Data Challenges in High-Performance Risk Analytics

被引：0
|
作者：
Varghese, Blesson [1 ]
Rau-Chaplin, Andrew [1 ]
机构：
[1] Dalhousie Univ, Fac Comp Sci, Risk Analyt Lab, Halifax, NS, Canada
来源：
2012 SC COMPANION: HIGH PERFORMANCE COMPUTING, NETWORKING, STORAGE AND ANALYSIS (SCC) | 2012年
关键词：
high-performance computing; risk analytics; risk modelling; risk management; data management;
D O I：
10.1109/SC.Companion.2012.162
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
Risk Analytics is important to quantify, manage and analyse risks from the manufacturing to the financial setting. In this paper, the data challenges in the three stages of the high-performance risk analytics pipeline, namely risk modelling, portfolio risk management and dynamic financial analysis is presented.
引用
收藏
页码：1312 / 1313
页数：2
相关论文
共 50 条
  • [1] High-Performance Computing for Data Analytics
    Perrin, Dimitri
    Bezbradica, Marija
    Crane, Martin
    Ruskin, Heather J.
    Duhamel, Christophe
    2012 IEEE/ACM 16TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED SIMULATION AND REAL TIME APPLICATIONS (DS-RT), 2012, : 234 - 242
  • [2] Transforming medical sciences with high-performance computing, high-performance data analytics and AI
    Lewandowski, Natalie
    Koller, Bastian
    TECHNOLOGY AND HEALTH CARE, 2023, 31 (04) : 1505 - 1507
  • [3] Predictive Analytics on Genomic Data with High-Performance Computing
    Leung, Carson K.
    Sarumi, Oluwafemi A.
    Zhang, Christine Y.
    2020 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE, 2020, : 2187 - 2194
  • [4] High-Performance Data Analytics Techniques for Power Markets Simulation
    Kardos, Juraj
    Holt, Timothy
    Schenk, Olaf
    Fazio, Vincenzo
    Fabietti, Luca
    Spazzini, Filippo
    2021 INTERNATIONAL CONFERENCE ON SMART ENERGY SYSTEMS AND TECHNOLOGIES (SEST), 2021,
  • [5] High-Performance Data Analytics Beyond the Relational and Graph Data Models with GEMS
    Castellana, Vito Giovanni
    Minutoli, Marco
    Bhatt, Shreyansh
    Agarwal, Khushbu
    Bleeker, Arthur
    Feo, John
    Chavarria-Miranda, Daniel
    Haglin, David
    2017 IEEE INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM WORKSHOPS (IPDPSW), 2017, : 1029 - 1038
  • [6] HIGH-PERFORMANCE COMPUTING BASED BIG DATA ANALYTICS FOR SMART MANUFACTURING
    Yang, Yuhang
    Cai, Y. Dora
    Lu, Qiyue
    Zhang, Yifang
    Koric, Seid
    Shao, Chenhui
    PROCEEDINGS OF THE ASME 13TH INTERNATIONAL MANUFACTURING SCIENCE AND ENGINEERING CONFERENCE, 2018, VOL 3, 2018,
  • [7] Optimized load balancing in high-performance computing for big data analytics
    Mirtaheri, Seyedeh Leili
    Grandinetti, Lucio
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2021, 33 (16):
  • [8] PiCo: High-performance data analytics pipelines in modern C plus
    Misale, Claudia
    Drocco, Maurizio
    Tremblay, Guy
    Martinelli, Alberto R.
    Aldinucci, Marco
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 87 : 392 - 403
  • [9] Blast: Accelerating High-Performance Data Analytics Applications by Optical Multicast
    Xia, Yiting
    Ng, T. S. Eugene
    Sun, Xiaoye Steven
    2015 IEEE CONFERENCE ON COMPUTER COMMUNICATIONS (INFOCOM), 2015,
  • [10] High-Performance Geometric Algorithms for Sparse Computation in Big Data Analytics
    Baumann, Philipp
    Hochbaum, Dorit S.
    Spaen, Quico
    2017 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA), 2017, : 546 - 555
12345