Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
Anthropomorphic EMG-Driven Prosthetic Hand Read chapter Read first chapter

2019 | OriginalPaper | Chapter

GPU Extended Stock Market Software Architecture

Authors : Alisa Krstova, Marjan Gusev, Vladimir Zdraveski

Published in: Future Access Enablers for Ubiquitous and Intelligent Infrastructures

Publisher: Springer International Publishing

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

We propose a stock market software architecture extended by a graphics processing unit, which employs parallel programming paradigm techniques to optimize long-running tasks like computing daily trends and performing statistical analysis of stock market data in real-time. The system uses the ability of Nvidia’s CUDA parallel computation application programming interface (API) to integrate with traditional web development frameworks. The web application offers extensive statistics and stocks’ information which is periodically recomputed through scheduled batch jobs or calculated in real-time. To illustrate the advantages of using many-core programming, we explore several use-cases and evaluate the improvement in performance and speedup obtained in comparison to the traditional approach of executing long-running jobs on a central processing unit (CPU).

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
previous chapter Ground Sky Imager Based Short Term Cloud Coverage Prediction
next chapter Providers and Consumers Mutual Benefits in Energy Efficiency Model with Elements of Cooperative Game Theory
Footnotes
1
The author of the dataset does not provide reasons for the very sharp increase in collected data between 2004 and 2005.
 
Literature
1.
Peachavanish, R.: Stock selection and trading based on cluster analysis of trend and momentum indicators. In: Proceedings of the International MultiConference of Engineers and Computer Scientists, vol. 1, pp. 317–321 (2016)
2.
3.
Golan, R.H., Ziarko, W.: A methodology for stock market analysis utilizing rough set theory. In: Computational Intelligence for Financial Engineering: Proceedings of the IEEE/IAFE 1995, pp. 32–40. IEEE (1995)
4.
5.
Gariney, V.: Statistical analysis for daily forecast of stock prices (2002)
6.
Chang, D.-J., Desoky, A.H., Ouyang, M., Rouchka, E.C.: Compute pairwise Manhattan distance and Pearson correlation coefficient of data points with GPU. In: 2009 10th ACIS International Conference on Software Engineering, Artificial Intelligences, Networking and Parallel/Distributed Computing, pp. 501–506 (2009)
7.
Kijsipongse, E., Suriya, U., Ngamphiw, C., Tongsima, S.: Efficient large Pearson correlation matrix computing using hybrid MPI/CUDA. In: 2011 Eighth International Joint Conference on Computer Science and Software Engineering (JCSSE), pp. 237–241, May 2011
8.
Klöckner, A., Pinto, N., Catanzaro, B., Lee, Y., Ivanov, P., Fasih, A.: GPU scripting and code generation with PyCUDA. In: GPU Computing Gems Jade Edition, pp. 373–385. Elsevier (2011)
9.
10.
Ionescu, M.F., Schauser, K.E.: Optimizing parallel Bitonic sort. In: Parallel Processing Symposium: Proceedings, 11th International, pp. 303–309. IEEE (1997)
11.
12.
13.
Connors, T.A., Qasem, A.: Automatically selecting profitable thread block sizes for accelerated kernels. In: 2017 IEEE 19th International Conference on High Performance Computing and Communications; IEEE 15th International Conference on Smart City; IEEE 3rd International Conference on Data Science and Systems (HPCC/SmartCity/DSS), pp. 442–449, December 2017
Metadata
Title
GPU Extended Stock Market Software Architecture
Authors
Alisa Krstova
Marjan Gusev
Vladimir Zdraveski
Copyright Year
2019
Book
Future Access Enablers for Ubiquitous and Intelligent Infrastructures

Print ISBN: 978-3-030-23975-6

Electronic ISBN: 978-3-030-23976-3

Copyright Year: 2019

DOI
https://doi.org/10.1007/978-3-030-23976-3_34

Premium Partner

    Image Credits