Platform-aware dynamic configuration support for efficient text processing on heterogeneous system

Mi Sun Park, Omesh Tickoo, Vijaykrishnan Narayanan, Mary Jane Irwin, Ravi Iyer

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Abstract

Significant efforts have been made in accelerating computer vision and machine learning algorithms by utilizing parallel processors such as multi-core CPUs and GPUs. Although the suitability of GPU is well-known for computer graphics and image processing applications which require massively parallel floating-point computations, recent research movement towards general purpose computing on-GPU (GPGPU) makes it possible to take advantage of parallel processors to accelerate text processing applications as well. However, how to fully leverage different types of parallel processor architectures to obtain optimal performance (especially with text) without making specific efforts to each platform still remains a great challenge. We applied performance and accuracy enhancements to Naive Bayes algorithm to develop a practically sound implementation of text classification. A platform-aware dynamic configuration support automation flow is also proposed to support the seamless execution of our work across platforms. Experiments on various (integrated graphics, dedicated multiple GPUs) platforms demonstrate that our proposed approach improves both accuracy and performance of text classification.

Original languageEnglish (US)
Title of host publicationProceedings of the 2015 Design, Automation and Test in Europe Conference and Exhibition, DATE 2015
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1503-1508
Number of pages6
ISBN (Electronic)9783981537048
DOIs
StatePublished - Apr 22 2015
Event2015 Design, Automation and Test in Europe Conference and Exhibition, DATE 2015 - Grenoble, France
Duration: Mar 9 2015Mar 13 2015

Publication series

NameProceedings -Design, Automation and Test in Europe, DATE
Volume2015-April
ISSN (Print)1530-1591

Other

Other2015 Design, Automation and Test in Europe Conference and Exhibition, DATE 2015
CountryFrance
CityGrenoble
Period3/9/153/13/15

All Science Journal Classification (ASJC) codes

  • Engineering(all)

Fingerprint Dive into the research topics of 'Platform-aware dynamic configuration support for efficient text processing on heterogeneous system'. Together they form a unique fingerprint.

Cite this