A SURVEY ON COMPREHENSIVE TRENDS IN RECOMMENDATION SYSTEMS & APPLICATIONS

Q3 Computer Science

International Journal of Electronic Commerce Studies Pub Date : 2019-06-30 DOI:10.7903/IJECS.1705

S. K. Addagarla, Anthoniraj Amalanathan

引用次数: 3

Abstract

Recommendation System (RS) gains considerable popularity from the past decade in E-Commerce and other allied fields. This paper investigates the various traditional Recommendation System like Content-based (CB), Collaboration Filtering-based (CF), Demographic-based, Knowledge-based and discussed current trends in recommendation system like location-aware, context-aware, and Deep Learning techniques. Various improvements and limitations in Recommendation systems have been listed out with evolution metrics for analyzing the accuracy of the algorithms. This paper well-elaborated for the past, present and future scope of the Recommendation System which would be useful for researchers to get familiarity with this domain. To cite this document: Ssvr Kumar Addagarla and Anthoniraj Amalanathan, " A SURVEY ON COMPREHENSIVE TRENDS IN RECOMMENDATION SYSTEMS & APPLICATIONS ", International Journal of Electronic Commerce Studies, Vol.10, No.1, pp.45-88, 2019. Permanent link to this document: http://dx.doi.org/10.7903/ijecs.1705

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推荐系统和应用的综合趋势调查

推荐系统（RS）在过去十年中在电子商务和其他相关领域获得了相当大的普及。本文研究了各种传统的推荐系统，如基于内容（CB）、基于协作过滤（CF）、基于人口统计、基于知识，并讨论了推荐系统的当前趋势，如位置感知、上下文感知和深度学习技术。已经列出了推荐系统中的各种改进和限制，以及用于分析算法准确性的进化度量。本文详细阐述了推荐系统的过去、现在和未来的范围，这将有助于研究人员熟悉这一领域。引用本文件：Ssvr Kumar Addagarla和Anthoniraj Amalanathan，“推荐系统和应用的综合趋势调查”，《国际电子商务研究杂志》，2019年第10卷第1期，第45-88页。本文件的永久链接：http://dx.doi.org/10.7903/ijecs.1705

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

International Journal of Electronic Commerce Studies Computer Science-Computer Science Applications

CiteScore

1.40

自引率

0.00%

发文量

期刊介绍： The IJECS is a double-blind referred academic journal for all fields of Electronic Commerce. To serve as an international platform, the IJECS encourages manuscript submissions from authors all around the world. As a multi-discipline journal, The IJECS welcome both technology oriented and business oriented electronic commerce research articles. The purpose of the International Journal of Electronic Commerce Studies is to promote electronic commerce research and provide worldwide scholars a place to publish their innovative work in electronic commerce. To be published in the journal, the manuscript must make strong empirical, theoretical, or practical contributions and highlight the significance of the contributions to the electronic commerce field. Thus, preference is given to submissions that test, extend, or build strong theoretical frameworks for electronic commerce theory, electronic commerce system development, and electronic commerce practice. The journal is not tied to any particular national context; the geographic distribution of authors publishing in the journal came from countries around the world. Articles introducing cases of innovative applications in electronic commerce around the world are also published in the journal. The journal provides scholars opportunities to realize the electronic commerce research and development around the world. Articles in the International Journal of Electronic Commerce Studies will include, but are not limited to the following areas.