지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 발행연도
- 2006.1
- 수록면
- 71 - 81 (11page)
이용수
초록· 키워드
오류제보하기
Objective: To explore the feasibility of using the Bayesian network approach to study health outcomes and evaluate its predictive performance. Methods: The Human immuno-deficiency virus Cost and Services Utilization Study (HCSUS) baseline dataset consisting of 2,864 human immuno-deficiency virus positive adults was used. The Hugin Researcher 6.2TM was used to develop the Bayesian network and Na ve Bayes models. The SAS/STAT PROC LOGISTIC was used to develop the logistic regressions.Results: The area under the receiver operating characteristic curve of the Bayesian network model was statistically higher than that of the Na ve Bayes model, but no higher than that of the logistic regression model using the 8 variables from a previous study. In a second analysis using the 10 most influential predictors discovered by the Bayesian network approach, the Na ve Bayes and the logistic regression performance improved. Conclusion: The BN approaches contributed to the discovery of additional influential predictors that lead to an increase of the models' predictive performance. When attempting to discover unknown relationships that might be missed by traditional analysis methods alone, the use of the Bayesian network as complementary methods may add value. (Journal of Korean Society of Medical Informatics 12-1,71-81, 2006)
목차
등록된 정보가 없습니다.
참고문헌 (23)
참고문헌 신청
AL, Gifford / 2000 / Propensity of HIV patients to seek urgent and emergent care. HIV cost and services utilization study consortium / Journal of General Internal Medicine 1
AM, Kilbourne / 2002 / Response to symptoms among a U.S. national probability sample of adults infected with human immunodeficiency virus. / Medical Care Research & Revi
Aronsky D, Haug PJ / 2000 / Automatic identification of patients eligible for a pneumonia guideline / Proceedings/AMIA Annual Symposium;2000 Nov 4-8
BJ, Turner / 2000 / Delayed medical care after diagnosis in a US national probability sample of persons infected with human immunodeficiency virus / Archives of Internal Med
CC,Bunn / 1999 / Predicting the risk of obesity using a Bayesian network / Proceedings/AMIA Annual Symposium;1999 Nov 6-10
AM, Kilbourne / 2002 / Response to symptoms among a U.S. national probability sample of adults infected with human immunodeficiency virus. / Medical Care Research & Revi
Aronsky D, Haug PJ / 2000 / Automatic identification of patients eligible for a pneumonia guideline / Proceedings/AMIA Annual Symposium;2000 Nov 4-8
BJ, Turner / 2000 / Delayed medical care after diagnosis in a US national probability sample of persons infected with human immunodeficiency virus / Archives of Internal Med
CC,Bunn / 1999 / Predicting the risk of obesity using a Bayesian network / Proceedings/AMIA Annual Symposium;1999 Nov 6-10
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
HIV 환자 입원 예측 연구를 위한 베이시안 네트워크 활용
Healthcare Informatics Research
2004 .01
-
A Hybrid Bayesian Network Model for Predicting Breast Cancer Prognosis
Healthcare Informatics Research
2009 .01
-
사전검사를 통한 고립성 폐결절 환자에서의 악성 확률 타당성에 대한 연구
Tuberculosis and Respiratory Diseases
2009 .01
-
측정 자료와 전문가 평가를 이용하여 Bayesian framework를 통해 업종별 납 노출량 추정
대한직업환경의학회 학술대회 논문집
2016 .11
-
Predicting Breast Cancer Survivability: Comparison of Five Data Mining Techniques
Healthcare Informatics Research
2007 .01
-
Comparisons of predictive modeling techniques for breast cancer in Korean women
Healthcare Informatics Research
2008 .01
-
Bayesian Method for Modeling Male Breast Cancer Survival Data
Asian Pacific journal of cancer prevention : APJCP
2014 .01
-
Developing Adverse Outcome Pathways (AOP) on Silver Nanoparticles-induced Reproductive Toxicity via Oxidative Stress in the nematode Caenorhabditis elegans using Bayesian Network (BN) Model
환경독성보건학회 심포지엄 및 학술대회
2018 .06
-
Exploring Factors Related to Metastasis Free Survival in Breast Cancer Patients Using Bayesian Cure Models
Asian Pacific journal of cancer prevention : APJCP
2014 .01
-
Model-Based Survival Estimates of Female Breast Cancer Data
Asian Pacific journal of cancer prevention : APJCP
2014 .01
-
Big Data Analysis Using Modern Statistical and Machine Learning Methods in Medicine
International Neurourology Journal
2014 .01
-
Bayesian simulation을 이용한 유병율 추정
대한수의사회지
2002 .01
-
Investigating the Incidence of Prostate Cancer in Iran 2005-2008 using Bayesian Spatial Ecological Regression Models
Asian Pacific journal of cancer prevention : APJCP
2015 .01
-
단일폐결절의 악성도 가능성의 평가:일반판독방법과 Bayesian 분석방법의 비교연구
대한방사선의학회지
1998 .01
-
의학적 의사결정 도구들에 대한 고찰 : Bayesian analysis and ROC analysis
대한구강악안면방사선학회지
2006 .01
-
The Influence of Assay Error Weight on Gentamicin Pharmacokinetics Using the Bayesian and Nonlinear Least Square Regression Analysis in Appendicitis Patients
Archives of pharmacal research : a publication of the Pharmaceutical Society of Korea
2005 .01
-
Misclassification Adjustment of Family History of Breast Cancer in a Case-Control Study: a Bayesian Approach
Asian Pacific journal of cancer prevention : APJCP
2015 .01
-
Statistical Applications for the Prediction of White Hispanic Breast Cancer Survival
Asian Pacific journal of cancer prevention : APJCP
2014 .01
이 논문의 저자 정보
최근 본 자료
댓글(0)
0