• 제목/요약/키워드: Missing Value

검색결과 316건 처리시간 0.029초

EFMDR-Fast: An Application of Empirical Fuzzy Multifactor Dimensionality Reduction for Fast Execution

  • Leem, Sangseob;Park, Taesung
    • Genomics & Informatics
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    • 제16권4호
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    • pp.37.1-37.3
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    • 2018
  • Gene-gene interaction is a key factor for explaining missing heritability. Many methods have been proposed to identify gene-gene interactions. Multifactor dimensionality reduction (MDR) is a well-known method for the detection of gene-gene interactions by reduction from genotypes of single-nucleotide polymorphism combinations to a binary variable with a value of high risk or low risk. This method has been widely expanded to own a specific objective. Among those expansions, fuzzy-MDR uses the fuzzy set theory for the membership of high risk or low risk and increases the detection rates of gene-gene interactions. Fuzzy-MDR is expanded by a maximum likelihood estimator as a new membership function in empirical fuzzy MDR (EFMDR). However, EFMDR is relatively slow, because it is implemented by R script language. Therefore, in this study, we implemented EFMDR using RCPP ($c^{{+}{+}}$ package) for faster executions. Our implementation for faster EFMDR, called EMMDR-Fast, is about 800 times faster than EFMDR written by R script only.

펫 헬스 케어 서비스를 위한 GATs 기반 센서 데이터 처리 기법 설계 (Design of Sensor Data's Missing Value Handling Technique for Pet Healthcare Service based on Graph Attention Networks)

  • 이지훈;문남미
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2021년도 춘계학술발표대회
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    • pp.463-465
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    • 2021
  • 센서 데이터는 여러가지 원인으로 인해 데이터 결측치가 발생할 수 있으며, 결측치로 인한 데이터의 처리 방식에 따라 데이터 분석 결과가 다르게 해석될 수 있다. 이는 펫 헬스 케어 서비스에서 치명적인 문제로 연결될 수 있다. 따라서 본 논문에서는 펫 웨어러블 디바이스로부터 수집되는 다양한 센서 데이터의 결측치를 처리하기 위해 GATs(Graph Attention neTworks)와 LSTM(Long Short Term Memory)을 결합하여 활용한 데이터 결측치 처리 기법을 제안한다. 펫 웨어러블 디바이스의 센서 데이터가 서로 연관성을 가지고 있다는 점을 바탕으로 인접 노드의 Attention 수치와 Feature map을 도출한다. 이후 Prediction Layer 를 통해 결측치의 Feature 를 예측한다. 예측된 Feature 를 기반으로 Decoding 과정과 함께 결측치 보간이 이루어진다. 제안된 기법은 모델의 변형을 통해 이상치 탐지에도 활용할 수 있을 것으로 기대한다.

색상 필터 배열을 위한 효율적인 색상 보간 방법 (An Efficient Color Interpolation Method for Color Filter Array)

  • 조양기;김희석
    • 전자공학회논문지CI
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    • 제43권6호
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    • pp.92-100
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    • 2006
  • 디지털 카메라와 같은 장치에서 사용하는 단일 영상 센서는 화소 당 삼원색 중 하나의 색상만을 가진 서브샘플된 영상을 제공한다. 이 영상은 색상 보간이라는 영상 처리를 통해 완전한 색상 영상으로 복원된다. 본 논문에서는 영상 센서로부터 획득한 데이터의 평균과 각 색 채널 데이터 평균 사이의 관계를 유도하고, 이 관계를 이용하여 색상 보간을 위한 효율적인 새로운 방법을 제안하였다. 유도한 데이터 평균 관계는 채널간의 색상차가 지역적으로 균일하다는 가정을 이용하였다. 또한 휘도신호 채널의 보간은 지퍼 효과를 감소시키기 위해서 에지 방향을 따라 보간 하였다. 한편 색상신호 채널은 휘도신호 채널과의 차를 평균하고, 이 평균값을 보간할 위치의 색상 값에 더하여 복원하였다. 본 논문에서는 제안한 방법을 기존의 방법들과의 비교 실험을 통해 제안한 방법의 우수함을 입증하였다.

부산지역 중학교 교사의 교육적 가치와 장애요인이 해양스포츠 계발활동에 미치는 영향에 관한 연구 (The Study of Effect of Educational Value and Barrier's Factors on Developmental activity of the marine sports in a middle school teachers in Pusan)

  • 지삼업;문선호;이재빈;김남영
    • 수산해양교육연구
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    • 제20권2호
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    • pp.147-155
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    • 2008
  • The purpose of this study was to identify the causal relationship developmental activity of the marine sports among the educational value and barrier's factors in a middle school teachers in Busan. Responses were collected from 352 questionnaires which participated in the survey chosen by convenient sampling from the middle school teachers who working the area of Busan. A total of 338 responses were used in data analysis; 14 questionnaires were excluded form data analysis because of incomplete or missing data. To conduct this study the multiple regression analysis was used by SPSS 10.0. The result of this study disclosed; first, The factors of educational value such as self-concept development, collaboration, human relationship, and emotional development were statistically causal relationship with the developmental activity of the marine sports. The other factors of creativity, leisure activity, and health were not statistically causal relationship with the development activity of the marine sports. Second, the barrier's factors of facility and weather were statistically causal relationship with the developmental activity of the marine sports. The other barrier's factors of safety accident, program, and participation expense were not statistically causal relationship with the developmental activity of the marine sports.

고객가치가 고객충성도에 미치는 영향에 관한 연구: 고객만족과 전환장벽을 매개변수로 (A Study on the Impact of Customer Equity on Customer Loyalty in the Korean Retail Industry: Mediation of Customer Satisfaction and Switching Costs)

  • 김순홍
    • 유통과학연구
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    • 제10권11호
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    • pp.79-88
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    • 2012
  • Purpose - The objective of this paper is to suggest that a company's CRM activities have an effect on customer loyalty in the Korean retail industry. Typically, Korean customers use large local marts with convenience in the absence of any other choice. Therefore, this study aims to shed light on the fact that customers do not break away from their preferred retail stores, either owing to their stringent loyalty (the lie loyalty) or difficulty in turning to alternative choices. Research design, data, methodology - By surveying a sample of 200 hyper-markets through a questionnaire, and excluding dubious and missing responses, I obtained 181 samples to be included in the empirical analysis. The survey was conducted for two weeks during October 2011. AMOS and SPSS18 statistical packages were used for conducting statistical analysis for this study. This paper was developed using the concept of customer equity on CRM, which is known to have a positive impact on customer loyalty through the satisfaction and switching-barrier parameters. The hypothesis of this paper is that customer equity is composed of relationship equity, value equity and brand equity, and that the relationship equity variable has positive effects on the value equity and brand equity amongst other types of customer equity. Moreover, customer equity influences customer loyalty through parameters including customer satisfaction and switching costs in the Korean retail industry. Results - According to the results of the analysis, it was confirmed that relationship value had a positive effect (+) on all variables, including the perceived QoS (Quality of Service), store brand images, economic value, and store convenience. It was also confirmed that the assumption that the perceived QoS (Quality of Service), economic value, and store convenience had a positive effect on customer satisfaction was shown to be statistically significant, with a p-value below 0.05. Only the store brand value variable had an effect on the switching-cost variable with respect to the causal sequence of the variables, including the perceived QoS, store brand value, economic value, and store convenience. The remaining variables did not seem to influence the switching-cost variable. On the other hand, another effect showed that customer satisfaction had a statistically significant influence on the switching-costs variable. Moreover, the customer satisfaction and switching-cost variables also had a statistical influence on customer loyalty. Conclusions - The CRM activities had an influence on various variables (including perceived QoS, perceived economic value, store brand value, and store convenience) pertaining to customer values. Customer satisfaction and switching-cost had some effects on customer loyalty as a parameter. This confirms that stringent loyalty exists with respect to customer loyalty in the retail industry. The fact that the variable had such a statistically significant influence on the switching-cost and store brand equity variables means that consumers react to the reputation of a brand, confidence about the store, and quality confidence. The implications of this study in the retail industry should be further extended to devise strategies for customer retention.

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상표자산이 구매의도에 미치는 영향: 중국패션시장에서 (Brand Equity and Purchase Intention: The Fashion Market in China)

  • 이동해;최영로
    • 유통과학연구
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    • 제13권7호
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    • pp.85-90
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    • 2015
  • Purpose - Global trends play a part to change the structure of the fashion industry. In particular, companies attempting to conduct innovative marketing centering on such products as SPA brands are growing into global companies. SPA stands for "Specialty Store Retailer of Private Label Apparel", meaning its activities are fully integrated from manufacturing through sales, including material procurement design, product, distribution, inventory management, and final sales. For this reason, more understanding of individual corporate profitability is very sensitive to consumer's attitudinal changes. The effects that corporate marketing activities on customer lifetime value through brand attitude were analyzed based on a structural equation model. Rust suggested value equity, brand equity, and relationship equity as customer equity driver. The study examines Chinese consumer because China is the fastest growing fashion market in the world. Research design, data, and methodology - The survey targeted Chinese college student age 20s. Only respondents who had purchased SPA brands in the past year were included for this research. A total of 303, except for 47 missing data of 350 distributed questionnaires were included in this research. The questionnaire is consists of six part to measure value, brand, relationship equity, attitude toward brand, purchase intention and demographic characteristics. This research conducted exploratory factor analysis and reliability test. To verify research hypotheses, structural equation model test was conducted. As for customer equity, diversified models in consideration of the scope of acquisition data, a method of collection of data, influencing factor, and predictability were suggested based on a net present value model. However, the history of customer equity study is relatively short, and sufficient empirical analyses have not been conducted, so more integrated analysis is required. In this study, the concept of driver suggested by Rust was applied to figure out the effects that consumer's attitude has on customer equity. The customer equity driver suggested by them consists of brand equity, value equity, and relationship equity. Results - This study reveals that value equity and brand equity have a positive influence on relationship equity. And, relationship equity has a positive influence on purchase intention through brand attitude. However, value equity and brand equity do not influence on brand attitude. Conclusion - The results of this research generated following implications. First, SPA brands need to take advantage of their value equity such as perceived low price and up-to-date fashion style to attract Chinese young consumer. Second, strong brand equity promises dominants position in the competitive market. As Chinese fashion market grows rapidly, SPA brands can consider branding strategy such as flagship store and celebrity marketing enhancing brand image. Third, the core concept of customer equity strategy is to maintain a relationship with their expecting and existing customers. The relationship equity is built by brand equity and value equity. When SPA brands serves product and service meet with individual customers, customers have intimacy to the brands.

초등학교 5학년과 6학년의 비례 추론 능력 분석 (5th and 6th Grade Korean Students' Proportional Reasoning Abilities)

  • 정영옥;정유경
    • 대한수학교육학회지:학교수학
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    • 제18권4호
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    • pp.819-838
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    • 2016
  • 본 연구는 비와 비율에 대한 기본적인 내용을 배운 5학년 학생들과 비례와 비례식 및 형식적인 전략까지 배운 6학년 학생들의 비례추론 능력을 비교 분석하고, 초등학교의 비례 추론 지도를 위한 시사점을 제공하고자 하였다. 이를 위해 5학년 131명과 6학년 138명 학생들을 대상으로 다양한 과제로 구성된 비례 추론 검사를 실시하여 성취도와 전략을 분석하고, 일부 면담을 실시하였다. 분석 결과 5학년과 6학년 학생들의 평균은 다소 차이는 있었으나 크지 않았고, 과제 유형별로는 5, 6학년 모두 기하 과제보다는 대수 과제, 질적 과제보다는 양적 과제, 비교 과제보다는 미지값 과제에서 높은 점수를 보였으며, 5, 6학년 모두 형식적 전략보다는 인수 전략과 단위 비율 전략 같은 비형식적 전략을 훨씬 더 많이 사용하였고, 비례 상황과 비 비례 상황을 구분하는 데는 여전히 어려움이 있었다. 이런 결과를 바탕으로 학생들의 비례 추론 지도를 위한 시사점으로 다양한 비례 추론 과제의 도입과 학생들의 유연한 전략의 중시를 제안하였다.

초등학생들의 비례 추론 전략 분석 -6학년을 중심으로- (An Analysis of Proportional Reasoning of Elementary School Students - Focused on Sixth Graders -)

  • 정유경;정영옥
    • 한국초등수학교육학회지
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    • 제19권4호
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    • pp.457-484
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    • 2015
  • 본 연구에서는 초등학생들이 다양한 비례 추론 과제를 해결할 때 사용하는 비례 추론 전략과 정답률을 분석하여 비례 추론 능력 지도를 위한 시사점을 제공하고자 하였다. 이를 위해 비례식을 학습한 6학년 173명을 대상으로 조사 연구를 실시하였다. 비례 추론 과제는 대수 기하, 양적 질적 추론, 미지값 비교 과제로 구분하고, 선행 연구에서 사용된 비례 추론 문항을 참조하여 다양한 과제 유형을 고려한 문항으로 검사지를 구성하였다. 과제 유형별로 정답률을 살펴보면, 기하 과제보다는 대수 과제, 질적 추론 과제보다는 양적 추론 과제, 비교 과제보다는 미지값 과제의 정답률이 상대적으로 높게 나타났다. 학생들이 사용한 비례 추론 전략을 살펴보면 비례식을 학습하였음에도 불구하고 형식적 전략보다는 인수 전략, 단위 비율 전략과 같은 비형식적 전략을 사용하는 비율이 상대적으로 높게 나타났다. 이와 같은 결과를 바탕으로 비례 추론 능력 지도를 위한 시사점으로 형식적 전략의 약화와 비형식적 전략의 명시적 지도, 질적 추론의 강화 및 질적 양적 추론의 결합, 다양한 과제 유형의 균형있는 취급 등을 제안하였다.

인간 지식을 이용한 경험적 의사결정트리의 설계 (Design of Heuristic Decision Tree (HDT) Using Human Knowledge)

  • 윤태복;이지형
    • 한국지능시스템학회논문지
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    • 제19권4호
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    • pp.525-531
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    • 2009
  • 데이터 마이닝(Data Mining)은 수집된 데이터로 부터 감춰진 패턴을 찾는 작업이다. 여기에서 수집된 데이터는 예측 및 추천을 위한 기반 정보로 중요한 역할을 하며, 분석 결과의 성능을 향상시키기 위해 잘못된(Missing value) 데이터를 선별하는 과정을 필요로 한다. 수집한 데이터에서 의도하지 못한 데이터를 선별하기 위한 기존의 방법은 주로 통계적이거나 단순 거리(Distance)에 기반을 둔 방법을 이용하였다. 하지만 환경 및 데이터의 특성을 고려하지 못하여, 의미 있는 데이터도 함께 분석에서 제외 될 수 있는 문제점을 가지고 있다. 본 논문은 인간의 경험적 지식을 수집된 데이터와 비교하여 가중치로 변환하고, 의사결정트리(Decision Tree)의 생성에 이용한다. 생성된 트리는 인간의 지식이 반영되어 기존의 분석 방법보다 신뢰성이 높다고 할 수 있으며, 실험을 통하여 제안하는 방법의 유효성을 확인하였다.

독거가구 및 기초생활수급 여부와 절주권고, 음주문제 상담 간의 연관성 분석 (the Association between the Single-Person Household & Beneficiary of National Basic Livelihood and Recommendation to Refrain Drinking Alcohol, Counseling for Drinking Problems)

  • 양정민;김하은;김재현
    • 한국병원경영학회지
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    • 제27권4호
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    • pp.13-21
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    • 2022
  • Purpose: The purpose of this study was to analyze the association between single-person households & Beneficiary of National Basic Livelihood and recommendation on alcohol consumption, and counseling on drinking problems for adults 19 years of age or older. Methods: In this study, excluding missing values, the association between the single-person household & Beneficiary of National Basic Livelihood and recommendation to refrain drinking alcohol, counseling for drinking problems was analyzed by using the chi-squre test and logistic regression analysis. Results: In the case of non-single person households, compared to single-person households, the recommendation rate to refrain drinking alcohol was 1.519 OR (Odds Ratio [OR]: 1.159 , p-value <.0001). meanwhile, in the case of Beneficiary of National Basic Livelihood, the recommendation rate to refrain alcohol consumption was higher by 1.414 OR (OR: 1.414, p-value: 0.011), and the drinking problem counseling rate was also higher by 2.257 OR (OR: 2.257, p-value: 0.026) compared to non-beneficiary group. Discussion & Conclusion: Based on the 2016-2019 National Health and Nutrition Survey, this study investigated the associaiton between single households & Beneficiary of National Basic Livelihood and recommendations to refrain alcohol, and counseling on drinking problems. Compared to the Beneficiary of National Basic Livelihood group, single-person household group has recently been classified as a socially vulnerable group, but it is not applicable in the policy category. If policy and institutional measures for treatment are provided, it is expected that the problem of alcohol abuse can be reduced.