, USA, Jan.
    • H. Hu and D.-L. Lee, "Semantic location modeling for location navigation in mobile environment, " in Proc. IEEE Int. Conf. Mobile Data Manag. (MDM), Berkeley, CA, USA, Jan. 2004, pp. 52-61.
    • (2004) Proc. IEEE Int. Conf. Mobile Data Manag. (MDM) , pp. 52-61
    • Hu, H.1    Lee, D.-L.2
  • 17
    • 84904490536 scopus 로고    scopus 로고
    • Game of words: Tagging places through crowdsourcing on public displays
    • Vancouver, BC, Canada, Jun.
    • J. Goncalves, S. Hosio, D. Ferreira, and V. Kostakos, "Game of words: Tagging places through crowdsourcing on public displays, " in Proc. Conf. Designing Interact. Syst., Vancouver, BC, Canada, Jun. 2014, pp. 705-714.
    • (2014) Proc. Conf. Designing Interact. Syst. , pp. 705-714
    • Goncalves, J.1    Hosio, S.2    Ferreira, D.3    Kostakos, V.4
  • 19
    • 84928381098 scopus 로고    scopus 로고
    • Subspace learning and imputation for streaming big data matrices and tensors
    • May
    • M. Mardani, G. Mateos, and G. B. Giannakis, "Subspace learning and imputation for streaming big data matrices and tensors, " IEEE Trans. Signal Process., vol. 63, no. 10, pp. 2663-2677, May 2015.
    • (2015) IEEE Trans. Signal Process. , vol.63 , Issue.10 , pp. 2663-2677
    • Mardani, M.1    Mateos, G.2    Giannakis, G.B.3
  • 20
    • 85032750931 scopus 로고    scopus 로고
    • Outlying sequence detection in large data sets: A data-driven approach
    • Sep.
    • A. Tajer, V. V. Veeravalli, and H. V. Poor, "Outlying sequence detection in large data sets: A data-driven approach, " IEEE Signal Process. Mag., vol. 31, no. 5, pp. 44-56, Sep. 2014.
    • (2014) IEEE Signal Process. Mag. , vol.31 , Issue.5 , pp. 44-56
    • Tajer, A.1    Veeravalli, V.V.2    Poor, H.V.3
  • 21
    • 84908011088 scopus 로고    scopus 로고
    • Mobile big data analytics: Research, practice, and opportunities
    • Brisbane, QLD, Australia, Jul.
    • D. Z. Yazti and S. Krishnaswamy, "Mobile big data analytics: Research, practice, and opportunities, " in Proc. 15th IEEE Int. Conf. Mobile Data Manag. (MDM), Brisbane, QLD, Australia, Jul. 2014, pp. 1-2.
    • (2014) Proc. 15th IEEE Int. Conf. Mobile Data Manag. (MDM) , pp. 1-2
    • Yazti, D.Z.1    Krishnaswamy, S.2
  • 25
    • 84856144903 scopus 로고    scopus 로고
    • NRC data collection and the privacy by design principles
    • Nov.
    • I. Aad and V. Niemi, "NRC data collection and the privacy by design principles, " in Proc. Phone Sense, Nov. 2010, pp. 41-45.
    • (2010) Proc. Phone Sense , pp. 41-45
    • Aad, I.1    Niemi, V.2
  • 26
    • 84896443267 scopus 로고    scopus 로고
    • Big mobile data mining: Good or evil?
    • Jan./Feb.
    • M. Musolesi, "Big mobile data mining: Good or evil?" IEEE Internet Comput., vol. 18, no. 1, pp. 78-81, Jan./Feb. 2014.
    • (2014) IEEE Internet Comput. , vol.18 , Issue.1 , pp. 78-81
    • Musolesi, M.1
  • 27
    • 78650599919 scopus 로고    scopus 로고
    • The PROBE framework for the personalized cloaking of private locations
    • Aug.
    • M. L. Damiani, E. Bertino, and C. Silvestri, "The PROBE framework for the personalized cloaking of private locations, " ACM Trans. Data Privacy, vol. 3, no. 2, pp. 123-148, Aug. 2010.
    • (2010) ACM Trans. Data Privacy , vol.3 , Issue.2 , pp. 123-148
    • Damiani, M.L.1    Bertino, E.2    Silvestri, C.3
  • 28
    • 80054065916 scopus 로고    scopus 로고
    • Fine-grained cloaking of sensitive positions in location-sharing applications
    • Apr.
    • M. L. Damiani, C. Silvestri, and E. Bertino, "Fine-grained cloaking of sensitive positions in location-sharing applications, " IEEE Pervasive Comput., vol. 10, no. 4, pp. 64-72, Apr. 2011.
    • (2011) IEEE Pervasive Comput. , vol.10 , Issue.4 , pp. 64-72
    • Damiani, M.L.1    Silvestri, C.2    Bertino, E.3
  • 29
    • 84863243957 scopus 로고    scopus 로고
    • A new generation method of an user profile for information filtering on the Internet
    • Tokyo, Japan, Jan.
    • Y.-W. Park and E.-S. Lee, "A new generation method of an user profile for information filtering on the Internet, " in Proc. 12th Int. Conf. Inf. Netw., Tokyo, Japan, Jan. 1998, pp. 261-264.
    • (1998) Proc. 12th Int. Conf. Inf. Netw. , pp. 261-264
    • Park, Y.-W.1    Lee, E.-S.2
  • 30
    • 0033653019 scopus 로고    scopus 로고
    • Content-based book recommending using learning for text categorization
    • San Antonio, TX, USA
    • R. J. Mooney and L. Roy, "Content-based book recommending using learning for text categorization, " in Proc. 15th ACM Conf. Digit. Libraries, San Antonio, TX, USA, 2000, pp. 195-204.
    • (2000) Proc. 15th ACM Conf. Digit. Libraries , pp. 195-204
    • Mooney, R.J.1    Roy, L.2
  • 31
    • 0030349576 scopus 로고    scopus 로고
    • Syskill & webert: Identifying interesting web sites
    • Portland, OR, USA, Aug.
    • M. Pazzani, J. Muramatsu, and D. Billsus, "Syskill & Webert: Identifying interesting Web sites, " in Proc. 13th Nat. Conf. Artif. Intell., Portland, OR, USA, Aug. 1996, pp. 54-61.
    • (1996) Proc. 13th Nat. Conf. Artif. Intell , pp. 54-61
    • Pazzani, M.1    Muramatsu, J.2    Billsus, D.3
  • 32
    • 0742327552 scopus 로고    scopus 로고
    • Learning for automatic personalization in a semantic taxonomy-based meta-search agent
    • W. Kim, L. Kerschberg, and A. Scime, "Learning for automatic personalization in a semantic taxonomy-based meta-search agent, " Electron. Commerce Res. Appl., vol. 1, no. 2, pp. 150-173, 2002.
    • (2002) Electron. Commerce Res. Appl. , vol.1 , Issue.2 , pp. 150-173
    • Kim, W.1    Kerschberg, L.2    Scime, A.3
  • 33
    • 84863660975 scopus 로고    scopus 로고
    • Getting real: A naturalistic methodology for using smartphones to collect mediated communications
    • Apr.
    • C. C. Tossell, P. Kortum, C. W. Shepard, A. Rahmati, and L. Zhong, "Getting real: A naturalistic methodology for using smartphones to collect mediated communications, " Human Comput. Interaction, vol. 2012, no. 10, pp. 1-10, Apr. 2012.
    • (2012) Human Comput. Interaction , vol.2012 , Issue.10 , pp. 1-10
    • Tossell, C.C.1    Kortum, P.2    Shepard, C.W.3    Rahmati, A.4    Zhong, L.5
  • 34
    • 33645311516 scopus 로고    scopus 로고
    • Reality mining: Sensing complex social systems
    • May
    • N. Eagle and A. Pentland, "Reality mining: Sensing complex social systems, " Pers. Ubiquitous Comput., vol. 10, no. 4, pp. 255-268, May 2006.
    • (2006) Pers. Ubiquitous Comput. , vol.10 , Issue.4 , pp. 255-268
    • Eagle, N.1    Pentland, A.2
  • 36
    • 84902484319 scopus 로고    scopus 로고
    • Device analyzer: Largescale mobile data collection
    • Mar.
    • D. T. Wagner, A. Rice, and A. R. Beresford, "Device analyzer: Largescale mobile data collection, " ACM SIGMETRICS Perform. Eval. Rev., vol. 41, no. 4, pp. 53-56, Mar. 2014.
    • (2014) ACM SIGMETRICS Perform. Eval. Rev. , vol.41 , Issue.4 , pp. 53-56
    • Wagner, D.T.1    Rice, A.2    Beresford, A.R.3
  • 37
    • 44849122540 scopus 로고    scopus 로고
    • Understanding individual human mobility patterns
    • Mar.
    • M. C. González, C. A. Hidalgo, and A.-L. Barabási, "Understanding individual human mobility patterns, " Nature, vol. 453, no. 7196, pp. 779-782, Mar. 2008.
    • (2008) Nature , vol.453 , Issue.7196 , pp. 779-782
    • González, M.C.1    Hidalgo, C.A.2    Barabási, A.-L.3
  • 38
    • 77149139158 scopus 로고    scopus 로고
    • Limits of predictability in human mobility
    • Feb.
    • C. Song, Z. Qu, N. Blumm, and A.-L. Barabási, "Limits of predictability in human mobility, " Science, vol. 327, no. 5968, pp. 1018-1021, Feb. 2010.
    • (2010) Science , vol.327 , Issue.5968 , pp. 1018-1021
    • Song, C.1    Qu, Z.2    Blumm, N.3    Barabási, A.-L.4
  • 39
    • 84875822474 scopus 로고    scopus 로고
    • Unique in the crowd: The privacy bounds of human mobility
    • Mar.
    • Y.-A. de Montjoye, C. A. Hidalgo, M. Verleysen, and V. D. Blondel, "Unique in the crowd: The privacy bounds of human mobility, " Sci. Rep., vol. 3, Mar. 2013, Art. no. 1376.
    • (2013) Sci. Rep. , vol.3
    • De Montjoye, Y.-A.1    Hidalgo, C.A.2    Verleysen, M.3    Blondel, V.D.4
  • 40
    • 33750318706 scopus 로고    scopus 로고
    • Predestination: Inferring destinations from partial trajectories
    • Orange County, CA, USA, Sep.
    • J. Krumm and E. Horvitz, "Predestination: Inferring destinations from partial trajectories, " in Proc. 8th Int. Conf. Ubiquitous Comput., Orange County, CA, USA, Sep. 2006, pp. 243-260.
    • (2006) Proc. 8th Int. Conf. Ubiquitous Comput. , pp. 243-260
    • Krumm, J.1    Horvitz, E.2
  • 41
    • 65049089233 scopus 로고    scopus 로고
    • Eigenbehaviors: Identifying structure in routine
    • Sep.
    • N. Eagle and A. S. Pentland, "Eigenbehaviors: Identifying structure in routine, " Behav. Ecol. Sociobiol., vol. 63, no. 11, pp. 1057-1066, Sep. 2009.
    • (2009) Behav. Ecol. Sociobiol. , vol.63 , Issue.11 , pp. 1057-1066
    • Eagle, N.1    Pentland, A.S.2
  • 42
    • 84868278154 scopus 로고    scopus 로고
    • Far out: Predicting long-term human mobility
    • Toronto, ON, Canada, Jul.
    • A. Sadilek and J. Krumm, "Far out: Predicting long-term human mobility, " in Proc. 26th AAAI Conf. Artif. Intell., Toronto, ON, Canada, Jul. 2012, pp. 1-7.
    • (2012) Proc. 26th AAAI Conf. Artif. Intell. , pp. 1-7
    • Sadilek, A.1    Krumm, J.2
  • 43
    • 59249102268 scopus 로고    scopus 로고
    • Navigate like a cabbie: Probabilistic reasoning from observed context-aware behavior
    • Seoul, South Korea, Sep.
    • B. D. Ziebart, A. L. Maas, A. K. Dey, and J. A. Bagnell, "Navigate like a cabbie: Probabilistic reasoning from observed context-aware behavior, " in Proc. 10th Int. Conf. Ubiquitous Comput., Seoul, South Korea, Sep. 2008, pp. 322-331.
    • (2008) Proc. 10th Int. Conf. Ubiquitous Comput. , pp. 322-331
    • Ziebart, B.D.1    Maas, A.L.2    Dey, A.K.3    Bagnell, J.A.4
  • 44
    • 80052648113 scopus 로고    scopus 로고
    • Friendship and mobility: User movement in location-based social networks
    • San Diego, CA, USA, Aug.
    • E. Cho, S. A. Myers, and J. Leskovec, "Friendship and mobility: User movement in location-based social networks, " in Proc. 17th ACM SIGKDD Int. Conf. Knowl. Disc. Data Min., San Diego, CA, USA, Aug. 2011, pp. 1082-1090.
    • (2011) Proc. 17th ACM SIGKDD Int. Conf. Knowl. Disc. Data Min. , pp. 1082-1090
    • Cho, E.1    Myers, S.A.2    Leskovec, J.3
  • 45
    • 84921997857 scopus 로고    scopus 로고
    • Entangling mobility and interactions in social media
    • Mar.
    • P. A. Grabowicz, J. J. Ramasco, B. Gonçalves, and V. M. Eguiluz, "Entangling mobility and interactions in social media, " PLoS ONE, vol. 9, no. 3, Mar. 2014, Art. no. e92196.
    • (2014) PLoS ONE , vol.9 , Issue.3
    • Grabowicz, P.A.1    Ramasco, J.J.2    Gonçalves, B.3    Eguiluz, V.M.4
  • 46
    • 84889099079 scopus 로고    scopus 로고
    • Interdependence and predictability of human mobility and social interactions
    • Dec.
    • M. De Domenico, A. Lima, and M. Musolesi, "Interdependence and predictability of human mobility and social interactions, " Pervasive Mobile Comput., vol. 9, no. 6, pp. 798-807, Dec. 2013.
    • (2013) Pervasive Mobile Comput. , vol.9 , Issue.6 , pp. 798-807
    • De Domenico, M.1    Lima, A.2    Musolesi, M.3
  • 48
    • 80054078691 scopus 로고    scopus 로고
    • When recommendation meets mobile: Contextual and personalized recommendation on the go
    • Beijing, China, Sep.
    • J. Zhuang, T. Mei, S. C. Hoi, Y.-Q. Xu, and S. Li, "When recommendation meets mobile: Contextual and personalized recommendation on the go, " in Proc. 13th Int. Conf. Ubiquitous Comput., Beijing, China, Sep. 2011, pp. 153-162.
    • (2011) Proc. 13th Int. Conf. Ubiquitous Comput. , pp. 153-162
    • Zhuang, J.1    Mei, T.2    Hoi, S.C.3    Xu, Y.-Q.4    Li, S.5
  • 49
    • 84919608533 scopus 로고    scopus 로고
    • Mining mobile user preferences for personalized context-aware recommendation
    • Dec.
    • H. Zhu et al., "Mining mobile user preferences for personalized context-aware recommendation, " ACM Trans. Intell. Syst. Technol., vol. 5, no. 4, pp. 1-27, Dec. 2014.
    • (2014) ACM Trans. Intell. Syst. Technol. , vol.5 , Issue.4 , pp. 1-27
    • Zhu, H.1
  • 50
    • 84903815182 scopus 로고    scopus 로고
    • Online role mining for contextaware mobile service recommendation
    • Jun.
    • R. K. Wong, V. W. Chu, and T. Hao, "Online role mining for contextaware mobile service recommendation, " Pers. Ubiquitous Comput., vol. 18, no. 5, pp. 1029-1046, Jun. 2014.
    • (2014) Pers. Ubiquitous Comput. , vol.18 , Issue.5 , pp. 1029-1046
    • Wong, R.K.1    Chu, V.W.2    Hao, T.3
  • 52
    • 77950973128 scopus 로고    scopus 로고
    • IFall: An android application for fall monitoring and response
    • Minneapolis, MN, USA, Sep.
    • F. Sposaro and G. Tyson, "iFall: An android application for fall monitoring and response, " in Proc. Annu. Int. Conf. Eng. Med. Biol. Soc. (EMBC), Minneapolis, MN, USA, Sep. 2009, pp. 6119-6122.
    • (2009) Proc. Annu. Int. Conf. Eng. Med. Biol. Soc. (EMBC) , pp. 6119-6122
    • Sposaro, F.1    Tyson, G.2
  • 53
    • 84872463842 scopus 로고    scopus 로고
    • Classification accuracies of physical activities using smartphone motion sensors
    • Sep./Oct.
    • W. Wu, S. Dasgupta, E. E. Ramirez, C. Peterson, and J. G. Norman, "Classification accuracies of physical activities using smartphone motion sensors, " J. Med. Internet Res., vol. 14, no. 5, Sep./Oct. 2012, Art. no. e130.
    • (2012) J. Med. Internet Res. , vol.14 , Issue.5
    • Wu, W.1    Dasgupta, S.2    Ramirez, E.E.3    Peterson, C.4    Norman, J.G.5
  • 54
    • 84958549249 scopus 로고    scopus 로고
    • SPARK: Personalized Parkinson disease interventions through synergy between a smartphone and a smartwatch
    • A. Marcus, Ed. Cham, Switzerland: Springer
    • V. Sharma et al., "SPARK: Personalized Parkinson disease interventions through synergy between a smartphone and a smartwatch, " in Design, User Experience, and Usability. User Experience Design for Everyday Life Applications and Services, A. Marcus, Ed. Cham, Switzerland: Springer, 2014, pp. 103-114.
    • (2014) Design, User Experience, and Usability. User Experience Design for Everyday Life Applications and Services , pp. 103-114
    • Sharma, V.1
  • 57
    • 84940213368 scopus 로고    scopus 로고
    • Towards a comparative science of cities: Using mobile traffic records in New York, London, and Hong Kong
    • M. Helbich, J. J. Arsanjani, and M. Leitner, Eds. Cham, Switzerland: Springer, Nov
    • S. Grauwin, S. Sobolevsky, S. Moritz, I. Gódor, and C. Ratti, "Towards a comparative science of cities: Using mobile traffic records in New York, London, and Hong Kong, " in Computational Approaches for Urban Environments (Geotechnologies and the Environment), vol. 13, M. Helbich, J. J. Arsanjani, and M. Leitner, Eds. Cham, Switzerland: Springer, Nov. 2015, pp. 363-387.
    • (2015) Computational Approaches for Urban Environments (Geotechnologies and the Environment) , vol.13 , pp. 363-387
    • Grauwin, S.1    Sobolevsky, S.2    Moritz, S.3    Gódor, I.4    Ratti, C.5
  • 58
    • 84866045445 scopus 로고    scopus 로고
    • Discovering regions of different functions in a city using human mobility and POIs
    • Beijing, China, Aug.
    • J. Yuan, Y. Zheng, and X. Xie, "Discovering regions of different functions in a city using human mobility and POIs, " in Proc. 18th ACM SIGKDD Int. Conf. Knowl. Disc. Data Min., Beijing, China, Aug. 2012, pp. 186-194.
    • (2012) Proc. 18th ACM SIGKDD Int. Conf. Knowl. Disc. Data Min. , pp. 186-194
    • Yuan, J.1    Zheng, Y.2    Xie, X.3
  • 59
    • 84886497592 scopus 로고    scopus 로고
    • AllAboard: A system for exploring urban mobility and optimizing public transport using cellphone data
    • Prague, Czechia, Sep.
    • M. Berlingerio et al., "AllAboard: A system for exploring urban mobility and optimizing public transport using cellphone data, " in Proc. Eur. Conf. Mach. Learn. Knowl. Disc. Databases, Prague, Czechia, Sep. 2013, pp. 663-666.
    • (2013) Proc. Eur. Conf. Mach. Learn. Knowl. Disc. Databases , pp. 663-666
    • Berlingerio, M.1
  • 60
    • 84940460451 scopus 로고    scopus 로고
    • Traffic zone division based on big data from mobile phone base stations
    • Sep.
    • H. Dong et al., "Traffic zone division based on big data from mobile phone base stations, " Transp. Res. C Emerg. Technol., vol. 58, pp. 278-291, Sep. 2015.
    • (2015) Transp. Res. C Emerg. Technol. , vol.58 , pp. 278-291
    • Dong, H.1
  • 61
    • 78650629618 scopus 로고    scopus 로고
    • T-Drive: Driving directions based on taxi trajectories
    • San Jose, CA, USA, Nov.
    • J. Yuan et al., "T-Drive: Driving directions based on taxi trajectories, " in Proc. 18th SIGSPATIAL Int. Conf. Adv. Geographic Inf. Syst., San Jose, CA, USA, Nov. 2010, pp. 99-108.
    • (2010) Proc. 18th SIGSPATIAL Int. Conf. Adv. Geographic Inf. Syst. , pp. 99-108
    • Yuan, J.1
  • 62
    • 84903594311 scopus 로고    scopus 로고
    • City sensing: Visualising mobile and social data about a city scale event
    • Como, Italy, May
    • F. Antonelli et al., "City sensing: Visualising mobile and social data about a city scale event, " in Proc. Int. Working Conf. Adv. Vis. Interfaces, Como, Italy, May 2014, pp. 337-338.
    • (2014) Proc. Int. Working Conf. Adv. Vis. Interfaces , pp. 337-338
    • Antonelli, F.1
  • 63
    • 84885225265 scopus 로고    scopus 로고
    • Characterizing social response to urban earthquakes using cell-phone network data: The 2012 Oaxaca earthquake
    • Adjunct Publication, Zürich, Switzerland, Sep.
    • B. Moumni, V. Frias-Martinez, and E. Frias-Martinez, "Characterizing social response to urban earthquakes using cell-phone network data: The 2012 Oaxaca earthquake, " in Proc. ACM Conf. Pervasive Ubiquitous Comput. Adjunct Publication, Zürich, Switzerland, Sep. 2013, pp. 1199-1208.
    • (2013) Proc. ACM Conf. Pervasive Ubiquitous Comput. , pp. 1199-1208
    • Moumni, B.1    Frias-Martinez, V.2    Frias-Martinez, E.3
  • 65
    • 84944246873 scopus 로고    scopus 로고
    • Wireless communications in the era of big data
    • Oct.
    • S. Bi, R. Zhang, Z. Ding, and S. Cui, "Wireless communications in the era of big data, " IEEE Commun. Mag., vol. 53, no. 10, pp. 190-199, Oct. 2015.
    • (2015) IEEE Commun. Mag. , vol.53 , Issue.10 , pp. 190-199
    • Bi, S.1    Zhang, R.2    Ding, Z.3    Cui, S.4
  • 66
    • 84871985984 scopus 로고    scopus 로고
    • Content consumption cartography of the Paris urban region using cellular probe data
    • Nice, France, Dec.
    • S. Hoteit et al., "Content consumption cartography of the Paris urban region using cellular probe data, " in Proc. 1st Workshop Urban Netw., Nice, France, Dec. 2012, pp. 43-48.
    • (2012) Proc. 1st Workshop Urban Netw. , pp. 43-48
    • Hoteit, S.1
  • 68
    • 84879854889 scopus 로고    scopus 로고
    • Representation learning: A review and new perspectives
    • Aug.
    • Y. Bengio, A. Courville, and P. Vincent, "Representation learning: A review and new perspectives, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 35, no. 8, pp. 1798-1828, Aug. 2013.
    • (2013) IEEE Trans. Pattern Anal. Mach. Intell. , vol.35 , Issue.8 , pp. 1798-1828
    • Bengio, Y.1    Courville, A.2    Vincent, P.3
  • 70
    • 84867539048 scopus 로고    scopus 로고
    • A few useful things to know about machine learning
    • Oct.
    • P. Domingos, "A few useful things to know about machine learning, " Commun. ACM, vol. 55, no. 10, pp. 78-87, Oct. 2012.
    • (2012) Commun. ACM , vol.55 , Issue.10 , pp. 78-87
    • Domingos, P.1
  • 71
    • 33746600649 scopus 로고    scopus 로고
    • Reducing the dimensionality of data with neural networks
    • Jul.
    • G. E. Hinton and R. R. Salakhutdinov, "Reducing the dimensionality of data with neural networks, " Science, vol. 313, no. 5786, pp. 504-507, Jul. 2006.
    • (2006) Science , vol.313 , Issue.5786 , pp. 504-507
    • Hinton, G.E.1    Salakhutdinov, R.R.2
  • 72
  • 73
    • 84971373627 scopus 로고    scopus 로고
    • Mobile big data analytics using deep learning and apache spark
    • May/Jun.
    • M. A. Alsheikh, D. Niyato, S. Lin, H.-P. Tan, and Z. Han, "Mobile big data analytics using deep learning and apache spark, " IEEE Netw., vol. 30, no. 3, pp. 22-29, May/Jun. 2016.
    • (2016) IEEE Netw. , vol.30 , Issue.3 , pp. 22-29
    • Alsheikh, M.A.1    Niyato, D.2    Lin, S.3    Tan, H.-P.4    Han, Z.5
  • 77
    • 0040260430 scopus 로고    scopus 로고
    • Using query zoning and correlation within SMART
    • Gaithersburg, MD, USA, Nov.
    • C. Buckley, A. Singhal, and M. Mitra, "Using query zoning and correlation within SMART, " in Proc. 5th Text Retrieval Conf., Gaithersburg, MD, USA, Nov. 1996, pp. 105-118.
    • (1996) Proc. 5th Text Retrieval Conf. , pp. 105-118
    • Buckley, C.1    Singhal, A.2    Mitra, M.3
  • 81
    • 0034998219 scopus 로고    scopus 로고
    • Enabling personalized recommendation on the Web based on user interests and behaviors
    • Heidelberg, Germany
    • Y.-H. Wu, Y.-C. Chen, and A. L. P. Chen, "Enabling personalized recommendation on the Web based on user interests and behaviors, " in Proc. 11th Int. Workshop Res. Issues Data Eng., Heidelberg, Germany, 2001, pp. 17-24.
    • (2001) Proc. 11th Int. Workshop Res. Issues Data Eng. , pp. 17-24
    • Wu, Y.-H.1    Chen, Y.-C.2    Chen, A.L.P.3
  • 82
    • 85013228673 scopus 로고    scopus 로고
    • Accessed on Jan. 28
    • Open Directory Project. Accessed on Jan. 28, 2016. [Online]. Available: https://www. dmoz. org/
    • (2016) Open Directory Project
  • 83
    • 0031385045 scopus 로고    scopus 로고
    • Web mining: Information and pattern discovery on the World Wide Web
    • Newport Beach, CA, USA, Nov.
    • R. Cooley, B. Mobasher, and J. Srivastava, "Web mining: Information and pattern discovery on the World Wide Web, " in Proc. 9th IEEE Int. Conf. Tools Artif. Intell., Newport Beach, CA, USA, Nov. 1997, pp. 558-567.
    • (1997) Proc. 9th IEEE Int. Conf. Tools Artif. Intell. , pp. 558-567
    • Cooley, R.1    Mobasher, B.2    Srivastava, J.3
  • 85
    • 0002000090 scopus 로고    scopus 로고
    • Web usage mining: Discovery and applications of usage patterns from Web data
    • Jan.
    • J. Srivastava, R. Cooley, M. Deshpande, and P.-N. Tan, "Web usage mining: Discovery and applications of usage patterns from Web data, " ACM SIGKDD Explor. Newslett., vol. 1, no. 2, pp. 12-23, Jan. 2000.
    • (2000) ACM SIGKDD Explor. Newslett. , vol.1 , Issue.2 , pp. 12-23
    • Srivastava, J.1    Cooley, R.2    Deshpande, M.3    Tan, P.-N.4
  • 86
    • 0003235454 scopus 로고    scopus 로고
    • Clustering methods for collaborative filtering
    • Madison, WI, USA, Jul.
    • L. H. Ungar and D. P. Foster, "Clustering methods for collaborative filtering, " in Proc. AAAI Workshop Recommendation Syst., Madison, WI, USA, Jul. 1998, pp. 114-129.
    • (1998) Proc. AAAI Workshop Recommendation Syst. , pp. 114-129
    • Ungar, L.H.1    Foster, D.P.2
  • 88
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the em algorithm
    • Jan.
    • A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum likelihood from incomplete data via the EM algorithm, " J. Roy. Stat. Soc. B (Methodol.), vol. 39, no. 1, pp. 1-38, Jan. 1977.
    • (1977) J. Roy. Stat. Soc. B (Methodol.) , vol.39 , Issue.1 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 89
    • 0033722182 scopus 로고    scopus 로고
    • Mining navigation history for recommendation
    • New Orleans, LA, USA, Jan.
    • X. Fu, J. Budzik, and K. J. Hammond, "Mining navigation history for recommendation, " in Proc. 5th Int. Conf. Intell., New Orleans, LA, USA, Jan. 2000, pp. 106-112.
    • (2000) Proc. 5th Int. Conf. Intell. , pp. 106-112
    • Fu, X.1    Budzik, J.2    Hammond, K.J.3
  • 90
    • 0036103365 scopus 로고    scopus 로고
    • Efficient adaptive-support association rule mining for recommender systems
    • Jan.
    • W. Lin, S. A. Alvarez, and C. Ruiz, "Efficient adaptive-support association rule mining for recommender systems, " Data Min. Knowl. Disc., vol. 6, no. 1, pp. 83-105, Jan. 2002.
    • (2002) Data Min. Knowl. Disc. , vol.6 , Issue.1 , pp. 83-105
    • Lin, W.1    Alvarez, S.A.2    Ruiz, C.3
  • 91
    • 0141953855 scopus 로고    scopus 로고
    • Effective personalization based on association rule discovery from Web usage data
    • Atlanta, GA, USA, Nov.
    • B. Mobasher, H. Dai, T. Luo, and M. Nakagawa, "Effective personalization based on association rule discovery from Web usage data, " in Proc. 3rd Int. Workshop Web Inf. Data Manag., Atlanta, GA, USA, Nov. 2001, pp. 9-15.
    • (2001) Proc. 3rd Int. Workshop Web Inf. Data Manag. , pp. 9-15
    • Mobasher, B.1    Dai, H.2    Luo, T.3    Nakagawa, M.4
  • 93
    • 33748846783 scopus 로고    scopus 로고
    • Improving the effectiveness of model based recommender systems for highly sparse and noisy Web usage data
    • Compiègne, France, Sep.
    • B. S. Suryavanshi, N. Shiri, and S. P. Mudur, "Improving the effectiveness of model based recommender systems for highly sparse and noisy Web usage data, " in Proc. IEEE/WIC/ACM Int. Conf. Web Intell. (WI), Compiègne, France, Sep. 2005, pp. 618-621.
    • (2005) Proc. IEEE/WIC/ACM Int. Conf. Web Intell. (WI) , pp. 618-621
    • Suryavanshi, B.S.1    Shiri, N.2    Mudur, S.P.3
  • 99
    • 84863562839 scopus 로고    scopus 로고
    • Context-aware role mining for mobile service recommendation
    • Trento, Italy, Mar.
    • J. Wang et al., "Context-aware role mining for mobile service recommendation, " in Proc. 27th Annu. ACM Symp. Appl. Comput., Trento, Italy, Mar. 2012, pp. 173-178.
    • (2012) Proc. 27th Annu. ACM Symp. Appl. Comput. , pp. 173-178
    • Wang, J.1
  • 100
    • 84886044356 scopus 로고    scopus 로고
    • Characterization of 3G data-plane traffic and application towards centralized control and management for software defined networking
    • Santa Clara, CA, USA, Jun./Jul.
    • L. Qian, B. Wu, R. Zhang, W. Zhang, and M. Luo, "Characterization of 3G data-plane traffic and application towards centralized control and management for software defined networking, " in Proc. IEEE Int. Congr. Big Data, Santa Clara, CA, USA, Jun./Jul. 2013, pp. 278-285.
    • (2013) Proc. IEEE Int. Congr. Big Data , pp. 278-285
    • Qian, L.1    Wu, B.2    Zhang, R.3    Zhang, W.4    Luo, M.5
  • 101
    • 84881312030 scopus 로고    scopus 로고
    • Mining frequent trajectory pattern based on vague space partition
    • Sep.
    • L. Wang, K. Hu, T. Ku, X. Yan, and L. Wang, "Mining frequent trajectory pattern based on vague space partition, " Knowl. Based Syst., vol. 50, pp. 100-111, Sep. 2013.
    • (2013) Knowl. Based Syst. , vol.50 , pp. 100-111
    • Wang, L.1    Hu, K.2    Ku, T.3    Yan, X.4    Wang, L.5
  • 102
    • 84889082889 scopus 로고    scopus 로고
    • Analysis of smartphone user mobility traces for opportunistic data collection in wireless sensor networks
    • Dec.
    • X. Wu, K. N. Brown, and C. J. Sreenan, "Analysis of smartphone user mobility traces for opportunistic data collection in wireless sensor networks, " Pervasive Mobile Comput., vol. 9, no. 6, pp. 881-891, Dec. 2013.
    • (2013) Pervasive Mobile Comput. , vol.9 , Issue.6 , pp. 881-891
    • Wu, X.1    Brown, K.N.2    Sreenan, C.J.3
  • 103
    • 84887194076 scopus 로고    scopus 로고
    • Vehicle classification using GPS data
    • Dec.
    • Z. Sun and X. J. Ban, "Vehicle classification using GPS data, " Transp. Res. C Emerg. Technol., vol. 37, pp. 102-117, Dec. 2013.
    • (2013) Transp. Res. C Emerg. Technol. , vol.37 , pp. 102-117
    • Sun, Z.1    Ban, X.J.2
  • 104
    • 34248587904 scopus 로고    scopus 로고
    • A location-aware recommender system for mobile shopping environments
    • Jan.
    • W.-S. Yang, H.-C. Cheng, and J.-B. Dia, "A location-aware recommender system for mobile shopping environments, " Exp. Syst. Appl., vol. 34, no. 1, pp. 437-445, Jan. 2008.
    • (2008) Exp. Syst. Appl. , vol.34 , Issue.1 , pp. 437-445
    • Yang, W.-S.1    Cheng, H.-C.2    Dia, J.-B.3
  • 105
  • 106
  • 107
    • 84913545718 scopus 로고    scopus 로고
    • Cloud computing meets mobile wireless communications in next generation cellular networks
    • Nov./Dec.
    • Y. Cai, F. R. Yu, and S. Bu, "Cloud computing meets mobile wireless communications in next generation cellular networks, " IEEE Netw., vol. 28, no. 6, pp. 54-59, Nov./Dec. 2014.
    • (2014) IEEE Netw. , vol.28 , Issue.6 , pp. 54-59
    • Cai, Y.1    Yu, F.R.2    Bu, S.3
  • 108
    • 84894675432 scopus 로고    scopus 로고
    • Heterogeneity in mobile cloud computing: Taxonomy and open challenges
    • 1st Quart.
    • Z. Sanaei, S. Abolfazli, A. Gani, and R. Buyya, "Heterogeneity in mobile cloud computing: Taxonomy and open challenges, " IEEE Commun. Surveys Tuts., vol. 16, no. 1, pp. 369-392, 1st Quart., 2014.
    • (2014) IEEE Commun. Surveys Tuts. , vol.16 , Issue.1 , pp. 369-392
    • Sanaei, Z.1    Abolfazli, S.2    Gani, A.3    Buyya, R.4
  • 109
    • 70350136710 scopus 로고    scopus 로고
    • The case for VM-based cloudlets in mobile computing
    • Oct./Dec.
    • M. Satyanarayanan, P. Bahl, R. Caceres, and N. Davies, "The case for VM-based cloudlets in mobile computing, " IEEE Pervasive Comput., vol. 8, no. 4, pp. 14-23, Oct./Dec. 2009.
    • (2009) IEEE Pervasive Comput. , vol.8 , Issue.4 , pp. 14-23
    • Satyanarayanan, M.1    Bahl, P.2    Caceres, R.3    Davies, N.4
  • 111
    • 84896857546 scopus 로고    scopus 로고
    • Networks and devices for the 5G era
    • Feb.
    • B. Bangerter, S. Talwar, R. Arefi, and K. Stewart, "Networks and devices for the 5G era, " IEEE Commun. Mag., vol. 52, no. 2, pp. 90-96, Feb. 2014.
    • (2014) IEEE Commun. Mag. , vol.52 , Issue.2 , pp. 90-96
    • Bangerter, B.1    Talwar, S.2    Arefi, R.3    Stewart, K.4
  • 113
    • 84914115449 scopus 로고    scopus 로고
    • Cloudlet-based efficient data collection in wireless body area networks
    • Jan.
    • M. Quwaider and Y. Jararweh, "Cloudlet-based efficient data collection in wireless body area networks, " Simulat. Model. Pract. Theory, vol. 50, pp. 57-71, Jan. 2015.
    • (2015) Simulat. Model. Pract. Theory , vol.50 , pp. 57-71
    • Quwaider, M.1    Jararweh, Y.2
  • 114
    • 84919935425 scopus 로고    scopus 로고
    • Software-defined networking: A comprehensive survey
    • Jan.
    • D. Kreutz et al., "Software-defined networking: A comprehensive survey, " Proc. IEEE, vol. 103, no. 1, pp. 14-76, Jan. 2015.
    • (2015) Proc. IEEE , vol.103 , Issue.1 , pp. 14-76
    • Kreutz, D.1
  • 116
    • 84962019235 scopus 로고    scopus 로고
    • When big data meets software-defined networking: SDN for big data and big data for SDN
    • Jan./Feb.
    • L. Cui, F. R. Yu, and Q. Yan, "When big data meets software-defined networking: SDN for big data and big data for SDN, " IEEE Netw., vol. 30, no. 1, pp. 58-65, Jan./Feb. 2016.
    • (2016) IEEE Netw. , vol.30 , Issue.1 , pp. 58-65
    • Cui, L.1    Yu, F.R.2    Yan, Q.3
  • 117
    • 84886654459 scopus 로고    scopus 로고
    • Joint precoding and multivariate backhaul compression for the downlink of cloud radio access networks
    • Nov.
    • S.-H. Park, O. Simeone, O. Sahin, and S. Shamai, "Joint precoding and multivariate backhaul compression for the downlink of cloud radio access networks, " IEEE Trans. Signal Process., vol. 61, no. 22, pp. 5646-5658, Nov. 2013.
    • (2013) IEEE Trans. Signal Process. , vol.61 , Issue.22 , pp. 5646-5658
    • Park, S.-H.1    Simeone, O.2    Sahin, O.3    Shamai, S.4
  • 118
    • 84908089408 scopus 로고    scopus 로고
    • Video-aware scheduling and caching in the radio access network
    • Oct.
    • H. Ahlehagh and S. Dey, "Video-aware scheduling and caching in the radio access network, " IEEE/ACM Trans. Netw., vol. 22, no. 5, pp. 1444-1462, Oct. 2014.
    • (2014) IEEE/ACM Trans. Netw. , vol.22 , Issue.5 , pp. 1444-1462
    • Ahlehagh, H.1    Dey, S.2
  • 119
    • 84892405699 scopus 로고    scopus 로고
    • Cache-enabled opportunistic cooperative MIMO for video streaming in wireless systems
    • Jan.
    • A. Liu and V. K. N. Lau, "Cache-enabled opportunistic cooperative MIMO for video streaming in wireless systems, " IEEE Trans. Signal Process., vol. 62, no. 2, pp. 390-402, Jan. 2014.
    • (2014) IEEE Trans. Signal Process. , vol.62 , Issue.2 , pp. 390-402
    • Liu, A.1    Lau, V.K.N.2
  • 120
    • 42149149254 scopus 로고    scopus 로고
    • I tube, you tube, everybody tubes: Analyzing the world's largest user generated content video system
    • San Diego, CA, USA, Oct.
    • M. Cha, H. Kwak, P. Rodriguez, Y.-Y. Ahn, and S. Moon, "I tube, you tube, everybody tubes: Analyzing the world's largest user generated content video system, " in Proc. 7th ACM SIGCOMM Conf. Internet Meas., San Diego, CA, USA, Oct. 2007, pp. 1-14.
    • (2007) Proc. 7th ACM SIGCOMM Conf. Internet Meas. , pp. 1-14
    • Cha, M.1    Kwak, H.2    Rodriguez, P.3    Ahn, Y.-Y.4    Moon, S.5
  • 121
    • 84906079345 scopus 로고    scopus 로고
    • Living on the edge: The role of proactive caching in 5G wireless networks
    • Aug.
    • E. Bastug, M. Bennis, and M. Debbah, "Living on the edge: The role of proactive caching in 5G wireless networks, " IEEE Commun. Mag., vol. 52, no. 8, pp. 82-89, Aug. 2014.
    • (2014) IEEE Commun. Mag. , vol.52 , Issue.8 , pp. 82-89
    • Bastug, E.1    Bennis, M.2    Debbah, M.3
  • 122
    • 84947794275 scopus 로고    scopus 로고
    • Energy-efficient resource assignment and power allocation in heterogeneous cloud radio access networks
    • Nov.
    • M. Peng, K. Zhang, J. Jiang, J. Wang, and W. Wang, "Energy-efficient resource assignment and power allocation in heterogeneous cloud radio access networks, " IEEE Trans. Veh. Technol., vol. 64, no. 11, pp. 5275-5287, Nov. 2015.
    • (2015) IEEE Trans. Veh. Technol. , vol.64 , Issue.11 , pp. 5275-5287
    • Peng, M.1    Zhang, K.2    Jiang, J.3    Wang, J.4    Wang, W.5
  • 124
    • 84934756523 scopus 로고    scopus 로고
    • Exascale computing and big data
    • Jul.
    • D. A. Reed and J. Dongarra, "Exascale computing and big data, " Commun. ACM, vol. 58, no. 7, pp. 56-68, Jul. 2015.
    • (2015) Commun. ACM , vol.58 , Issue.7 , pp. 56-68
    • Reed, D.A.1    Dongarra, J.2
  • 125
    • 85011019621 scopus 로고    scopus 로고
    • A survey of homogeneous and heterogeneous system architectures in high performance computing
    • Nov.
    • Y. Gao and P. Zhang, "A survey of homogeneous and heterogeneous system architectures in high performance computing, " in Proc. IEEE Int. Conf. Smart Cloud (SmartCloud), Nov. 2016, pp. 170-175.
    • (2016) Proc. IEEE Int. Conf. Smart Cloud (SmartCloud) , pp. 170-175
    • Gao, Y.1    Zhang, P.2
  • 126
    • 84939814753 scopus 로고    scopus 로고
    • A survey of CPU-GPU heterogeneous computing techniques
    • Jul.
    • S. Mittal and J. S. Vetter, "A survey of CPU-GPU heterogeneous computing techniques, " ACM Comput. Survey, vol. 47, no. 4, Jul. 2015, Art. no. 69.
    • (2015) ACM Comput. Survey , vol.47 , Issue.4
    • Mittal, S.1    Vetter, J.S.2
  • 128
    • 71149105669 scopus 로고    scopus 로고
    • Large-scale deep unsupervised learning using graphics processors
    • Montreal, QC, Canada, Jun.
    • R. Raina, A. Madhavan, and A. Y. Ng, "Large-scale deep unsupervised learning using graphics processors, " in Proc. 26th Annu. Int. Conf. Mach. Learn. (ICML), Montreal, QC, Canada, Jun. 2009, pp. 873-880.
    • (2009) Proc. 26th Annu. Int. Conf. Mach. Learn. (ICML) , pp. 873-880
    • Raina, R.1    Madhavan, A.2    Ng, A.Y.3
  • 129
    • 84877760312 scopus 로고    scopus 로고
    • Large scale distributed deep networks
    • J. Dean et al., "Large scale distributed deep networks, " in Proc. Adv. Neural Inf. Process. Syst., 2012, pp. 1223-1231.
    • (2012) Proc. Adv. Neural Inf. Process. Syst. , pp. 1223-1231
    • Dean, J.1
  • 131
    • 72049106942 scopus 로고    scopus 로고
    • GPU clusters for high-performance computing
    • New Orleans, LA, USA, Aug.
    • V. V. Kindratenko et al., "GPU clusters for high-performance computing, " in Proc. IEEE Int. Conf. Cluster Comput., New Orleans, LA, USA, Aug. 2009, pp. 1-8.
    • (2009) Proc. IEEE Int. Conf. Cluster Comput. , pp. 1-8
    • Kindratenko, V.V.1
  • 132
    • 84897484337 scopus 로고    scopus 로고
    • Deep learning with COTS HPC systems
    • Atlanta, GA, USA, Jun.
    • A. Coats et al., "Deep learning with COTS HPC systems, " in Proc. 30th Int. Conf. Mach. Learn., Atlanta, GA, USA, Jun. 2013, pp. III-1337-III-1345.
    • (2013) Proc. 30th Int. Conf. Mach. Learn. , pp. III1337-III1345
    • Coats, A.1
  • 133
    • 84939559176 scopus 로고    scopus 로고
    • High-performance computing: To boldly go where no human has gone before
    • S. Limet, W. W. Smari, and L. Spalazzi, "High-performance computing: To boldly go where no human has gone before, " Concurrency Comput. Pract. Exp., vol. 27, no. 13, pp. 3145-3165, 2015.
    • (2015) Concurrency Comput. Pract. Exp. , vol.27 , Issue.13 , pp. 3145-3165
    • Limet, S.1    Smari, W.W.2    Spalazzi, L.3
  • 134
    • 84887601584 scopus 로고    scopus 로고
    • An introduction to the infiniband architecture
    • J. Fagerberg, D. C. Mowery, and R. R. Nelson, Eds. New York, NY, USA: IEEE Press ch. 42
    • G. F. Pfister, "An introduction to the infiniband architecture, " in High Performance Mass Storage and Parallel I/O, J. Fagerberg, D. C. Mowery, and R. R. Nelson, Eds. New York, NY, USA: IEEE Press, 2001, ch. 42, pp. 617-632.
    • (2001) High Performance Mass Storage and Parallel I/O , pp. 617-632
    • Pfister, G.F.1
  • 136
    • 77950347409 scopus 로고    scopus 로고
    • A view of cloud computing
    • Apr.
    • M. Armbrust et al., "A view of cloud computing, " Commun. ACM, vol. 53, no. 4, pp. 50-58, Apr. 2010.
    • (2010) Commun. ACM , vol.53 , Issue.4 , pp. 50-58
    • Armbrust, M.1
  • 137
    • 84907325157 scopus 로고    scopus 로고
    • The rise of 'big data' on cloud computing: Review and open research issues
    • Jan.
    • I. A. T. Hashem et al., "The rise of 'big data' on cloud computing: Review and open research issues, " Inf. Syst., vol. 47, pp. 98-115, Jan. 2015.
    • (2015) Inf. Syst. , vol.47 , pp. 98-115
    • Hashem, I.A.T.1
  • 138
    • 62949225623 scopus 로고    scopus 로고
    • Cloud computing and grid computing 360-degree compared
    • Austin, TX, USA, Nov.
    • I. Foster, Y. Zhao, I. Raicu, and S. Lu, "Cloud computing and grid computing 360-degree compared, " in Proc. Grid Comput. Environ. Workshop, Austin, TX, USA, Nov. 2008, pp. 1-10.
    • (2008) Proc. Grid Comput. Environ. Workshop , pp. 1-10
    • Foster, I.1    Zhao, Y.2    Raicu, I.3    Lu, S.4
  • 140
    • 84897370477 scopus 로고    scopus 로고
    • Distributed media indexing based on MPI and MapReduce
    • Mar.
    • H. Mohamed and S. Marchand-Maillet, "Distributed media indexing based on MPI and MapReduce, " Multimedia Tools Appl., vol. 69, no. 2, pp. 513-537, Mar. 2014.
    • (2014) Multimedia Tools Appl. , vol.69 , Issue.2 , pp. 513-537
    • Mohamed, H.1    Marchand-Maillet, S.2
  • 142
    • 84961627543 scopus 로고    scopus 로고
    • Streaming big data processing in datacenter clouds
    • May
    • R. Ranjan, "Streaming big data processing in datacenter clouds, " IEEE Cloud Comput., vol. 1, no. 1, pp. 78-83, May 2014.
    • (2014) IEEE Cloud Comput. , vol.1 , Issue.1 , pp. 78-83
    • Ranjan, R.1
  • 143
    • 85006299075 scopus 로고    scopus 로고
    • (2016). Apache Kafka. [Online]. Available: http://kafka. apache. org/
    • (2016) Apache Kafka
  • 144
    • 84978101814 scopus 로고    scopus 로고
    • (2016). Apache Hadoop. [Online]. Available: http://hadoop. apache. org/
    • (2016) Apache Hadoop
  • 145
    • 85030321143 scopus 로고    scopus 로고
    • MapReduce: Simplified data processing on large clusters
    • San Francisco, CA, USA, Dec.
    • J. Dean and S. Ghemawat, "MapReduce: Simplified data processing on large clusters, " in Proc. 6th Conf. Symp. Oper. Syst. Design Implement., vol. 6. San Francisco, CA, USA, Dec. 2004, pp. 137-149.
    • (2004) Proc. 6th Conf. Symp. Oper. Syst. Design Implement. , vol.6 , pp. 137-149
    • Dean, J.1    Ghemawat, S.2
  • 146
    • 84978143537 scopus 로고    scopus 로고
    • (2016). Apache Spark. [Online]. Available: http://spark. apache. org/
    • (2016) Apache Spark
  • 147
    • 37549003336 scopus 로고    scopus 로고
    • MapReduce: Simplified data processing on large clusters
    • Jan.
    • J. Dean and S. Ghemawat, "MapReduce: Simplified data processing on large clusters, " Commun. ACM, vol. 51, no. 1, pp. 107-113, Jan. 2008.
    • (2008) Commun. ACM , vol.51 , Issue.1 , pp. 107-113
    • Dean, J.1    Ghemawat, S.2
  • 149
    • 85040175609 scopus 로고    scopus 로고
    • Resilient distributed datasets: A fault-tolerant abstraction for in-memory cluster computing
    • San Jose, CA, USA, Apr.
    • M. Zaharia et al., "Resilient distributed datasets: A fault-tolerant abstraction for in-memory cluster computing, " in Proc. 9th USENIX Conf. Netw. Syst. Design Implement., San Jose, CA, USA, Apr. 2012, pp. 15-28.
    • (2012) Proc. 9th USENIX Conf. Netw. Syst. Design Implement. , pp. 15-28
    • Zaharia, M.1
  • 152
    • 84974631281 scopus 로고    scopus 로고
    • (2016). Apache Storm. [Online]. Available: http://storm. apache. org/
    • (2016) Apache Storm
  • 153
    • 84877690081 scopus 로고    scopus 로고
    • TimeStream: Reliable stream computation in the cloud
    • Prague, Czech Republic, Apr.
    • Z. Qian et al., "TimeStream: Reliable stream computation in the cloud, " in Proc. 8th ACM Eur. Conf. Comput. Syst., Prague, Czech Republic, Apr. 2013, pp. 1-14.
    • (2013) Proc. 8th ACM Eur. Conf. Comput. Syst. , pp. 1-14
    • Qian, Z.1
  • 154
    • 84889637396 scopus 로고    scopus 로고
    • Discretized streams: Fault-tolerant streaming computation at scale
    • Farmington, PA, USA, Nov.
    • M. Zaharia et al., "Discretized streams: Fault-tolerant streaming computation at scale, " in Proc. 24th ACM Symp. Oper. Syst. Principles, Farmington, PA, USA, Nov. 2013, pp. 423-438.
    • (2013) Proc. 24th ACM Symp. Oper. Syst. Principles , pp. 423-438
    • Zaharia, M.1
  • 155
    • 84906817792 scopus 로고    scopus 로고
    • Survey of real-time processing systems for big data
    • Porto, Portugal, Jul.
    • X. Liu, N. Iftikhar, and X. Xie, "Survey of real-time processing systems for big data, " in Proc. 18th Int. Database Eng. Appl. Symp., Porto, Portugal, Jul. 2014, pp. 356-361.
    • (2014) Proc. 18th Int. Database Eng. Appl. Symp. , pp. 356-361
    • Liu, X.1    Iftikhar, N.2    Xie, X.3
  • 156
    • 84974624908 scopus 로고    scopus 로고
    • Benchmarking modern distributed streaming platforms
    • Taipei, Taiwan, Mar.
    • S. Qian, G. Wu, J. Huang, and T. Das, "Benchmarking modern distributed streaming platforms, " in Proc. IEEE Int. Conf. Ind. Technol. (ICIT), Taipei, Taiwan, Mar. 2016, pp. 592-598.
    • (2016) Proc. IEEE Int. Conf. Ind. Technol. (ICIT) , pp. 592-598
    • Qian, S.1    Wu, G.2    Huang, J.3    Das, T.4
  • 157
    • 77954723629 scopus 로고    scopus 로고
    • Pregel: A system for large-scale graph processing
    • Indianapolis, IN, USA, Jun.
    • G. Malewicz et al., "Pregel: A system for large-scale graph processing, " in Proc. ACM SIGMOD Int. Conf. Manag. Data, Indianapolis, IN, USA, Jun. 2010, pp. 135-146.
    • (2010) Proc. ACM SIGMOD Int. Conf. Manag. Data , pp. 135-146
    • Malewicz, G.1
  • 158
    • 84863735533 scopus 로고    scopus 로고
    • Distributed GraphLab: A framework for machine learning and data mining in the cloud
    • Apr.
    • Y. Low et al., "Distributed GraphLab: A framework for machine learning and data mining in the cloud, " Proc. VLDB Endowment, vol. 5, no. 8, pp. 716-727, Apr. 2012.
    • (2012) Proc. VLDB Endowment , vol.5 , Issue.8 , pp. 716-727
    • Low, Y.1
  • 160
    • 84983082393 scopus 로고    scopus 로고
    • (2016). Apache Giraph. [Online]. Available: http://giraph. apache. org/
    • (2016) Apache Giraph
  • 162
    • 84977856852 scopus 로고    scopus 로고
    • Giraph unchained: Barrierless asynchronous parallel execution in pregel-like graph processing systems
    • May
    • M. Han and K. Daudjee, "Giraph unchained: Barrierless asynchronous parallel execution in pregel-like graph processing systems, " Proc. VLDB Endowment, vol. 8, no. 9, pp. 950-961, May 2015.
    • (2015) Proc. VLDB Endowment , vol.8 , Issue.9 , pp. 950-961
    • Han, M.1    Daudjee, K.2
  • 163
    • 80053161467 scopus 로고    scopus 로고
    • GraphLab: A new framework for parallel machine learning
    • Jul.
    • Y. Low et al., "GraphLab: A new framework for parallel machine learning, " in Proc. Conf. Uncertainty Artif. Intell. (UAI), Jul. 2010, pp. 340-349.
    • (2010) Proc. Conf. Uncertainty Artif. Intell. (UAI) , pp. 340-349
    • Low, Y.1
  • 165
    • 84869398503 scopus 로고    scopus 로고
    • Big data security
    • Jul.
    • C. Tankard, "Big data security, " Netw. Security, vol. 2012, no. 7, pp. 5-8, Jul. 2012.
    • (2012) Netw. Security , vol.2012 , Issue.7 , pp. 5-8
    • Tankard, C.1
  • 166
    • 84937433463 scopus 로고    scopus 로고
    • A biometric based authentication and encryption framework for sensor health data in cloud
    • Putrajaya, Malaysia, Nov.
    • S. Sharma and V. Balasubramanian, "A biometric based authentication and encryption framework for sensor health data in cloud, " in Proc. Int. Conf. Inf. Technol. Multimedia (ICIMU), Putrajaya, Malaysia, Nov. 2014, pp. 49-54.
    • (2014) Proc. Int. Conf. Inf. Technol. Multimedia (ICIMU) , pp. 49-54
    • Sharma, S.1    Balasubramanian, V.2
  • 167
    • 84949929043 scopus 로고    scopus 로고
    • Feature based encryption technique for securing forensic biometric image data using AES and visual cryptography
    • Madrid, Spain, Nov.
    • Q.-A. Kester et al., "Feature based encryption technique for securing forensic biometric image data using AES and visual cryptography, " in Proc. 2nd Int. Conf. Artif. Intell. Model. Simulat. (AIMS), Madrid, Spain, Nov. 2014, pp. 199-204.
    • (2014) Proc. 2nd Int. Conf. Artif. Intell. Model. Simulat. (AIMS) , pp. 199-204
    • Kester, Q.-A.1
  • 169
    • 84923253472 scopus 로고    scopus 로고
    • Enhancing big data security with collaborative intrusion detection
    • Sep.
    • Z. Tan et al., "Enhancing big data security with collaborative intrusion detection, " IEEE Cloud Comput., vol. 1, no. 3, pp. 27-33, Sep. 2014.
    • (2014) IEEE Cloud Comput. , vol.1 , Issue.3 , pp. 27-33
    • Tan, Z.1
  • 170
  • 171
    • 34548731375 scopus 로고    scopus 로고
    • Ciphertext-policy attributebased encryption
    • Berkeley, CA, USA, May
    • J. Bethencourt, A. Sahai, and B. Waters, "Ciphertext-policy attributebased encryption, " in Proc. IEEE Symp. Security Privacy, Berkeley, CA, USA, May 2007, pp. 321-334.
    • (2007) Proc. IEEE Symp. Security Privacy , pp. 321-334
    • Bethencourt, J.1    Sahai, A.2    Waters, B.3
  • 172
    • 84961742903 scopus 로고    scopus 로고
    • Secure and verifiable policy update outsourcing for big data access control in the cloud
    • Dec.
    • K. Yang, X. Jia, and K. Ren, "Secure and verifiable policy update outsourcing for big data access control in the cloud, " IEEE Trans. Parallel Distrib. Syst., vol. 26, no. 12, pp. 3461-3470, Dec. 2015.
    • (2015) IEEE Trans. Parallel Distrib. Syst. , vol.26 , Issue.12 , pp. 3461-3470
    • Yang, K.1    Jia, X.2    Ren, K.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.