• Title/Summary/Keyword: , AHP 분석

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A Movie Recommendation System based on Fuzzy-AHP with User Preference and Partition Algorithm (사용자 선호도와 군집 알고리즘을 이용한 퍼지-계층적 분석 기법 기반 영화 추천 시스템)

  • Oh, Jae-Taek;Lee, Sang-Yong
    • Journal of Digital Convergence
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    • v.15 no.11
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    • pp.425-432
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    • 2017
  • The current recommendation systems have problems including the difficulty of figuring out whether they recommend items that actual users have preference for or have simple interest in, the scarcity of data to recommend proper items due to the extremely small number of users, and the cold-start issue of the dropping system performance to recommend items that can satisfy users according to the influx of new users. In an effort to solve these problems, this study implemented a movie recommendation system to ensure user satisfaction by using the Fuzzy-Analytic Hierarchy Process, which can reflect uncertain situations and problems, and the data partition algorithm to group similar items among the given ones. The data of a survey on movie preference with 61 users was applied to the system, and the results show that it solved the data scarcity problem based on the Fuzzy-AHP and recommended items fit for a user with the data partition algorithm even with the influx of new users. It is thought that research on the density-based clustering will be needed to filter out future noise data or outlier data.

Community Facilities in Apartment Complexes - Whether Provisions Match Residents' Preferences - (아파트 단지 내의 주민공동시설 현황과 선호 비교연구)

  • Kwon, Hyun-Sook;Yoon, Hee-Yeun;Hahm, Yean-Kyoung
    • Journal of the Korean Institute of Landscape Architecture
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    • v.46 no.1
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    • pp.17-28
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    • 2018
  • In Seoul, the capital of South Korea, developers of apartment complexes are responsible for including community facilities - senior citizen centers, child care centers, small libraries, and so forth - according to the current Regulations on the Housing Construction Standard Article 2 and 55. These standards have long required certain community facilities, depending on the number of households in each apartment complex, without fully considering whether such provisions meet that community's needs. In this study, we aimed to reveal whether the current provision of community facilities responds to local preference. We conducted surveys of residents in randomly selected ten apartment complexes in Seoul to determine residents' preferences on community facilities using the analytic hierarchy process (AHP). We then compared the survey results with these complexes' current facilities. Our findings showed mismatches between residents' preferences and provisions: outdoor sports facilities, child care centers, and small libraries were found to be strongly preferred, but not provided in some apartment complexes within the study, whereas less-preferred facilities such as senior citizen centers were provided in all complexes. Through this study, we could conclude that current standards regarding the provision of community facilities in Seoul's apartment complexes should be altered to reflect the preferences of residents in apartment complexes.

Analysis of Leasing Decision Determinants by the Store Size and Lend-Lease Perspectives for Mix-Used Shopping Mall Development (복합쇼핑몰 개발을 위한 매장규모 및 임대차 관점에 따른 임차인 입점결정요인에 관한 연구)

  • Park, Hyeyoon;Lee, Sangyoub
    • Korean Journal of Construction Engineering and Management
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    • v.18 no.2
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    • pp.49-57
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    • 2017
  • This study intends to determine the decision making criteria of leasing in mix-used shopping mall, analyze the variation of their weight by store size inside mall and lend-lease perspective for lessor and lessee towards the identification of optimal leasing environment in mix-used shopping mall development. The decision making have been identified based on the number of prior literature review and expert consultation. And the AHP methodology and Fuzzy theory have been implemented to develop the weight for criteria based on experts survey. Research finding indicates that the 2 categories with 6 criteria and 24 sub-criteria have been determined. It is noteworthy that the large sized group would be located in both ends on main floor with their requested store size; middle sized group done over second floor with low rent by attracting with both competitive brands and key-tenants; small sized group done in both ends on main floor or on 2 to 3 floor connecting to main circulation. This should be examined in the planning stage of SPA lessee solicitation by the lessor in mix-used shopping mall development project.

Development of Evaluation Factors for Selecting Operator of Rail Traffic-Control (철도 관제권 운영주체 선정을 위한 평가항목 개발)

  • Oh, Jae Kyoung;Chung, Sung Bong;Kim, Ji Yeon;Kim, Sigon
    • Journal of Korean Society of Transportation
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    • v.32 no.4
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    • pp.327-335
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    • 2014
  • The Korean government, as of last year, is attempting to introduce a competitive system in the rail-market. However there are some pertinent issues which need to be addressed in order to select the best possible organization for optimum railway traffic control. As there are no standard guidelines in selecting an agency, objective evaluation factors need to be properly applied to ensure the best possible decision is made. Through literature review and various interviews with experts, appropriate criteria were selected to evaluate the suitability of each potential operator. As generally mentioned, both safety and efficiency play vital roles in the selection process but in addition, there are other factors such as security and fairness, which also need to be considered. The individual weight of these factors were calculated by the AHP, in which three groups of experts were interviewed to acquire their expertise. According to the results, as a potential operator, the score of a railway operating company and the management cooperation of railway is 2.75 and 3.85, respectively. In the future, in preparation towards becoming a competitive rail-market, this research is expected to assist in choosing the best party to control the rail traffic system.

Analysis of Assessment Indicator on Priorities for Budget Allocation of the National R&D Program (국가연구개발사업 예산배분을 위한 우선순위 판단지표 분석)

  • Ahn, Seung-Ku;Kim, Eun-Sil;Cho, Hyun-Jeong
    • Journal of Korea Technology Innovation Society
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    • v.14 no.4
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    • pp.889-914
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    • 2011
  • This paper is to review assessment indicator on priorities for budget allocation of the national R&D program. In priority setting of programs for the budget allocation process of the national R&D program using the Analytical Hierarchy Process (AHP), the survey result on the major influencing factors is as follows: the significance of components of evaluation for the priority of the national R&D programs in budget allocation was as following order: "accomplishment and ripple effect of the project," "basis and driving force for the promotion of project," "feasibility of project goals," and the "possibility of overlapping and linkage among projects". The importance of the final evaluation indicator was as following order: "clarity and possibility for accomplishment of business objectives," "ripple effects in terms of science and technology", "ripple effects in terms of the economy and overall society" and "appropriate correspondence with mid- to long-term plans" (the importance for these four indicators was over 10%) while the importance of "overlapping" and "appropriateness of budget size" indicators which fell below 5% were considered to be relatively less important. there is a need for a clear criteria and conceptions of evaluation indicators for budget allocation of national R&D programs.

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The Decision Criteria on the Transshipment Container Ports (컨테이너항만의 환적항 결정요인 분석)

  • Park, Byung-In;Sung, Souk-Kyung
    • Journal of Korea Port Economic Association
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    • v.24 no.1
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    • pp.41-60
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    • 2008
  • Korea has been doing a two-port system as a main port development policy and developing the port of Busan and Gwangyang as the transshipment hubs in the northeast Asia. However, the growth rate of the transshipment container volume of the Gwangyang port in 2007 was sharply dropping more than 31.4%. The reasons why reduced the growth rate of transshipment cargo were from the port development in north China and the direct callings of ships. Therefore, it is time to evaluate the transshipment hub port policy of Korea. This study would recognize the decision criteria of shipping companies as customers for the transshipment hub in the northeast Asia by the AHP methodology based on Lirn et al. (2004). It has been known the costs of shipping companies and port location as the main first tier criteria for transshipment ports, and container handling charges, closeness to the main navigation route, carriers' strategy, and nearness to the feeder ports as the important second tier factors. Finally, the domestic terminal operating companies would focus on only a few attributes including the terminal cost factor, but the international shipping companies would be considering more several factors than they do. Therefore, the transshipment port strategy should be enriched in the near future.

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A Study on the Operational Way of Freight Forwarding Company: Focusing on Residental Moving Company (화물운송주선업체의 운영방안에 관한 연구 - 이사화물운송주선업체를 중심으로 -)

  • Moon, Jong-Ryoung;Jung, Hyun-Jae;Lee, Tae-Hwee;Kim, Young-Hwan;Yeo, Gi-Tae
    • Journal of Korea Port Economic Association
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    • v.26 no.3
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    • pp.221-239
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    • 2010
  • This study aims to provide solutions concerned with to residential moving companies about their operational problems. In order to shed light on these problem, factor analysis and fuzzy AHP method are adopted. Selected factors are low quality of workers and equipments, weak condition of business, policy and form of a contract, and excessive competition. The results of survey show that excessive competition is the most urgent problem compared with other problems. In the twelve-measured variables, The problem of non-certificated firms, low service quality caused by excessive competition, and claims caused by lack of service instruction are chosen as the urgent matters. As a result of the analyses, the study would propose policy directions how to solve these problems. Firstly, the government should make the legal basis of operating the industry because there is too competitive in the field. Secondly, the government should regulate firms which have not a certificate because they are the cause of low service quality in the field. Thirdly, in order to improve the service quality, the study would suggest that the managers should instruct the workers of residential moving companies. Lastly, the paper would suggest that customers check the certificate of the firm allowed by the government authorities.

Priority Derivation of Policy Plans for ICT SMEs and Ventures' Globalization (정보통신분야 중소벤처기업의 글로벌화 정책방안 우선순위 도출)

  • Lee, Jungmann;Cho, Ilgu
    • Journal of Digital Convergence
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    • v.12 no.6
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    • pp.13-22
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    • 2014
  • This study analyzed the globalization policy of ICT SMEs and ventures using cognitive map analysis and derived the priority to importance about action plans using AHP model, while the globalization paradigm has been rapidly changing in the ICT industry. Empirical results showed that policy tool variables should be needed to develop because policy goal variables are generally presented more than policy tool variables. In addition, this cognitive map could be characterized by a scarcity of feedback loops which means policy landscape for ICT SMEs and ventures' globalization is unilateral rather than cyclical to reach policy goal from policy tools. Another finding is that creative economy policy variable was not observed as policy tool variable but as policy goal variable. This means creative economy can be implemented through support for ICT SMEs and ventures' globalization. Finally, for detailed policy measures, installation of global start-up center, recruiting and utilization of global specialists, revitalization of ICT R&D international collaboration study, enlargement of global investment network, accompanied overseas advance of large enterprises and SMEs are presented in order in terms of the importance of policy priority.

A comparison of weight on SWOT factors of hidden champion between Korea and Germany (한독 히든챔피언 간의 SWOT요인 중요도 비교)

  • Lee, Sang Suk
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.11 no.6
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    • pp.163-174
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    • 2016
  • The object of this study identifies the weights of SWOT factors in hidden champion. And the other purpose of the study is to test the differences of weight between Korea hidden champion group and Germany theirs group. The survey research is employed for the hidden champion CEOs of two countries. This research is employed the AHP(Analytic Hierarchy Process) for the weight of SWOT factors in hidden champion based on an empirical survey done to 61 firms which are to be fostered as Korean type hidden champion and 40 firms which are to be fostered as Germany type hidden champion. And then the t-test assesses whether the weight means of two groups are statistically different from each other. The weights of SWOT factors of hidden champion have been identified. There are the differences of weight between Korea group and Germany group. The order of Korea group's weight is following by the strength (0.3062), the opportunities (0.2344), the threat (0.1804), and the weakness (0.1157). The order of Germany group's weight is following by the strength (0.2603), the opportunities (0.2286), the threat (0.1604), and the weakness (0.1432). The technology capability of strength, the lack of knowledge on overseas market of weakness and the market uncertainty of thereat have statistically differences between two groups. However, the sub-factors of opportunities statistically have no differences.

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A Basic Study of Development of Post-disaster Refugees Housing Performance Index (재난대응 구호주거 성능지표 개발을 위한 기초연구)

  • Nam, Hye-Ryeong;Lee, Won-Hak;Kang, Su-Min;Kim, Sung-Tae;Cho, Young-Jun;Lee, Byung-Yun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.12
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    • pp.744-754
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    • 2017
  • In this study, an analytic hierarchy process (AHP) was conducted with the aim of developing a post-disaster refugee housing performance index system (PPS) to improve the post-disaster refugee housing (PRH) performance criteria for the foundation of quality-based development. The PRH was defined as a mid-term temporary housing facility that is used for a certain period before the permanent housing is established. The safety, rapidity, reusability, habitability, and economy were derived from major performance factors through prior research. A hierarchical PPS was organized by linking the major performance factors with the whole life cycle process of PRH. The priority of each performance index of PPS was determined quantitatively using the analytic hierarchy process through an expert survey. Based on AHP analysis, the performance criterion of the total weight 1-10 ranking and the performance criterion of the first rank in each category were classified into the essential performance criterion (must be achieved) and the others were classified into the recommended performance criterion (optional achieved) and the performance index was constructed considering all stages of PRH development. With the completion of the PRH performance index, it is expected that victims will be able to secure stable residence and return to their daily lives quickly.