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
收藏
页码:11 / 14
页数:4
相关论文
共 50 条
  • [42] Big Data Machine Learning and Graph Analytics: Current State and Future Challenges
    Huang, H. Howie
    Liu, Hang
    2014 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2014,
  • [43] Big data analytics in smart grids: state-of-the-art, challenges, opportunities, and future directions
    Bhattarai, Bishnu P.
    Paudyal, Sumit
    Luo, Yusheng
    Mohanpurkar, Manish
    Cheung, Kwok
    Tonkoski, Reinaldo
    Hovsapian, Rob
    Myers, Kurt S.
    Zhang, Rui
    Zhao, Power
    Manic, Milos
    Zhang, Song
    Zhang, Xiaping
    IET SMART GRID, 2019, 2 (02) : 141 - 154
  • [44] Temporal Aspects of Big Data Management: State-of-the-Art Analysis and Future Research Directions
    Cuzzocrea, Alfredo
    2015 22ND INTERNATIONAL SYMPOSIUM ON TEMPORAL REPRESENTATION AND REASONING (TIME), 2015, : 180 - 185
  • [45] Data reduction in big data: a survey of methods, challenges and future directions
    Khoei, Tala Talaei
    Singh, Aditi
    INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS, 2024,
  • [46] Current State and Challenges of Big Data
    Benlachmi, Yassine
    Hsnaoui, Moulay Lahcen
    ADVANCED INTELLIGENT SYSTEMS FOR SUSTAINABLE DEVELOPMENT, AI2SD'2019, VOL 6: ADVANCED INTELLIGENT SYSTEMS FOR NETWORKS AND SYSTEMS, 2020, 92 : 68 - 80
  • [47] City-Scale Localization with Telco Big Data
    Zhu, Fangzhou
    Luo, Chen
    Yuan, Mingxuan
    Zhu, Yijian
    Zhang, Zhengqing
    Gu, Tao
    Deng, Ke
    Rao, Weixiong
    Zeng, Jia
    CIKM'16: PROCEEDINGS OF THE 2016 ACM CONFERENCE ON INFORMATION AND KNOWLEDGE MANAGEMENT, 2016, : 439 - 448
  • [48] Efficient Exploration of Telco Big Data with Compression and Decaying
    Costa, Constantinos
    Chatzimilioudis, Georgios
    Zeinalipour-Yazti, Demetrios
    Mokbel, Mohamed F.
    2017 IEEE 33RD INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE 2017), 2017, : 1332 - 1343
  • [49] A survey on blockchain for big data: Approaches, opportunities, and future directions
    Deepa, N.
    Pham, Quoc-Viet
    Nguyen, Dinh C.
    Bhattacharya, Sweta
    Prabadevi, B.
    Fang, Fang
    Pathirana, Pubudu N.
    Gadekallu, Thippa Reddy
    Maddikunta, Praveen Kumar Reddy
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2022, 131 : 209 - 226
  • [50] Evolutionary Computation and Big Data: Key Challenges and Future Directions
    Cheng, Shi
    Liu, Bin
    Shi, Yuhui
    Jin, Yaochu
    Li, Bin
    DATA MINING AND BIG DATA, DMBD 2016, 2016, 9714 : 3 - 14