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دسته بندی:
داده کاوی - data mining
سال انتشار:
2015
عنوان انگلیسی مقاله:
Towards Integrated Study of Data Management and Data Mining
ترجمه فارسی عنوان مقاله:
به سمت مطالعات یکپارچه مدیریت اطلاعات و داده کاوی
منبع:
Sciencedirect - Elsevier - Procedia - Procedia Computer Science, 55 (2015) 1331-1339. doi:10.1016/j.procs.2015.07.117
نویسنده:
Zhengxin Chen
چکیده انگلیسی:
From very beginning, research and practice of database management systems (DBMSs) have been cantered on handling granulation and granularities at various levels, thus sharing common interests with granular computing (GrC). Although DBMS and GrC have different focuses, the advent of Big Data has brought these two research areas closer to each other, because Big Data requires integrated study of data storage and analysis. In this paper, we explore this issue. Starting with an examination of granularities from a database perspective, we discuss new challenges of Big Data. We then turn to data management issues related to GrC. As an example of possible cross-fertilization of these two fields, we examine the recent development of database keyword search (DBKWS). Even research in DBKWS is largely independent to GrC, DBKWS has to handle various issues related to granularity handling. In particular, aggregation of DBKWS results is closely related to studies in granularities and granulation, which echoes L. Zadeh’s famous formula: Granulation = Summarization. We present our proposed approach, termed as extended keyword search, which illustrates that an integrated study of data management and data mining/analysis is not restricted to GrC or rough set theory© 2015 The Authors. Published by Elsevier B.V.Selection and/or peer-review under responsibility of the organizers of ITQM 2015© 2015 Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).Peer-review under responsibility of the Organizing Committee of ITQM 2015
Big Data | granular computing | granularity | databases | rough set theory | database keyword search | DBKWS
قیمت: رایگان
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