High-Performance Korean Morphological Analyzer Using the MapReduce Framework on the GPU

Shi-Won Cho, Dong-Wook Lee
<span title="2011-07-01">2011</span> <i title="Informa UK Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/crnxfllsknaqlb2vwz3fewf5lu" style="color: black;">Journal of Electrical Engineering and Technology</a> </i> &nbsp;
To meet the scalability and performance requirements of data analyses, which often involve voluminous data, efficient parallel or concurrent algorithms and frameworks are essential. We present a high-performance Korean morphological analyzer which employs the MapReduce framework on the graphics processing unit (GPU). MapReduce is a programming framework introduced by Google to aid the development of web search applications on a large number of central processing units (CPUs). GPUs are designed
more &raquo; ... s a special-purpose co-processor. Their programming interfaces are typically formulated for graphics applications. Compared to CPUs, GPUs have greater computation power and memory bandwidth; however, GPUs are more difficult to program because of the design of their architectures. The performance of the Korean morphological analyzer using the MapReduce framework on the GPU is evaluated in comparison with the CPU-based model. The proposed Korean Morphological analyzer shows promising scalable performance on distributed computing with the GPU.
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5370/jeet.2011.6.4.573">doi:10.5370/jeet.2011.6.4.573</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ag6xw4y5fjcnrehxaqgebzpeku">fatcat:ag6xw4y5fjcnrehxaqgebzpeku</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170706070746/http://ocean.kisti.re.kr/downfile/volume/kiee/E1EEFQ/2011/v6n4/E1EEFQ_2011_v6n4_573.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/4b/12/4b129775f7cd6ab45a15643f3f3b5feb0d48df91.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5370/jeet.2011.6.4.573"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>