کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
457277 695917 2014 25 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
A comprehensive view of Hadoop research—A systematic literature review
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر شبکه های کامپیوتری و ارتباطات
پیش نمایش صفحه اول مقاله
A comprehensive view of Hadoop research—A systematic literature review
چکیده انگلیسی


• We provide a systematic review of scientific papers related to Apache Hadoop.
• We present a taxonomy classifying the select studies in a systematic way.
• We analyze the selected papers to identify contributions, weakness and limitations.
• We point out some of the most promising future research areas concerning Hadoop.

Context: In recent years, the valuable knowledge that can be retrieved from petabyte scale datasets – known as Big Data – led to the development of solutions to process information based on parallel and distributed computing. Lately, Apache Hadoop has attracted strong attention due to its applicability to Big Data processing. Problem: The support of Hadoop by the research community has provided the development of new features to the framework. Recently, the number of publications in journals and conferences about Hadoop has increased consistently, which makes it difficult for researchers to comprehend the full body of research and areas that require further investigation. Solution: We conducted a systematic literature review to assess research contributions to Apache Hadoop. Our objective was to identify gaps, providing motivation for new research, and outline collaborations to Apache Hadoop and its ecosystem, classifying and quantifying the main topics addressed in the literature. Results: Our analysis led to some relevant conclusions: many interesting solutions developed in the studies were never incorporated into the framework; most publications lack sufficient formal documentation of the experiments conducted by authors, hindering their reproducibility; finally, the systematic review presented in this paper demonstrates that Hadoop has evolved into a solid platform to process large datasets, but we were able to spot promising areas and suggest topics for future research within the framework.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Network and Computer Applications - Volume 46, November 2014, Pages 1–25
نویسندگان
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