• 제목/요약/키워드: Data enrichment

검색결과 286건 처리시간 0.03초

A Study on a Statistical Matching Method Using Clustering for Data Enrichment

  • Kim Soon Y.;Lee Ki H.;Chung Sung S.
    • Communications for Statistical Applications and Methods
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    • 제12권2호
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    • pp.509-520
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    • 2005
  • Data fusion is defined as the process of combining data and information from different sources for the effectiveness of the usage of useful information contents. In this paper, we propose a data fusion algorithm using k-means clustering method for data enrichment to improve data quality in knowledge discovery in database(KDD) process. An empirical study was conducted to compare the proposed data fusion technique with the existing techniques and shows that the newly proposed clustering data fusion technique has low MSE in continuous fusion variables.

기혼간호사의 사회적 지지와 일-가정 갈등, 일-가정 향상과의 관계 (The Relationship among Social Support, Work-Family Conflict and Work-Family Enrichment of Married Nurses)

  • 이인영;고유경
    • 한국병원경영학회지
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    • 제26권1호
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    • pp.26-41
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    • 2021
  • Purpose: This study is to identify the relationship among married nurses' social support, work-family conflict and work-family enrichment and to examine the influence of social support on work-family conflict and work-family enrichment. Methods: Data were collected from married nurses working at three hospitals with more than 100 beds in J Province and analyzed by descriptive statistics, t-test, ANOVA, Mann-Whitney U test, Kruskal-Wallis H test, Pearson's correlation analysis and hierarchical regression analysis using SPSS 21 program. Findings: In the correlation analysis only social support and work-family enrichment showed positive correlation. As a result of hierarchical multiple regression analysis, social support still acted as a significant influence factor on work-family conflict and work-family enrichment even in the state of considering the effect of control variables. Conclusion: In order to lower work-family conflict and to enhance work-family enrichment of married nurses, it is necessary to introduce and implement welfare policies for work-family reconciliation at the workplace level and at home level it is necessary to provide concrete measures so that married nurses can find the value of life as workers while house working and nurturing.

의사결정 규칙을 이용한 데이터 통합에 관한 연구 (A Study on the Data Fusion Method using Decision Rule for Data Enrichment)

  • 김순영;정성석
    • 응용통계연구
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    • 제19권2호
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    • pp.291-303
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    • 2006
  • 대용량의 데이터로부터 의미있는 지식을 찾는 과정에서 데이터의 질은 무엇보다도 중요하다. 본 연구에서는 데이터의 충실도를 높이기 위한 방법으로 여러 경로로부터 수집된 데이터의 정보를 활용하기 위해 데이터 마이닝 알고리즘인 의사결정 규칙을 이용한 데이터 통합 기법을 제안하고, 실제 데이터를 이용하여 모의실험을 통해 제안된 알고리즘의 효율성을 비교하였다. 실험결과 제안된 알고리즘이 데이터 통합의 성능을 향상시킴을 알 수 있었다.

데이터 보강을 위한 데이터 통합기법에 관한 연구 (A Study on the Data Fusion for Data Enrichment)

  • 정성석;김순영;김현진
    • 응용통계연구
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    • 제17권3호
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    • pp.605-617
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    • 2004
  • 데이터마이닝에서 가장 중요한 요소 중 하나는 마이닝에 사용될 데이터의 질이다. 질 높은 데이터를 바탕으로 마이닝이 수행될 때, 데이터마이닝의 잠재적 가치는 증대될 것이다. 본 논문에서는 지식발견 과정 중 데이터의 질을 향상시키기 위한 한 단계인 데이터 보강을 위해 데이터 통합 기법을 제안하고, 모의실험을 통해 제안된 알고리즘의 효율성을 비교하였다. 실험결과 제안된 알고리즘이 데이터 통합의 성능을 향상시킴을 알 수 있었다.

Effects of Environment Enrichment on Behavioral Problems in Dogs with Separation Anxiety

  • Kang, Ok-Deuk
    • 한국환경과학회지
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    • 제31권2호
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    • pp.131-139
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    • 2022
  • This study aimed to evaluate the effects of four types of environmental enrichment on the improvement of companion dogs' behavioral problems due to separation anxiety. A total of 21 dogs of various breeds were included in the study. Data were collected to investigate the behaviors associated with anxiety in dogs, including vocalization, elimination, escape attempts, and destructiveness. A first stage, in which the dog and owner were together (P0), lasted 15 min, and a second stage, in which the dog and owner were separated (P1), lasted 15 min. After the dog and owner were separated (P1), the third stage (P2), during which the environment was enriched, lasted 20 min, and the fourth stage, following environment enrichment (P3), lasted 15 min. The results of the study indicated that compared to P0, the frequency of problematic behavior was highest during the 15 min following separation from the owner (P1). Following environmental enrichment, the average frequency of problematic behaviors in P2 decreased (P < 0.001) compared to P1. Environmental enrichment can also be used appropriately in the case of companion dogs, including shelter dogs or experimental dogs that use a limited kennel, and is a particularly effective means of improving the quality of life of dogs.

SIEM 기반 사이버 침해사고 대응을 위한 데이터 보완 메커니즘 비교 분석 (Analysis of Cyber Incident Artifact Data Enrichment Mechanism for SIEM)

  • 이형우
    • 사물인터넷융복합논문지
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    • 제8권5호
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    • pp.1-9
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    • 2022
  • 최근 IoT 및 휴대용 통신 단말에 각종 서비스가 연동되면서 해당 디바이스의 보안 취약점을 악용한 사이버 공격이 급증하고 있다. 특히 지능형 지속위협(APT) 공격을 통해 대단위 네트워크 환경에서 이기종 형태의 디바이스를 대상으로 한 사이버 공격이 급증하고 있다. 따라서 침해사고 발생시 대응 체계의 유효성을 향상시키기 위해서는 위협 분석 및 탐지 성능이 향상되도록 수집된 아티팩트 데이터에 대한 데이터 보완(Data Enrichment) 메커니즘을 적용할 필요가 있다. 이에 본 연구에서는 침해사고 분석을 위해 수집된 아티팩트를 대상으로 기존의 사고관리 프레임워크에서 수행하는 데이터 보완 공통 요소를 분석하여 실제 시스템에 적용 가능한 특징 요소를 도출하고, 이를 토대로 개선된 사고분석 프레임워크 프로토타입 구조를 제시하였으며 도출된 데이터 보완 확장 요소의 적합도를 검증하였다. 이를 통해 이기종 디바이스로부터 수집된 아티팩트를 대상으로 사이버 침해사고 분석 시 탐지 성능을 향상시킬 수 있을 것으로 기대된다.

환경보강 유방자가검진 프로그램의 효과 (The Effects of Breast Self-examination Program Enriched Environmentally among Healthy Women)

  • 박경연;김소희
    • 여성건강간호학회지
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    • 제16권2호
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    • pp.105-115
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    • 2010
  • Purpose: The purpose of this study was to determine the effects of an environmental enrichment program on barrier, benefit, confidence, and compliance of breast self-examination in women at 3 months after instruction. Methods: Nonequivalent control group pretest-posttest design was conducted among 62 healthy women. Data were collected through the self-reported questionnaires from December 2008 to March 2009. Women were assigned to one of two treatment groups: (a) no-support of environmental enrichment with the instruction control group; (b) the support of environmental enrichment with the instruction experimental group. All women received the same instruction on breast self-examination once a week for two weeks. Data were analyzed with paired t-test, McNemar test and ANCOVAs of controlling for age run using SPSS/WIN 17.0. Results: The experimental group was significantly lower than control group on perceived barrier (F=5.91, p=.02) and higher than control group on compliance of breast self-examination (F=4.57, p=.04) after environmental enrichment program. However the environmental enrichment program did not make significant differences on benefit (F=0.01, p=.91) and confidence (F=0.77, p=.38). Conclusion: Findings suggest that the environmental enrichment should be needed to support women's breast self-examination and expanded for compliance of breast self-examination to promote the secondary prevention of women breast cancer.

대구광역시에 거주하는 맞벌이부부의 일-가족조정전략이 일-가족 갈등과 일-가족 향상에 미치는 영향 (The influences of work-family conciliation strategies on work-family conflict and enrichment in dual-earner couples who live in Daegu with children)

  • 장윤옥;정서린
    • 가족자원경영과 정책
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    • 제21권2호
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    • pp.73-93
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    • 2017
  • The purpose of this study was to investigate the influences of work-family conciliation strategies on work-family conflict and enrichment in dual-earner couples who live in Daegu with children. The subjects of this study were 176 dual-earner couples, who have under 16 youngest children and work over 15 hours each week. The research tool was questionnaires. For data analysis, factor analysis, Cronbach ${\alpha}$, paired t-test and multiple regression were performed. The main results of this study were as following. First, there were significant differences in management and planning skill strategy, work-family conflict and enrichment according to gender. Second, positive attitudes strategy toward multiple responsibilities, wives use, had an influence on work${\rightarrow}$family conflict in wives. Also, partner coping, management and planning skill, and positive attitudes strategy, wives use, and management and planning skill strategy, husbands use, had an influence on family${\rightarrow}$work conflict in wives. And management and planning skill and professional adjustment strategy, husbands use, had an influence on family${\rightarrow}$work conflict in husbands. work-family conciliation strategies had no influence on work${\rightarrow}$family conflict. Third, positive attitudes strategy toward multiple responsibilities, wives use, had an influence on work${\rightarrow}$family enrichment in wives. Also, partner coping strategy, wives use, and management and planning skill strategy, husbands use, had an influence on family${\rightarrow}$work enrichment in wives. And positive attitudes strategy toward multiple responsibilities, husbands use, had an influence on work${\rightarrow}$family enrichment in husbands. Also management and planning skill strategy, wives use, and partner coping, professional adjustment and management and planning skill strategy had an influence on family${\rightarrow}$work enrichment in husbands.

GraPT: Genomic InteRpreter about Predictive Toxicology

  • Woo Jung-Hoon;Park Yu-Rang;Jung Yong;Kim Ji-Hun;Kim Ju-Han
    • Genomics & Informatics
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    • 제4권3호
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    • pp.129-132
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    • 2006
  • Toxicogenomics has recently emerged in the field of toxicology and the DNA microarray technique has become common strategy for predictive toxicology which studies molecular mechanism caused by exposure of chemical or environmental stress. Although microarray experiment offers extensive genomic information to the researchers, yet high dimensional characteristic of the data often makes it hard to extract meaningful result. Therefore we developed toxicant enrichment analysis similar to the common enrichment approach. We also developed web-based system graPT to enable considerable prediction of toxic endpoints of experimental chemical.