Hybrid.Poly: Performance Evaluation of Linear Algebra Analytical Extensions

被引：0

作者：

Podkorytov, Maksim ^{[1
]}

Gubanov, Michael ^{[1
]}

机构：

[1] Florida State Univ, Dept Comp Sci, Tallahassee, FL 32306 USA

来源：

2018 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA) | 2018年

基金：

美国国家科学基金会;

关键词：

Linear Algebra; Large-scale Data Management;

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：

Anecdotal evidence suggests that Variety is one of the most challenging problems in Big data research [1]. Different data providers use different data models and formats to represent their data, which causes significant impediment to data scientists, whose goal is to make sense of all relevant data regardless of the source. Hybrid. Poly [2], [3] is the analytical polystore data management system designed to make all data accessible to the analyst, oblivious of the source differences. In this paper, we focus on the in-depth analysis and performance evaluation of the Linear Algebra extensions added to the Hybrid. Poly language.

引用

页码：5430 / 5432

页数：3

共 50 条

[31] Performance estimation of linear algebra numerical libraries
De Rosis, Alessandro
JOURNAL OF NUMERICAL MATHEMATICS, 2015, 23 (01) : 13 - 19
[32] High performance linear algebra algorithms: An introduction
Gustavson, Fred G.
Wasniewski, Jerzy
APPLIED PARALLEL COMPUTING: STATE OF THE ART IN SCIENTIFIC COMPUTING, 2006, 3732 : 225 - 227
[33] Some performance studies in exact linear algebra
Havas, G
Wagner, C
WORKSHOP ON WIDE AREA NETWORKS AND HIGH PERFORMANCE COMPUTING, 1999, 249 : 161 - 170
[34] Analytical performance evaluation of a linear array-based β-hemoglobinopathy mutation assay
Jarvis, M
Komaromy-Hiller, G
Amos, J
BLOOD, 2004, 104 (11) : 983A - 984A
[35] Performance evaluation of a hybrid linear ion trap/orbitrap mass spectrometer
Makarov, A
Denisov, E
Kholomeev, A
Baischun, W
Lange, O
Strupat, K
Horning, S
ANALYTICAL CHEMISTRY, 2006, 78 (07) : 2113 - 2120
[36] Performance Evaluation of Multi-Core Intel Xeon Processors on Basic Linear Algebra Subprograms
Soliman, Mostafa I.
ICCES: 2008 INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING & SYSTEMS, 2007, : 3 - 9
[37] Performance Evaluation of Multi-Core Intel Xeon Processors on Basic Linear Algebra Subprograms
Soliman, Mostafa I.
PARALLEL PROCESSING LETTERS, 2009, 19 (01) : 159 - 174
[38] FUNDAMENTALS OF LINEAR ALGEBRA AND ANALYTICAL GEOMETRY - BUGROV,YS, NOKOLSKY,SM
KLAMKIN, MS
SIAM REVIEW, 1984, 26 (04) : 595 - 595
[39] A linear algebra approach to the hybrid Sheffer-Appell polynomials
Khan, Subuhi
Ali, Mahvish
MATHEMATICAL SCIENCES, 2019, 13 (02) : 153 - 164
[40] Linear Algebra Issues in a Family of Advanced Hybrid Finite Elements
Dumont, N. A.
Aguilar Maron, C. A.
COMPUTATIONAL MODELLING AND ADVANCED SIMULATIONS, 2011, 24 : 255 - 275

← 1 2 3 4 5 →