• Title/Summary/Keyword: 초기 평가 문제

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A Movie Recommendation Method Using Rating Difference Between Items (항목 간 선호도 차이를 이용한 영화 추천 방법)

  • Oh, Se-Chang;Choi, Min
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.11
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    • pp.2602-2608
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    • 2013
  • User-based and item-based method have been developed as the solutions of the movie recommendation problem. However, these methods are faced with the sparsity problem and the problem of not reflecting user's rating respectively. In order to solve these problems, there is a research on the combination of the two methods using the concept of similarity. In reality, it is not free from the problem of sparsity, since it has a lot of parameters to be calculated. In this study, we propose a recommendation method using rating difference between items in order to complement this problem. This method is relatively free from the problem of sparsity, since it has less parameters to be calculated. And it can get more accurate results by reflecting the users rating to calculate the parameters. In experiments for the proposed method, the initial error is large, but the performance has been quickly stabilized after. In addition, it showed a 0.0538 lower average error compared to the existing method using similarity.

An Item-based Collaborative Filtering Technique by Associative Relation Clustering in Personalized Recommender Systems (개인화 추천 시스템에서 연관 관계 군집에 의한 아이템 기반의 협력적 필터링 기술)

  • 정경용;김진현;정헌만;이정현
    • Journal of KIISE:Software and Applications
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    • v.31 no.4
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    • pp.467-477
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    • 2004
  • While recommender systems were used by a few E-commerce sites former days, they are now becoming serious business tools that are re-shaping the world of I-commerce. And collaborative filtering has been a very successful recommendation technique in both research and practice. But there are two problems in personalized recommender systems, it is First-Rating problem and Sparsity problem. In this paper, we solve these problems using the associative relation clustering and “Lift” of association rules. We produce “Lift” between items using user's rating data. And we apply Threshold by -cut to the association between items. To make an efficiency of associative relation cluster higher, we use not only the existing Hypergraph Clique Clustering algorithm but also the suggested Split Cluster method. If the cluster is completed, we calculate a similarity iten in each inner cluster. And the index is saved in the database for the fast access. We apply the creating index to predict the preference for new items. To estimate the Performance, the suggested method is compared with existing collaborative filtering techniques. As a result, the proposed method is efficient for improving the accuracy of prediction through solving problems of existing collaborative filtering techniques.

Network Design with Non-Linear Optimization Method (비선형(非線型) 최적화기법(最適化技法)에 의한 가로망설계(街路網設計))

  • Jang, Hyun Bong;Park, Chang Ho
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.8 no.1
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    • pp.165-172
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    • 1988
  • An optimal network design method using continuous form of design variables is considered. Modified Hooke-and-Jeeves algorithm has been implemented in order to solve nonlinear progamming problem which is approximately equivalent to the real network design problem (NDP) with system. efficiency criteria(i. e. travel time and costs) and construction cost as objective function. Various forms of construction cost function, locations of initial solution, and dimension of initial step size of link improvement are taken into account to show the validity of this approach. The results obtained are quite promising in terms of the numbers of evaluations in solving NDP, and the speed of convergence. Finally, some techniques in choosing efficient intial solution, initial step size and approximation are given.

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Compressive Strength Characteristics of 3D Printing Concrete in Low Temperature Environment by Using Early Strength Improvement Type Additive (조강형 첨가제 사용에 따른 저온환경에서의 3D 프린팅 콘크리트의 압축강도 특성)

  • Yoo, Byung-Hyun;Lee, Dong-gyu;Park, Jong-Pil;Hwang, Byoung-Il
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.10
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    • pp.386-392
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    • 2020
  • The self-weight of the 3D printing concrete increases with increasing printing height. Therefore, the lower layer must be hardened within a suitable time to secure continuous printing performance. In particular, the hardening speed of concrete is slow in the winter season when the temperature was low. Hence, the early strength of 3D printing concrete requires improvement. In domestic and international literature, cases of increasing the early strength of concrete using inorganic chemical additives, such as amine-based, nitrate-based, sodium-based, and calcium-based, have been reported. In this study, early strength improvement-type additive samples (amine-based, nitrate-based, sodium-based) were prepared, and their performance was evaluated. When using a nitrate-based additive, the early strength was increased significantly in a 10 ℃ environment. In addition, it was possible to secure a higher early strength than the existing 3D printing concrete mixed at 20 ℃.

Effect of Alkali Activators on Early Compressive Strength of Blast-Furnace Slag Mortar (고로슬래그 모르타르의 초기 강도에 대한 알칼리자극제의 영향)

  • Moon, Han-Young;Shin, Dong-Gu
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.9 no.3
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    • pp.120-128
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    • 2005
  • In the construction industry, due to the cost rise of raw material for concrete, we have looked into recycling by-products which came from foundry. When using the Ground Granulated Blast-Furnace Slag(SG), it is good for enhancing the qualities of concrete such as reducing hydration heat, increasing fluidity, long-term strength and durability, but it has some problems : construction time is increased or the rotation rate of form is decreased due to low development of early strength. In this study, therefore, to enhance the early strength of SG mortar, we used some alkali activators(KOH, NaOH, $Na_2CO_3$, $Na_2SO_4$, water glass, $Ca(OH)_2$, alum. This paper deals with reacted products, setting time, heat evolution rate, flow and the strength development of SG cement mortar activated by alkali activators. From the results, if alkali activators were selected and added properly, SG is good for using as the materials of mortar and concrete.

Relational matching for solving initial approximation (관계영상정합을 이용한 초기근사값 결정)

  • 조우석
    • Korean Journal of Remote Sensing
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    • v.12 no.1
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    • pp.43-59
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    • 1996
  • The objective of this research is to investigate the potential of relational matching in one of the fundamental photogrammetric processes, that is initial approximation problem. The automatic relative orientation procedures of aerial stereopairs have been investigated. The fact that the existing methods suffer from approximations, distortions (geometric and radiometric), occlusions, and breaklines is the motivation to investigate relational matching which appears to be a much more general solution. An elegant way of solving the initial approximation problem by using distinct(special) relationship from relational description is suggested and experimented. As for evaluation function, the cost function was implemented. The detection of erroneous matching is incorporated as a part of proposed relational matching scheme. Experiments with real urban area images where large numbers of repetitive patterns, breaklines, and occluded areas are present prove the feasibility of implementation of the proposed relational matching scheme. The investigation of relational matching in the domain of image matching problem provides advantages and disadvantages over the existing image matching methods and shows the future area of development and implementation of relational matching in the field of digital photogrammetry.

Development and Validity of Creative Problem Solving Profile Inventory (CPSPI) (창의적 문제해결 프로파일 검사(CPSPI)의 개발 및 타당화)

  • Lee, Hwasun;Pyo, Jungmin;Choe, Insoo
    • Journal of Gifted/Talented Education
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    • v.24 no.5
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    • pp.733-755
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    • 2014
  • This study aims to develop and validate Creative Problem Solving Profile Inventory (CPSPI) which is a scale to measure the creative thinking style, based on the CPS theory. For redeeming the limits of existing scales, this study developed an inventory which includes an evaluation for cognitive ability as well as cognitive preference and the stage to share an idea with others and persuade (Persuasion & communication stage). At the early stage, 7 factors (stages) and 82 items were developed and finally, 5 factors and 39 items were selected through item analysis and validation of construct validity. In conclusion, CPSPI will be used as an educational tool for self-development by knowing own's strengths and weaknesses in the creative problem-solving process, and help in displaying cooperative creativity by understanding other people and interaction, based on creative thinking profiles of group members.

An Ant Colony Optimization Heuristic to solve the VRP with Time Window (차량 경로 스케줄링 문제 해결을 위한 개미 군집 최적화 휴리스틱)

  • Hong, Myung-Duk;Yu, Young-Hoon;Jo, Geun-Sik
    • The KIPS Transactions:PartB
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    • v.17B no.5
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    • pp.389-398
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    • 2010
  • The Vehicle Routing and Scheduling Problem with Time Windows(VRSPTW) is to establish a delivery route of minimum cost satisfying the time constraints and capacity demands of many customers. The VRSPTW takes a long time to generate a solution because this is a NP-hard problem. To generate the nearest optimal solution within a reasonable time, we propose the heuristic by using an ACO(Ant Colony Optimization) with multi-cost functions. The multi-cost functions can generate a feasible initial-route by applying various weight values, such as distance, demand, angle and time window, to the cost factors when each ant evaluates the cost to move to the next customer node. Our experimental results show that our heuristic can generate the nearest optimal solution more efficiently than Solomon I1 heuristic or Hybrid heuristic applied by the opportunity time.

The Study on Modern Age Industry Inheritance Reuse and Urban (근대산업유산의 재활용과 도시재생 디자인에 관한 연구)

  • Wu, Qian;Hong, Kwan-Seon
    • The Journal of the Korea Contents Association
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    • v.17 no.3
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    • pp.129-137
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    • 2017
  • As the city continues to breed a variety of problems in the development process, in order to prevent the city's decline, the issue of urban regeneration is placed in the significant position among cities' problems. Based on the background of urban regeneration, this paper discussed the research status of urban regeneration in the current stage in various countries and obtained high value cases for analysis through the screening and evaluation. Through the analysis of the cases, outstanding measures had been acquired in developed countries on the urban regeneration. The essence and possibility of urban regeneration solutions had been explored from different angles. Finally, the key points of urban regeneration program solutions had been obtained to make the city keep a longer life and more vitality.

Collaborative Filtering Method Using Context of P2P Mobile Agents (P2P 모바일 에이전트의 컨텍스트 정보를 이용한 협력적 필터링 기법)

  • Lee Se-Il;Lee Sang-Yong
    • Journal of the Korean Institute of Intelligent Systems
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    • v.15 no.5
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    • pp.643-648
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    • 2005
  • In order to supply services necessary for users intelligently in the ubiquitous computing, effective filtering of context information is necessary. But studies of context information filtering have not been made much yet. In order for filtering of context information, we can use collaborative filtering being used much at electric commerce, etc. In order to use such collaborative filtering method in the filtering of ubiquitous computing environment, we must solve such problems as first rater problem, sparsity problem, stored data problem and etc. In this study, in order to solve such problems, the researcher proposes the collaborative filtering method using types of context information. And as the result of applying this filtering method to MAUCA, the P2P mobile agent system, the researcher could confirm the average result of 7.7% in the aspect of service supporting function.