• Title/Summary/Keyword: Improvement Approach

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Addressing the New User Problem of Recommender Systems Based on Word Embedding Learning and Skip-gram Modelling

  • Shin, Su-Mi;Kim, Kyung-Chang
    • Journal of the Korea Society of Computer and Information
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    • v.21 no.7
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    • pp.9-16
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    • 2016
  • Collaborative filtering(CF) uses the purchase or item rating history of other users, but does not need additional properties or attributes of users and items. Hence CF is known th be the most successful recommendation technology. But conventional CF approach has some significant weakness, such as the new user problem. In this paper, we propose a approach using word embedding with skip-gram for learning distributed item representations. In particular, we show that this approach can be used to capture precise item for solving the "new user problem." The proposed approach has been tested on the Movielens databases. We compare the performance of the user based CF, item based CF and our approach by observing the change of recommendation results according to the different number of item rating information. The experimental results shows the improvement in our approach in measuring the precision applied to new user problem situations.

The Simulation Design and Analysis Method of Integrated Logistics System using an Aspect Oriented Approach (Aspect-Oriented Approach를 이용한 통합 물류 시스템의 시뮬레이션 설계 및 분석 방법)

  • Kim, Tae-Ho;Um, In-Sup;Lee, Hong-Chul
    • IE interfaces
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    • v.20 no.4
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    • pp.438-447
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    • 2007
  • This paper presents an aspect-oriented approach to simulation design and analysis in system design phase for integrated logistics system simulation. The integrated logistics system composed of AS/RS (Automated Storages and Retrieval System), AGVs (Automated Guided Vehicle System), STVs (Sorting Transfer Vehicle System) and Conveyor System is designed by using the aspect-oriented approach and UML (Unified Modeling Language). The multi-factorial design of experiments and regression analysis are used for design parameters of the system and Evolution Strategies is used to verify each parameter. Aspect-oriented approach for the integrated logistics system simulation shows the advantages of code reusability, extendible, modulation, easy improvement and a better design technique.

Quantized System Modeling and Performance Evaluation

  • Lee, Jong-Sik
    • Proceedings of the Korea Society for Simulation Conference
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    • 2003.11a
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    • pp.87-93
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    • 2003
  • This paper reviews existing message-filtering schemes and presents a quantization-based message-filtering approach which reduces state update transmission and message traffic requirement. For a realization of the approach we develop a DEVS-based integrator which provides behavior and characteristic of the quantization-based approach. We take a spaceship and space traveling system as a case study to evaluate performance of the quantization-based approach. The approach is validated by DEVSJAVA simulations of the case study. The comparison of message traffic requirement between DTSS (Discrete Time System Specification)-based and DEVS-based systems apparently shows system performance improvement through the quantization-based approach.

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The Influence of the a Project Approach on the Improvement of the Thinking Faculty of Preschoolers (프로젝트 접근법이 유아의 사고력 증진에 미치는 영향)

  • Bae, Mi Kyoung;Whang, Hye Jung
    • Korean Journal of Childcare and Education
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    • v.8 no.5
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    • pp.157-177
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    • 2012
  • The purpose of this study was to examine the effect of the project approach on the thinking faculty improvement of preschoolers. The subjects in this study were 60 preschoolers who were selected from S kindergarten in Gyeonggi Province. After an experimental group and a control group were organized with 30 preschoolers each, the experimental group engaged in project activities that were based on the project approach, and the control group didn't. As a result of making a comparative analysis, the following findings were given. The preschoolers who participated in the project approach were found to excel over the other preschoolers who didn't participate in perceptual thinking, analytic thinking, synthetical thinking, inferential thinking and thinking faculty. Therefore there should be more consideration to the project approach in the sector of early childhood education, since the activities are effective in improving the thinking faculty of preschoolers.

A Weighted Feature Voting Approach for Robust and Real-Time Voice Activity Detection

  • Moattar, Mohammad Hossein;Homayounpour, Mohammad Mehdi
    • ETRI Journal
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    • v.33 no.1
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    • pp.99-109
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    • 2011
  • This paper concerns a robust real-time voice activity detection (VAD) approach which is easy to understand and implement. The proposed approach employs several short-term speech/nonspeech discriminating features in a voting paradigm to achieve a reliable performance in different environments. This paper mainly focuses on the performance improvement of a recently proposed approach which uses spectral peak valley difference (SPVD) as a feature for silence detection. The main issue of this paper is to apply a set of features with SPVD to improve the VAD robustness. The proposed approach uses a weighted voting scheme in order to take the discriminative power of the employed feature set into account. The experiments show that the proposed approach is more robust than the baseline approach from different points of view, including channel distortion and threshold selection. The proposed approach is also compared with some other VAD techniques for better confirmation of its achievements. Using the proposed weighted voting approach, the average VAD performance is increased to 89.29% for 5 different noise types and 8 SNR levels. The resulting performance is 13.79% higher than the approach based only on SPVD and even 2.25% higher than the not-weighted voting scheme.

Estimating Willingness to Pay for the Tap Water Quality Improvement in Busan Using Nonparametric Approach (비모수추정법에 의한 부산시 가정용수 수질개선에 대한 지불의사액 추정)

  • Pyo, Hee-Dong;Park, Cheol-Hyung;Choo, Jae-Wook
    • Journal of Korea Water Resources Association
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    • v.44 no.2
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    • pp.125-134
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    • 2011
  • The paper is to estimate willingness-to-pay (WTP) for residential water quality improvement in Busan, using non-parametric approach. There are several significant advantages of non-parametric approach, compared to parametric methods. That is, no probability distribution assumption is necessary so that there are no needs to assume or test goodness of fit, model specification and heteroscedasticity statistically. For the reliability and the validity of contingent valuation method a survey was conducted for 665 respondents, who were sampled by stratified random sampling method, by personal interview method. The result of mean WTP for residential water quality improvement in Busan was estimated to be 3,190 won to 3,331 won per month per household, while median WTP being 1,750 won. Provided that our sample is broadly representative of the Busan's population, an estimate of the annual aggregated benefit of residential water improvement for all Busan households is approximately 50.2 billion won in case of mean WTP or 27.5 billion won in case of median WTP.

Surgery First Approach in Orthognathic Surgery : Indication and limitation (임상가를 위한 특집 4 - 턱교정수술에서 선수술접근 :적응증과 한계)

  • Hwang, Dae-Seok
    • The Journal of the Korean dental association
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    • v.50 no.11
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    • pp.682-688
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    • 2012
  • Surgery first approach in orthognathic surgery is to proceed the orthognathic surgery without preoperative orthodontic treatment. This approach has many advantages, which include a shorter total treatment period, a high level of patient satisfaction due to immediate post-surgical facial improvement, easy postoperative orthodontic treatment due to early normalization of skeletal muscle, and the rapid tooth movement reflecting the regional accelerated phenomenon. However instability due to transient occlusal interference after surgery make worse of long-term skeletal stability. Especially increasing of vertical occlusion caused by interference of interbicupid and molar happen postsurgical skeletal change. Until now, there is no common consensus about treatment protocol of surgery first approach in orthognathic surgery. The purpose of this paper is to introduce our treatment protocol of the surgery first approach and to evaluate indication and limitation with case analysis.

A Study on Economic Effects of Airlines caused by introduction of Continuous Descent Approach (연속강하접근 도입에 따른 항공사의 경제적 효과에 관한 연구)

  • Park, Sun-Rae;Moon, Woo-Choon
    • Journal of the Korean Society for Aviation and Aeronautics
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    • v.19 no.2
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    • pp.52-57
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    • 2011
  • The procedures of Continuous Descent Approach(CDA) is designed to minimize the thrust required during landing, thereby reducing fuel consumption, noise and emissions compared to conventional approach procedures. Widespread implementation of CDA would result in significant reductions in the environmental impact and aircraft operation costs. This paper estimated the possible economic effects from the perspective of airliners through cost-benefit analysis, provided that the CDA is introduced. It is now proposed that a more comprehensive analysis model, which includes the reduced ATC communication burden between controllers and pilots, not to mention the economic aspect, should be established for the improvement.