Telco Big Data: Current State & Future Directions

被引:7
|
作者
Costa, Constantinos [1 ]
Zeinalipour-Yazti, Demetrios [1 ]
机构
[1] Univ Cyprus, Dept Comp Sci, CY-1678 Nicosia, Cyprus
关键词
Telco; Telecommunication; Big Data; Queries; Analytics; Storage; Privacy; ANALYTICS; COMPRESSION;
D O I
10.1109/MDM.2018.00016
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A Telecommunication company (Telco) is traditionally only perceived as the entity that provides telecommunication services, such as telephony and data communication access to users. However, the radio and backbone infrastructure of such entities spanning densely most urban spaces and widely most rural areas, provides nowadays a unique opportunity to collect immense amounts of data that capture a variety of natural phenomena on an ongoing basis, e.g., traffic, commerce and mobility patterns and user service experience. The ability to perform analytics on the generated big data within tolerable elapsed time and share it with key smart city enablers (e.g., municipalities, public services, startups, authorities, and companies), elevates the role of Telcos in the realm of future smart cities from pure network access providers to information providers. In this talk, we overview the state-of-the-art in Telco big data analytics by focusing on a set of basic principles, namely: (i) real-time analytics and detection; (ii) experience, behavior and retention analytics; (iii) privacy; and (iv) storage. We also present experiences from developing an innovative such architecture and conclude with open problems and future directions.
引用
下载
收藏
页码:11 / 14
页数:4
相关论文
共 50 条
  • [31] SoLoMo analytics for telco Big Data monetization
    Cao, H.
    Dong, W. S.
    Liu, L. S.
    Ma, C. Y.
    Qian, W. H.
    Shi, J. W.
    Tian, C. H.
    Wang, Y.
    Konopnicki, D.
    Shmueli-Scheuer, M.
    Cohen, D.
    Modani, N.
    Lamba, H.
    Dwivedi, A.
    Nanavati, A. A.
    Kumar, M.
    IBM JOURNAL OF RESEARCH AND DEVELOPMENT, 2014, 58 (5-6)
  • [32] Differential Privacy in Telco Big Data Platform
    Hu, Xueyang
    Yuan, Mingxuan
    Yao, Jianguo
    Deng, Yu
    Chen, Lei
    Yang, Qiang
    Guan, Haibing
    Zeng, Jia
    PROCEEDINGS OF THE VLDB ENDOWMENT, 2015, 8 (12): : 1692 - 1703
  • [33] A Survey on IoT Big Data: Current Status, 13 V's Challenges, and Future Directions
    Bansal, Maggi
    Chana, Inderveer
    Clarke, Siobhan
    ACM COMPUTING SURVEYS, 2021, 53 (06)
  • [34] Current State and Future Directions in the Therapy of ALS
    Tzeplaeff, Laura
    Wilfling, Sibylle
    Requardt, Maria Viktoria
    Herdick, Meret
    CELLS, 2023, 12 (11)
  • [35] Spatial Crowdsourcing: Current State and Future Directions
    Zhao, Yongjian
    Han, Qi
    IEEE COMMUNICATIONS MAGAZINE, 2016, 54 (07) : 102 - 107
  • [36] Lithium: current state of the art and future directions
    Michael Gitlin
    Michael Bauer
    International Journal of Bipolar Disorders, 12 (1)
  • [37] Ionic Liquids: Current State and Future Directions
    Shiflett, Mark B.
    Scurto, Aaron M.
    IONIC LIQUIDS: CURRENT STATE AND FUTURE DIRECTIONS, 2017, 1250 : 1 - 13
  • [38] Psychophysiological modeling: Current state and future directions
    Bach, Dominik R.
    Castegnetti, Giuseppe
    Korn, Christoph W.
    Gerster, Samuel
    Melinscak, Filip
    Moser, Tobias
    PSYCHOPHYSIOLOGY, 2018, 55 (11)
  • [39] The ACL Anthology: Current State and Future Directions
    Gildea, Daniel
    Kan, Min-Yen
    Madnani, Nitin
    Teichmann, Christoph
    Villalba, Martin
    NLP OPEN SOURCE SOFTWARE (NLP-OSS), 2018, : 23 - 28
  • [40] Youth Crisis The Current State and Future Directions
    Foster, Ashley A.
    Zabel, Michelle
    Schober, Melissa
    PSYCHIATRIC CLINICS OF NORTH AMERICA, 2024, 47 (03) : 595 - 611