Scheduling aspects in keyword extraction problem

机译：关键字提取问题中的调度方面

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Abstract >The amount of big data collected during human–computer interactions requires natural language processing (NLP) applications to be executed efficiently, especially in parallel computing environments. Scalability and performance are critical in many NLP applications such as search engines or web indexers. However, there is a lack of mathematical models helping users to design and apply scheduling theory for NLP approaches. Moreover, many researchers and software architects reported various difficulties related to common NLP benchmarks. Therefore, this paper aims to introduce and demonstrate how to apply a scheduling model for a class of keyword extraction approaches. Additionally, we propose methods for the overall performance evaluation of different algorithms, which are based on processing time and correctness (quality) of answers. Finally, we present a set of experiments performed in different computing environments together with obtained results that can be used as reference benchmarks for further research in the field. </abstract> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> <div class="translation abstracttxt"> <span class="zhankaihshouqi fivelineshidden" id="abstract"> <span>机译：</span><Abstract XMLNS =“http://www.wiley.com/namespaces/wiley”type =“main”xml：lang =“en”> <title type =“main”>抽象</ title> >金额在人机交互期间收集的大数据需要有效地执行自然语言处理（NLP）应用程序，尤其是在并行计算环境中。可扩展性和性能在许多NLP应用中都至关重要，例如搜索引擎或Web索引器。然而，缺乏有助于用户设计和应用NLP方法的调度理论的数学模型。此外，许多研究人员和软件架构师报告了与共同NLP基准相关的各种困难。因此，本文旨在介绍和演示如何为一类关键字提取方法应用调度模型。此外，我们提出了对不同算法的整体性能评估的方法，这是基于处理时间和正确性（质量）的答案。最后，我们在不同的计算环境中提出了一组实验，以及获得的结果可以用作参考基准，用于进一步研究该领域。</ p> </ abstract> </span> <span class="z_kbtn z_kbtnclass hoverxs" style="display: none;">展开▼</span> </div> </div> <div class="record"> <h2 class="all_title" id="enpatent33" >著录项</h2> <ul> <li> <span class="lefttit">来源</span> <div style="width: 86%;vertical-align: text-top;display: inline-block;"> <a href='/journal-foreign-21977/'>《International transactions in operational research: A journal of The International Federation of Operational Research Societies》</a> <b style="margin: 0 2px;">|</b><span>2018年第2期</span><b style="margin: 0 2px;">|</b><span>共16页</span> </div> </li> <li> <div class="author"> <span class="lefttit">作者</span> <p id="fAuthorthree" class="threelineshidden zhankaihshouqi"> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Zimniewicz Micha?&option=202" target="_blank" rel="nofollow">Zimniewicz Micha?;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Kurowski Krzysztof&option=202" target="_blank" rel="nofollow">Kurowski Krzysztof;</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=W?glarz Jan&option=202" target="_blank" rel="nofollow">W?glarz Jan;</a> </p> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zkzz" style="display: none;">展开▼</span> </div> </li> <li> <div style="display: flex;"> <span class="lefttit">作者单位</span> <div style="position: relative;margin-left: 3px;max-width: 639px;"> <div class="threelineshidden zhankaihshouqi" id="fOrgthree"> <p>Poznan Supercomputing and Networking CenterInstitute of Bioorganic Chemistry Polish Academy of SciencesPoznan Poland;</p> <p>Poznan Supercomputing and Networking CenterInstitute of Bioorganic Chemistry Polish Academy of SciencesPoznan Poland;</p> <p>Institute of Computing SciencePoznan University of TechnologyPoznan Poland;</p> </div> <span class="z_kbtnclass z_kbtnclassall hoverxs" id="zhdw" style="display: none;">展开▼</span> </div> </div> </li> <li > <span class="lefttit">收录信息</span> <span style="width: 86%;vertical-align: text-top;display: inline-block;"></span> </li> <li> <span class="lefttit">原文格式</span> <span>PDF</span> </li> <li> <span class="lefttit">正文语种</span> <span>eng</span> </li> <li> <span class="lefttit">中图分类</span> <span><a href="https://www.zhangqiaokeyan.com/clc/1144.html" title="运筹学">运筹学;</a></span> </li> <li class="antistop"> <span class="lefttit">关键词</span> <p style="width: 86%;vertical-align: text-top;"> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=keyword extraction&option=203" rel="nofollow">keyword extraction;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=scheduling model&option=203" rel="nofollow">scheduling model;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=natural language processing&option=203" rel="nofollow">natural language processing;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=evaluation&option=203" rel="nofollow">evaluation;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=big data&option=203" rel="nofollow">big data;</a> <a style="color: #3E7FEB;" href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=parallel computing&option=203" rel="nofollow">parallel computing;</a> </p> <div class="translation"> 机译：关键词提取;调度模型;自然语言处理;评估;大数据;并行计算; </div> </li> </ul> </div> </div> <div class="literature cardcommon"> <div class="similarity "> <h3 class="all_title" id="enpatent66">相似文献</h3> <div class="similaritytab clearfix"> <ul> <li class="active" >外文文献</li> <li >中文文献</li> <li >专利</li> </ul> </div> <div class="similarity_details"> <ul > <li> <div> <b>1. </b><a class="enjiyixqcontent" href="/journal-foreign-detail/0704023093986.html">Scheduling aspects in keyword extraction problem</a> <b>[J]</b> . <span> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Zimniewicz Micha?&option=202" target="_blank" rel="nofollow" class="tuijian_auth tuijian_authcolor">Zimniewicz Micha?,</a> <a href="/search.html?doctypes=4_5_6_1-0_4-0_1_2_3_7_9&sertext=Kurowski Krzysztof&option=202" target="_blank" rel="nofollow" class="tuijian_auth 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