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PARALLEL AND DISTRIBUTED ASSOCIATION RULE MINING ALGORITHMS: A RECENT SURVEY 并行和分布式关联规则挖掘算法:最近的调查
Pub Date : 2019-09-05 DOI: 10.26480/imcs.01.2019.15.24
Sudarsan Biswas, Neepa Biswas, K. Mondal
Data investigation is an essential key factor now a days due to rapidly growing electronic technology. It generates a large number of transactional data logs from a range of sources devices. Parallel and distributed computing is a useful approach for enhancing the data mining process. The aim of this research is to present a systematic review of parallel association rule mining (PARM) and distributed association rule mining (DARM) approaches. We have observed that the parallelized nature of Apriori, Equivalence class, Hadoop (MapReduce), and Spark proves to be very efficient in PARM and DARM environment. We conclude that this comprehensive review, references cited in this article will convey foremost hypothetical issues and a guideline to the researcher an interesting research direction. The most important hypothetical issue and challenges include the large size of databases, dimensionality of data, indexing schemes of data in the database, data skewness, database location, load balancing strategies, methods of adaptability in incremental databases and orientation of the database.
在电子技术飞速发展的今天,数据调查是必不可少的关键因素。它从一系列源设备生成大量事务性数据日志。并行和分布式计算是增强数据挖掘过程的一种有效方法。本研究的目的是对并行关联规则挖掘(PARM)和分布式关联规则挖掘(DARM)方法进行系统的回顾。我们已经观察到,Apriori、Equivalence类、Hadoop (MapReduce)和Spark的并行化特性在PARM和DARM环境中被证明是非常有效的。我们的结论是,这篇全面的综述,在文章中引用的参考文献将传达最重要的假设问题和指导方针,研究者一个有趣的研究方向。最重要的假设问题和挑战包括数据库的大规模、数据的维数、数据库中数据的索引方案、数据偏度、数据库位置、负载平衡策略、增量数据库的适应性方法和数据库的方向。
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引用次数: 1
A SHORT COMMUNICATION ON REVERSE LOGISTICS ROLE IN THE SUPPLY CHAIN 浅谈逆向物流在供应链中的作用
Pub Date : 2019-08-27 DOI: 10.26480/imcs.01.2019.10.14
N. Phuong
With the emergence of e-commerce and rising digital literacy among the consumers, the global logistics industry has been changing significantly in the recent years. Factors such as rising disposable incomes, dual-income households, and constant urbanization have encouraged consumers across both developed and emerging economies to follow upcoming logistics trends. Logistics environment is assessed to become more dynamic, complex, and unstable. Competition is increasing in most markets and more severe than before. Product life is getting shorter, and business conditions are always changing. All these factors force companies to change their business strategy. Companies – large or small, face a lot of new problems, such as Global Logistics (Global Logistics), the diversified appearance of logistics services (3PLs, 4PLs, 5PLs), Logistics e-commerce (E-Logistics), Logistics (Logistics Partnerships) partners, and reverse logistics. The recovery of goods, scraps, and packaging from products that businesses produce are becoming a phenomenon that businesses and logistics companies must face regularly. Especially under severe competitive pressure and the current environmental severe pollution problem, reverse logistics is considered an outstanding solution to help businesses reduce costs, increase revenue, improve qualifications. Service and reduce environmental impact; thereby winning a competitive advantage and excellent performance of corporate social responsibility.
随着电子商务的出现和消费者数字素养的提高,全球物流业近年来发生了重大变化。可支配收入的增加、双收入家庭和持续的城市化等因素,鼓励了发达经济体和新兴经济体的消费者追随即将到来的物流趋势。物流环境被评估为更加动态、复杂和不稳定。大多数市场的竞争都在加剧,而且比以前更加激烈。产品寿命越来越短,商业环境总是在变化。所有这些因素迫使公司改变他们的商业策略。公司-或大或小,面临着许多新的问题,如全球物流(Global Logistics),物流服务的多元化(3pl, 4pl, 5pl),物流电子商务(E-Logistics),物流(物流伙伴关系)的合作伙伴,和逆向物流。从企业生产的产品中回收商品、废料、包装,正在成为企业和物流企业必须经常面对的现象。特别是在严峻的竞争压力和当前环境严重污染问题下,逆向物流被认为是帮助企业降低成本、增加收入、提高资质的杰出解决方案。服务及减少对环境的影响;从而赢得竞争优势和企业社会责任的优异表现。
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引用次数: 3
COMMERCIAL COMPLEX INTELLIGENCE AND PROGRAM RESEARCH 商业综合体智能与程序研究
Pub Date : 2019-04-19 DOI: 10.26480/imcs.01.2019.04.06
Tan Min, Yuan Jiansen, Wei Ming
In view of the technical characteristics, design methods and mainstream application scenarios of the commercial complex, this paper points out the main design solutions of commercial complex intelligent deployment in commercial deployment, including the design ideas, overall architecture and system deployment of commercial deployment Program. At the same time, this article also based on the commercial complex architecture intelligent design and gives the design.
针对商业综合体的技术特点、设计方法和主流应用场景,指出商业综合体智能部署在商业部署中的主要设计方案,包括商业部署方案的设计思路、总体架构和系统部署。同时,本文还基于商业综合体建筑的智能化设计并给出了设计方案。
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引用次数: 1
A LOOK AT MILLENNIAL ATTITUDES TOWARD AI UTILITY IN THE CLASS 看看千禧一代对课堂上人工智能实用性的态度
Pub Date : 2019-04-19 DOI: 10.26480/imcs.01.2019.07.09
Ou Zhenilin, H. Xie, Xiaohong Yang, Bojia Pi, Reine De Ciel, R. Zhao
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引用次数: 2
OPTIMAL METHODOLOGIES 最优方法
Pub Date : 2019-02-19 DOI: 10.26480/imcs.01.2019.01.03
Fengwei Li, Xiuqing Gao
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引用次数: 0
THE INFLUENCE OF COSTS AND SALES VOLUME TOWARDS THE PROFIT OF CIPTA GRAFIKA PRINTING 成本和销售量对数码印刷利润的影响
Pub Date : 2018-08-01 DOI: 10.26480/IMCS.02.2018.08.13
Sri Suartini, D. Nurdiansyah, S. Haryati
This research was done in one of the branches of Cipta Grafika Printing located in Broadway Shop area Blok B III No. 17 Galuh Mas – Karawang. The phenomenon happened here was the profit tends to decline within the period of 2010-2016 along with the increase in costs and the decline of sales volume. The aim of this research is to find out the influence of costs and sales volume towards the profit of Cipta Grafika Printing. The method used in this research was the Quantitative Method. This research used multiple linear analysis methods. The data used in this research was secondary data collected from the three-month Financial Statement of Cipta Grafika Printing within the period of 2010-2016. The research finding of the costs toward profit partially showed that the calculated-t value toward the tabulated-t was 6.139 > 2.052. The calculated-t was greater than the tabulated-t; it means that there is an impact of costs towards profit partially. It indicated that calculated-F was greater than tabulated-F which means that there is an impact of costs and sales volume towards profit simultaneously.
这项研究是在Cipta Grafika印刷的一个分支机构进行的,该分支机构位于百老汇商店区B座III区17号Galuh Mas - Karawang。这里发生的现象是,在2010-2016年期间,随着成本的增加和销量的下降,利润呈下降趋势。本研究的目的是找出成本和销售量对Cipta Grafika印刷公司利润的影响。本研究采用的方法是定量法。本研究采用多元线性分析方法。本研究使用的数据是二手数据,收集自Cipta Grafika Printing 2010-2016年三个月的财务报表。成本对利润的部分研究发现,对表列t的计算t值为6.139 > 2.052。计算t大于制表t;这意味着成本对利润有部分影响。表明计算f大于表列f,即成本和销售量同时对利润产生影响。
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引用次数: 1
FACTORS AFFECTING “A” LUXURY BRAND LOYALTY ON CHINESE COLLEGE STUDENTS IN SHANGHAI CITY OF CHINA 影响中国上海大学生“a”奢侈品牌忠诚度的因素
Pub Date : 2018-08-01 DOI: 10.26480/IMCS.02.2018.14.17
Wei-Pin Dai, Ruihui Pu, Chang-jiang Tang
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引用次数: 0
RESEARCH ON THE TRAINING MODE OF E-BUSINESS PROFESSIONALS UNDER THE BACKGROUND OF NEW RETAILING MODEL 新零售模式背景下的电子商务人才培养模式研究
Pub Date : 2018-08-01 DOI: 10.26480/imcs.02.2018.21.23
Gao Gongbu, Guo Jianqiang
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引用次数: 0
REVIEW OF CONSUMER COGNITION RESEARCH FROM THE EMBODIED COGNITION PERSPECTIVE IN THE CONTEXT OF ONLINE CONSUMPTION 网络消费背景下具身认知视角下的消费者认知研究述评
Pub Date : 2018-08-01 DOI: 10.26480/IMCS.02.2018.01.07
Song Xiaoqing, W. Lingling
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引用次数: 0
ANALYZING WRITE-AHEAD LOGGING USING DECENTRALIZED INFORMATION 使用分散的信息分析预写日志
Pub Date : 2018-08-01 DOI: 10.26480/imcs.02.2018.18.20
Fengwei Li, Xiuqing Gao
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引用次数: 0
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