• Title/Summary/Keyword: Performance item

Search Result 863, Processing Time 0.027 seconds

소비자 구매행동 예측을 위한 이질적인 모형들의 통합

  • Bae, Jae-Gwon;Kim, Jin-Hwa
    • Proceedings of the Korea Inteligent Information System Society Conference
    • /
    • 2007.11a
    • /
    • pp.489-498
    • /
    • 2007
  • For better predictions and classifications in customer recommendation, this study proposes an integrative model that efficiently combines the currently-in-use statistical and artificial intelligence models. In particular, by integrating the models such as Association Rule, Frequency Matrix, and Rule Induction, this study suggests an integrative prediction model. The data set for the tests is collected from a convenience store G, which is the number one in its brand in S. Korea. This data set contains sales information on customer transactions from September 1, 2005 to December 7, 2005. About 1,000 transactions are selected for a specific item. Using this data set, it suggests an integrated model predicting whether a customer buys or not buys a specific product for target marketing strategy. The performance of integrated model is compared with that of other models. The results from the experiments show that the performance of integrated model is superior to that of all other models such as Association Rule, Frequency Matrix, and Rule Induction.

  • PDF

Multiple Fusion-based Deep Cross-domain Recommendation (다중 융합 기반 심층 교차 도메인 추천)

  • Hong, Minsung;Lee, WonJin
    • Journal of Korea Multimedia Society
    • /
    • v.25 no.6
    • /
    • pp.819-832
    • /
    • 2022
  • Cross-domain recommender system transfers knowledge across different domains to improve the recommendation performance in a target domain that has a relatively sparse model. However, they suffer from the "negative transfer" in which transferred knowledge operates as noise. This paper proposes a novel Multiple Fusion-based Deep Cross-Domain Recommendation named MFDCR. We exploit Doc2Vec, one of the famous word embedding techniques, to fuse data user-wise and transfer knowledge across multi-domains. It alleviates the "negative transfer" problem. Additionally, we introduce a simple multi-layer perception to learn the user-item interactions and predict the possibility of preferring items by users. Extensive experiments with three domain datasets from one of the most famous services Amazon demonstrate that MFDCR outperforms recent single and cross-domain recommendation algorithms. Furthermore, experimental results show that MFDCR can address the problem of "negative transfer" and improve recommendation performance for multiple domains simultaneously. In addition, we show that our approach is efficient in extending toward more domains.

Seafood Export Expansion Strategies - Focusing on Market Growth and Size - (수산물 수출 확대 전략 - 시장 성장성과 규모를 중심으로 -)

  • Jin Baek Kim;Dae-Young Kim
    • The Journal of Fisheries Business Administration
    • /
    • v.54 no.4
    • /
    • pp.19-45
    • /
    • 2023
  • This study explores strategies to expand Korea's top 10 seafood export in the oversea market, with a specific focus on the impact of export concentration. For certain seafood items such as laver, crab, and mackerel, characterized by low export concentration, adopting a focused export expansion strategy is more effective. Conversely, highly concentrated seafood items such as toothfish, cod, pollack, and abalone face high risks in export performance due to their heavy reliance on a small number of key export countries. To ensure export stability, it is advisable to implement a diversified export expansion strategy for these highly concentrated seafood items. In the case of medium-concentration seafood items like tuna, oyster, and flounder, the decision between a concentrated or diversified strategy should be based on their specific export situations. Tailoring strategies to the distinctive market characteristics of each seafood item enables exporters to effectively increase oversea market share, promoting stability and sustained growth in export performance.

Needs Assessment of Administrative and Financial Support for Effective Performance of Teacher Professionalism of Gifted Education (영재교육 교사 전문성의 효율적 실천을 위한 행.재정 지원의 요구분석)

  • Seo, Hae-Ae
    • Journal of Gifted/Talented Education
    • /
    • v.18 no.2
    • /
    • pp.175-200
    • /
    • 2008
  • The study aims to assess needs of administrative and financial support for effective performance of teacher professionalism of gifted. For this end, practicing teachers of gifted education were nationwide selected for survey questionnaires. The first survey of five-scale Likert item was conducted in July 2005 with 236 teachers and the second survey of open-ended item was done in November 2005 with 123 teachers. All the respondents provided their perceptions to current status of administrative and financial support for gifted education and needs for their effective performance of professionalism. Suggestions for improving conditions of administration and finance in terms of effective performance of teacher professionalism in gifted education were as follows: First, teachers should be assigned as full-time for gifted education. Otherwise, their teaching hours and other related jobs should be, reduced Second, the financial support for gifted education should be increased, in particular, more in provincial areas than metropolitan cities. Third, appropriate grouping and counseling according to diverse differences of students should be done. Fourth, understanding of principals and teachers in general education as well as parents and general public toward gifted education should be improved through inservice education program and other education programs. Further, teachers of gifted education should be provided with more frequent opportunities for participating inservice programs in quality, share knowledge and experiences among teachers through network systems, and be given appropriate incentives for better performance of professionalism.

Case Study: The Effect of Management Consulting of the A Bank on Business Performance of Consulting Client Firms and Their Contribution to the Bank (은행의 경영컨설팅이 수진기업의 경영성과와 은행의 기여도에 미치는 영향에 관한 연구 - A 은행의 수진기업을 중심으로 -)

  • Yang, Yong-Hyeon;You, Yen-Yoo
    • Journal of Digital Convergence
    • /
    • v.12 no.5
    • /
    • pp.131-138
    • /
    • 2014
  • Management consulting by a bank is expected to have a win-win relationship to the mutual development of the banks and client firms. Previous studies also claimed that consulting had a positive impact on the competitiveness and business performance of the firms. Nevertheless, few empirical studies were found to analyze the relationship and explain the result whether consulting had really enhanced the competitiveness and performance of the businesses after consulting. The present paper has empirically analyzed the impact of a management consulting by a bank on the business performance of the client firms and on the contribution to the bank. In terms of client firms, the financial results of the client companies such as stability, profitability and growth potential were compared before and after the consulting; in terms of the bank, the changes in the last three-month average outstanding of deposits and loans were measured and verified in order to measure the contribution of the client firms to bank. A significant effect was confirmed in this study of the consulting on the client firms' the debt ratio-an item of financial stability and sales growth-an item of the growth potential.

Effects of the Selective Eye Movement Program on the Foot Pressure and Balance in Normal Adults (선택적 안구운동 프로그램이 정상성인의 족저압과 균형에 미치는 영향)

  • Lee, Geon-Cheol;Kim, Chi-Hyok;Kim, Myung-Jin;Jung, Go-Woon;Lee, Jae-Cheol;Kim, Ji-Hwan;Lee, Mi-Hwa;Kim, Ji-Sun;Bae, Won-Sik
    • Journal of the Korean Society of Physical Medicine
    • /
    • v.6 no.4
    • /
    • pp.425-436
    • /
    • 2011
  • Purpose : The purpose of this study is to identify static, dynamic balance performances and foot pressure after eye movement exercise in normal adults. Method : This study was performed on normal 18 males and 18 females subjects. They were divided into 3 groups using random sampling and executed saccadic eye movement, vestibuloocular eye movement, pursuit vergence eye movement exercise respectively. In order to compare the difference of balance and foot pressure, the subjects were measured before, middle and after eye movement. Balance was examined using the balance master 7.0 version systems. Foot pressure was examined using the gaitview AFA-50. Result : The result are as follows. 1. After first intervention, the difference of the FORM-EC item on MCTSIB variable in the vestibuloocular group was significantly decreased(p<.05) and after second intervention, the difference of the FIRM-EO(p<.05), FORM-EO(p<.01), FORM-EC(p<.01) items on MCTSIB variable in the saccadic group and FORM-EC(p<.05) item in the vestibuloocular group were significantly decreased respectively. 2. After first intervention, the difference of the EPE, MXE items in the saccadic group(p<.05) and RT(p<.05), EPE(p<.01) items in the pursuit vergence group were significantly decreased respectively after second intervention. 3. After first intervention, the difference of the Static A-P(p<.05), L-R(p<.01) and Dynamic A-P(p<.01), L-R (p<.01) items on foot pressure variable in the saccadic group, Dynamic A-P(p<.01) item in the vestibuloocular group and Static A-P(p<.01), Dynamic A-P(p<.05), L-R(p<.01) items in the pursuit vergence group were significantly decreased respectively. 4. After first intervention, the difference of the FORM-EO(p<.05), FORM-EC(p<.01) items and after second intervention, the difference of the FIRM-EO(p<.01) item on MCTSIB variable among three groups was significantly decreased respectively. Conclusion : Selective eye movement exercise program influences balance control ability and foot pressure of normal adults in positive ways.

Performance Improvement of Collaborative Filtering System Using Associative User′s Clustering Analysis for the Recalculation of Preference and Representative Attribute-Neighborhood (선호도 재계산을 위한 연관 사용자 군집 분석과 Representative Attribute -Neighborhood를 이용한 협력적 필터링 시스템의 성능향상)

  • Jung, Kyung-Yong;Kim, Jin-Su;Kim, Tae-Yong;Lee, Jung-Hyun
    • The KIPS Transactions:PartB
    • /
    • v.10B no.3
    • /
    • pp.287-296
    • /
    • 2003
  • There has been much research focused on collaborative filtering technique in Recommender System. However, these studies have shown the First-Rater Problem and the Sparsity Problem. The main purpose of this Paper is to solve these Problems. In this Paper, we suggest the user's predicting preference method using Bayesian estimated value and the associative user clustering for the recalculation of preference. In addition to this method, to complement a shortcoming, which doesn't regard the attribution of item, we use Representative Attribute-Neighborhood method that is used for the prediction when we find the similar neighborhood through extracting the representative attribution, which most affect the preference. We improved the efficiency by using the associative user's clustering analysis in order to calculate the preference of specific item within the cluster item vector to the collaborative filtering algorithm. Besides, for the problem of the Sparsity and First-Rater, through using Association Rule Hypergraph Partitioning algorithm associative users are clustered according to the genre. New users are classified into one of these genres by Naive Bayes classifier. In addition, in order to get the similarity value between users belonged to the classified genre and new users, and this paper allows the different estimated value to item which user evaluated through Naive Bayes learning. As applying the preference granted the estimated value to Pearson correlation coefficient, it can make the higher accuracy because the errors that cause the missing value come less. We evaluate our method on a large collaborative filtering database of user rating and it significantly outperforms previous proposed method.

Development of an Instrument to Measure Triage Nursing Work in Emergency Room (응급실 초진간호업무 측정도구 개발)

  • Yu, Kyoung-Hee;Jang, Keum-Seong
    • The Journal of Korean Academic Society of Nursing Education
    • /
    • v.21 no.4
    • /
    • pp.477-489
    • /
    • 2015
  • Purpose: The purpose of this study was to develop an instrument to assess emergency room nurses' knowledge and performance of triage nursing. Methods: The instrument was developed through the stages of conceptual construction, item development, and validity and reliability testing. For the validity and reliability testing, data collected from 48 emergency room nurses using questionnaires was analyzed through descriptive statistics, factor analysis, and reliability coefficients. Results: The knowledge part consisted of 30 items in nine areas, and its reliability was low (KR-20 =0.50). The correct-answer rate was 71.8%. The performance section derived from the factor analysis was composed of two factors with nine items in the triage domain and three factors with 12 items in the non triage domain. The explanatory powers of these factors for the domains were 66.1% and 70.4%, respectively. The overall reliability (Cronbach's ${\alpha}$) was .95, and the reliabilities for the two domains were .88 and .91, respectively. The nurses' mean performance level was 3.2(${\pm}0.45$). Conclusion: The specific contents of the triage nursing work were identified from the developed scale; further research is necessary to in order to develop a scale capable of higher reliability and validity.

A Case Study on the Evaluation of Residential Performance for Deteriorated Multi-family Housing (노후공동주택의 거주성능 평가에 관한 사례 연구)

  • Hyun Taek-Soo;Lee Byung-Tae
    • Journal of the Korean housing association
    • /
    • v.17 no.2
    • /
    • pp.77-85
    • /
    • 2006
  • This study aims to propose the comprehensive evaluation of performance multi-family housing. Most of the existing studies for the reproduction have evaluated by the safety of structure. Therefore those pass over the functional factors which is important for the evaluation of residential qualities. This study represents that the reproduction renovation should not be secured the safety of structure but established the quality of lift. And questionnaire asking expert's opinion also supplemented. As a result, the item for examination and the weight for evaluation are suggested in functional deterioration. The results of this study are summarized as follows: 1. Existent redevelopment criteria are not appropriate to decide the environmental comfort, the vital function of housing and the residential management finance. 2. The future criteria have to evaluate the existing environmental comfort, be reconstructed to put first general deterioration. 3. Evaluation elements was extracted throughout the document research, evaluation elements analysis system was separated in residential area, suburb of dwellings, community, and housing complexity environmental assesment, 4. Each category of influence ratio was extracted to assess total deterioration throughout the expert question survey. 5. Each category analysed (1) $0{\sim}30%$: function is good (unnecessary to improve) (2) $31{\sim}40%$: average (necessary of partial improvement) (3) $41{\sim}59%$: bad (necessary of total improvement) (4) $60{\sim}100%$: the worst (unable to improve throughout the repair)

A Study on Integrated Quality Evaluation Model of Information System (정보시스템 종합품질평가 모형 연구)

  • Seo, Jang-Hoon;Lee, Gi-Jun;Park, Myeong-Kyu
    • Journal of the Korea Safety Management & Science
    • /
    • v.8 no.4
    • /
    • pp.151-166
    • /
    • 2006
  • One of The standard issue in riding on the wave of the information system(IS) is records of performance, grow unprecedently fast, and has highly uncertain future. Within the framework of IS Evaluation, The main purpose of this study is to suggest performance quality evaluation system as follows, The Integrated Quality Evaluation Model Design(IQEMD) of Information System helps corporations to improve productivity, customer service and corporate competitive power. To respond flexibly this trend, we have to realize that the information system has to keep the most effective optimal information network at the proper time. The existing evaluation method has been concentrated on the evaluation of a degree of the information system maturity focused on static viewpoints. The evaluation of potential factors to affect the future-oriented performance, that can analyze both unit business being able to apply an information system base was used efficiently well and what performance evaluation item was obtained actually, was insufficient relatively. In this paper, An integrated quality evaluation method will analyze a degree of information system maturity in dynamic evaluation viewpoints rather than in static evaluation viewpoints. finally we estimated the relative degree of importance of each determinant using the AHP methodology The validity of the proposed model was also partially proved using two different methods, holistic and historical approach.