• Title/Summary/Keyword: Association rules

Search Result 1,381, Processing Time 0.03 seconds

A Study on the Development of Internet Purchase Support Systems Based on Data Mining and Case-Based Reasoning (데이터마이닝과 사례기반추론 기법에 기반한 인터넷 구매지원 시스템 구축에 관한 연구)

  • 김진성
    • Journal of the Korean Operations Research and Management Science Society
    • /
    • v.28 no.3
    • /
    • pp.135-148
    • /
    • 2003
  • In this paper we introduce the Internet-based purchase support systems using data mining and case-based reasoning (CBR). Internet Business activity that involves the end user is undergoing a significant revolution. The ability to track users browsing behavior has brought the vendor and end customer's closer than ever before. It is now possible for a vendor to personalize his product message for individual customers at massive scale. Most of former researchers, in this research arena, used data mining techniques to pursue the customer's future behavior and to improve the frequency of repurchase. The area of data mining can be defined as efficiently discovering association rules from large collections of data. However, the basic association rule-based data mining technique was not flexible. If there were no inference rules to track the customer's future behavior, association rule-based data mining systems may not present more information. To resolve this problem, we combined association rule-based data mining with CBR mechanism. CBR is used in reasoning for customer's preference searching and training through the cases. Data mining and CBR-based hybrid purchase support mechanism can reflect both association rule-based logical inference and case-based information reuse. A Web-log data gathered in the real-world Internet shopping mall is given to illustrate the quality of the proposed systems.

Analysis of Technology Association Rules Between CPC Codes of the 'Internet of Things(IoT)' Patent (CPC 코드 기반 사물인터넷(IoT) 특허의 기술 연관성 규칙 분석)

  • Shim, Jaeruen
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
    • /
    • v.12 no.5
    • /
    • pp.493-498
    • /
    • 2019
  • This study deals with the analysis of the technology association rules between CPC codes of the Internet of Things(IoT) patent, the core of the Fourth Industrial Revolution ICT-based technology. The association rules between CPC codes were extracted using R, an open source for data mining. To this end, we analyzed 369 of the 605 patents related to the Internet of Things filed with the Patent Office until July 2019, with a complex CPC code, up to the subclass-level. As a result of the technology association rules, CPC codes with high support were [H04W ${\rightarrow}$ H04L](18.2%), [H04L ${\rightarrow}$ H04W](18.2%), [G06Q ${\rightarrow}$ H04L](17.3%), [H04L ${\rightarrow}$ G06Q](17.3%), [H04W ${\rightarrow}$ G06Q](9.8%), [G06Q ${\rightarrow}$ H04W](9.8%), [G06F ${\rightarrow}$ H04L](7.9%), [H04L ${\rightarrow}$ G06F](7.9%), [G06F ${\rightarrow}$ G06Q](6.2%), [G06Q ${\rightarrow}$ G06F](6.2%). After analyzing the technology interconnection network, the core CPC codes related to technology association rules are G06Q and H04L. The results of this study can be used to predict future patent trends.

Application features of The detailed rules of Census (1896) through the change of house Kan numbers in Gyeonpyeong-bang, Jung-seo in Hanseong-bu -Focused on Gyeonpyeong-bang 1-tong to 23-tong in 1903 and 1906- (한성부 중서 견평방에서 가택 칸수의 변화를 통해서 살펴본 「호구조사세칙」(1896)의 적용 양상 -1903년과 1906년의 견평방 1통에서 23통까지를 대상으로-)

  • Cho, Yun-O;Woo, Don-Son
    • Journal of architectural history
    • /
    • v.28 no.6
    • /
    • pp.19-30
    • /
    • 2019
  • This study explores the application aspect of The detailed rules of Census (1896) through the change of Kan numbers in Gyeonpyeong-bang. Although Gyeonpyeong-bang was a high-priority area because of its location, it was difficult to trace the operation of the urban situation due to lack of data. This study is focusing on restoring space and society in the Gyeonpyeong-bang using the information on the type of houses and the number of Kan listed in the family register of Hanseong-bu. The detailed rules of Census sets out provisions for the family registry and the rules of making Tong. Especially when it comes to the rules of making Tong, this rule deals with the code of making ten Hos into one Tong. This study was conducted by dividing the status of the Tong into three types: uncompleted Tong, exceeded Tong without vacant Ho number, and exceeded Tong with the vacant Ho number. Since these three types of Tong are in the process of change towards the complete Tong with 10 Hos, they were thought to be able to demonstrate the specific application of the rules. This study will be meaningful as a case study that expands the point of existing research on the Tong making rules, which was not focused relatively on restoring urban conditions at that time, by looking at the changes in exceptions that deviated from the Sipgajaktong rule.

Children's Understanding of Emotional Display Rules by Episodes: Interaction Effects of Intention Reasoning and Gender (이야기 상황에 따른 유아의 정서표현규칙이해: 의도추론유형과 성의 상호작용효과)

  • Bae, Seong Hee;Han, Sae-Young
    • Korean Journal of Childcare and Education
    • /
    • v.11 no.5
    • /
    • pp.293-310
    • /
    • 2015
  • The purpose of this study is to investigate the differences that appeared in the episodes in understandings of the emotional display rules according to the types of emotions and subjects for expressing emotions. In addition, the interaction effects of intention reasoning types and gender on children's understandings of the real emotions and emotional display rules are explored. 144 4-5 year old children in Chungbuk province participated in the experimental interviews. The results are as follows. First, children comprehended the emotional display rules more clearly in a relationship with peers than adults. In terms of a type of emotion, it was the negative emotions rather than positives ones that those children understood better for real emotions and emotional display rules. Second, the main effect of the intention reasoning types on children's understanding of the emotional display rules appeared significant in all episodes. Especially, in negative emotion-peer episode, children with different types of intention reasoning showed a different level of understanding emotional display rules depending on gender of the children.

A Study on the Reasonable Choice and Utilization of Incoterms 2020 Rules from the Perspective of Logistics and Supply Chain Management

  • Yang, Jung-Ho
    • Journal of Korea Trade
    • /
    • v.25 no.1
    • /
    • pp.152-168
    • /
    • 2021
  • Purpose - This paper has an objective to suggest reasonable criteria in choosing Incoterms 2020 rules for efficient and effective logistics management in that the Incoterms rules affect not only the rights and obligations of the parties to the sales contract but also the control and management of logistics system and transaction costs in the transaction. Design/methodology - An analysis of the various factors is needed to assess the positive or negative impact on global value chain in choosing Incoterms rules from a total logistics view. This study analyzes the impact of which the content of individual incoterms rules can have on the operation of international logistics systems under the global value chain from a strategic perspective to suggest reasonable criteria for selection of Incoterms rules depending on the transaction situation. Findings - Results of this study shows that consideration of various aspects which includes the characteristics of the products, logistics capabilities, infrastructure, transaction volume, operational cost, customs regulations, tax and accounting should be reflected in choosing the appropriate Incoterms rules. Therefore, in order to minimize the total cost and improve logistics performance, it may be helpful to develop a decision support model which allows users to select appropriate Incoterms rules based on various influencing factors. Originality/value - This Study is different from previous research which has mainly focused on the rights and obligations of the parties to the transaction regarding the transfer of risks and costs under the Incoterms. In addition, this study has significance in that it provides implications for export and import companies that can be able to use Incoterms as a strategic tool to efficiently manage the global value chain and improve supply chain performance.

Visual Exploration based Approach for Extracting the Interesting Association Rules (유용한 연관 규칙 추출을 위한 시각적 탐색 기반 접근법)

  • Kim, Jun-Woo;Kang, Hyun-Kyung
    • Journal of the Korea Society of Computer and Information
    • /
    • v.18 no.9
    • /
    • pp.177-187
    • /
    • 2013
  • Association rule mining is a popular data mining technique with a wide range of application domains, and aims to extract the cause-and-effect relations between the discrete items included in transaction data. However, analysts sometimes have trouble in interpreting and using the plethora of association rules extracted from a large amount of data. To address this problem, this paper aims to propose a novel approach called HTM for extracting the interesting association rules from given transaction data. The HTM approach consists of three main steps, hierarchical clustering, table-view, and mosaic plot, and each step provides the analysts with appropriate visual representation. For illustration, we applied our approach for analyzing the mass health examination data, and the result of this experiment reveals that the HTM approach help the analysts to find the interesting association rules in more effective way.

Dynamic Text Categorizing Method using Text Mining and Association Rule

  • Kim, Young-Wook;Kim, Ki-Hyun;Lee, Hong-Chul
    • Journal of the Korea Society of Computer and Information
    • /
    • v.23 no.10
    • /
    • pp.103-109
    • /
    • 2018
  • In this paper, we propose a dynamic document classification method which breaks away from existing document classification method with artificial categorization rules focusing on suppliers and has changing categorization rules according to users' needs or social trends. The core of this dynamic document classification method lies in the fact that it creates classification criteria real-time by using topic modeling techniques without standardized category rules, which does not force users to use unnecessary frames. In addition, it can also search the details through the relevance analysis by calculating the relationship between the words that is difficult to grasp by word frequency alone. Rather than for logical and systematic documents, this method proposed can be used more effectively for situation analysis and retrieving information of unstructured data which do not fit the category of existing classification such as VOC (Voice Of Customer), SNS and customer reviews of Internet shopping malls and it can react to users' needs flexibly. In addition, it has no process of selecting the classification rules by the suppliers and in case there is a misclassification, it requires no manual work, which reduces unnecessary workload.

The Attitude and Regulation of Chinese Arbitral Institution about an Emergency Arbitrator (긴급중재인 제도관련 중국 중재기관의 규정 및 태도)

  • Ha, Hyun-Soo
    • Journal of Arbitration Studies
    • /
    • v.26 no.4
    • /
    • pp.63-82
    • /
    • 2016
  • In order to cope with the changes of International Commercial Arbitration, the Shanghai International Economic and Trade Arbitration Commission (SHIAC) regulated an Emergency Arbitrator for the first time, implementing the arbitration rules in China (Shanghai) Pilot Free Trade Zone on May 1, 2014. Moreover, the China International Economic and Trade Arbitration Commission (CIETAC) also regulated the Emergency Arbitrator in the revised arbitration rules on January 1, 2015. However, it caused considerable contradiction that SHIAC and CIETAC admitted an interim measure decision by the Emergency Arbitrator under the circumstance that the Chinese court can impose a preservative measure in the Civil Procedure Code (CPC) and Arbiration Act. This study attempted to compare the main contents of an Emergency Arbitrator regulated in the arbitration rules of SHIAC and CIETAC with arbitration rules of representative arbitral institutions which operate an Emergency Arbitrator. In addition, this study verified the application features and problems through comparing the rule of SHIAC and CIETAC with the rule related to the preservative measure in Chinese law.

A Study on the Rules of Origin of Outward Processing and Its Implication - focused on the EU CCC and Origin Protocol - (EU 역외가공규정의 주요 내용과 한-EU FTA에 대한 시사점 - EU CCC and Origin Protocol 역외가공규정을 중심으로 -)

  • Ahn, Jae-Jin
    • International Commerce and Information Review
    • /
    • v.9 no.2
    • /
    • pp.205-230
    • /
    • 2007
  • In modern manufacturing practice it is sometimes necessary to send products to another country for special processing which cannot be performed inside the territory of the zone and Outward Processing(OP) covers such situation. What's more, process and Rules of Origin(RoO) of OP is implicated in Korea' Free Trade Agreement(Korea-Singapore, Korea-EFTA and Korea-Asean FTA) because of the goods to be producted in Kaesong Industrial Complex. Thus, In this paper analyse a implication of OP's process and RoO focused on the two fold : (1) provide an overview of the objectives, types, effects of Outward Processing described in customs law and FTA provisions of EU and Korea; (2) present a comparative analysis of EU and Korean rules; (3) offer an appropriate proposal to Korea-EU FTA negotiation.

  • PDF