A Methodology for Cross-Platform, Event-Driven Big Data Analytics-as-a-Service

被引:0
|
作者
Ardagna, Claudio A. [1 ,2 ]
Bellandi, Valerio [2 ]
Ceravolo, Paolo [2 ]
Damiani, Ernesto [1 ,2 ,3 ]
Finazzo, Rino [3 ]
机构
[1] Univ Milan, DSRC, I-26013 Crema, Italy
[2] Univ Milan, DI, I-26013 Crema, Italy
[3] Khalifa Univ, AHSI, Abu Dhabi, U Arab Emirates
关键词
Big Data Analytics; Model-Driven Development; Batch and Stream Processing;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The advent of Big Data has revolutionized the was in which data are collected, analyzed, and processed, becoming a pre-requisite for each enterprise that competes in the global market. In this respect, the commodization of Big Data analytics is an essential goal to be faced in the near future. Recently, some preliminary approaches have been presented mostly focusing on distributing Big Data platforms as a service, while less has been done on cross-platform Big Data analytics. In this paper, we propose a model-based methodology for Big Data Analytics-as-a-Service that extends existing techniques by supporting cross-communication between batch and stream processing, deployment on multiple platforms, and end-to-end verification against users' requirements.
引用
收藏
页码:3440 / 3448
页数:9
相关论文
共 50 条
  • [21] Key Considerations in Optimizing the Deployment of Big Data Analytics-as-a-Service Utilizing Cloud Architecture and Machine Learning
    Unhelkar, Bhuvan
    Rao, V. Trivikram
    [J]. PROCEEDINGS OF ICETIT 2019: EMERGING TRENDS IN INFORMATION TECHNOLOGY, 2020, 605 : 818 - 832
  • [22] Twister2 Cross-platform resource scheduler for big data
    Uyar, Ahmet
    Gunduz, Gurhan
    Kamburugamuve, Supun
    Wickramasinghe, Pulasthi
    Widanage, Chathura
    Govindarajan, Kannan
    Perera, Niranda
    Abeykoon, Vibhatha
    Akkas, Selahattin
    Fox, Geoffrey
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2022, 34 (09):
  • [23] Banian: A Cross-Platform Interactive Query System for Structured Big Data
    Tao Xu
    Dongsheng Wang
    Guodong Liu
    [J]. Tsinghua Science and Technology, 2015, 20 (01) : 62 - 71
  • [24] Banian: A Cross-Platform Interactive Query System for Structured Big Data
    Xu, Tao
    Wang, Dongsheng
    Liu, Guodong
    [J]. TSINGHUA SCIENCE AND TECHNOLOGY, 2015, 20 (01) : 62 - 71
  • [25] Big Data Through Cross-Platform Interest-Based Interactivity
    Zelenkauskaite, Asta
    Simoes, Bruno
    [J]. 2014 INTERNATIONAL CONFERENCE ON BIG DATA AND SMART COMPUTING (BIGCOMP), 2014, : 191 - +
  • [26] A Cross-Platform System Architecture for Form Design and Data Analytics for Public Health
    Camp, Blake
    Mandivarapu, Jaya
    Mehta, Jay
    Ramamurthy, Nagashayana
    Wingo, James
    Bourgeois, Anu G.
    Cao, Xiaojun
    Sunderraman, Rajshekhar
    [J]. ACM-BCB' 2017: PROCEEDINGS OF THE 8TH ACM INTERNATIONAL CONFERENCE ON BIOINFORMATICS, COMPUTATIONAL BIOLOGY,AND HEALTH INFORMATICS, 2017, : 614 - 614
  • [27] preCEP: Facilitating Predictive Event-Driven Process Analytics
    Schwegmann, Bernd
    Matzner, Martin
    Janiesch, Christian
    [J]. DESIGN SCIENCE AT THE INTERSECTION OF PHYSICAL AND VIRTUAL DESIGN, 2013, 7939 : 448 - 455
  • [28] EVENT-DRIVEN CNC MODULARIZED SEWING PLATFORM
    Xie Xiaohui
    Ma Cui
    Han Bingzhe
    Du Ruxu
    [J]. PROCEEDINGS OF THE ASME INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION, 2013, VOL 2B, 2013,
  • [29] The Construction of Service-oriented College Student Management Platform Based on "event-driven"
    Lu, Gao
    Lin, Lin
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON LOGISTICS, ENGINEERING, MANAGEMENT AND COMPUTER SCIENCE (LEMCS 2015), 2015, 117 : 1766 - 1771
  • [30] Remediation, convergence, and big data: Conceptual limits of cross-platform social media
    Zelenkauskaite, Asta
    [J]. CONVERGENCE-THE INTERNATIONAL JOURNAL OF RESEARCH INTO NEW MEDIA TECHNOLOGIES, 2017, 23 (05): : 512 - 527