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
- 2016.1
- 수록면
- 186 - 195 (10page)
이용수
초록· 키워드
오류제보하기
Objectives: The interpretation of clinical data for the diagnosis of coronary heart disease can be done using algorithms in data mining. Most clinical data interpretation systems for diagnosis developed using data mining algorithms with a blackbox approach cannot recognize examination attribute relationships with the incidence of coronary heart disease. Methods: This study proposes a system to interpretation clinical examination results for the diagnosis of coronary heart disease based the decision tree algorithm. This system comprises several stages. First, oversampling is carried out by a combination of the synthetic minority oversampling technique (SMOTE), feature selection, and the C4.5 classification algorithm. System testing is done using k-fold cross-validation. The performance parameters are sensitivity, specificity, positive prediction value (PPV), negative prediction value (NPV) and the area under the curve (AUC). Results: The results showed that the performance of the system has a sensitivity of 74.7%, a specificity of 93.7%, a PPV of 74.2%, an NPV of 93.7%, and an AUC of 84.2%. Conclusions: This study demonstrated that, by using C4.5 algorithms, data can be interpreted in the form of a decision tree, to aid the understanding of the clinician. In addition, the proposed system can provide better performance by category.
목차
등록된 정보가 없습니다.
참고문헌 (20)
참고문헌 신청
Garg AX / 2005 / Effects of computerized clinical decision support systems on practitioner performance and patient outcomes: a systematic review / JAMA 293(10):1223~1238
Salari N / 2014 / A novel hybrid classification model of genetic algorithms, modified k-Nearest Neighbor and developed backpropagation neural network / PLoS One 9(11):e112987
Wiharto W / 2015 / Performance analysis of multiclass support vector machine classification for diagnosis of coronary heart diseases / Int J Comput Sci Appl 5(5):27~37
Wiharto Wiharto / 2016 / Intelligence System for Diagnosis Level of Coronary Heart Disease with K-Star Algorithm / Healthcare Informatics Research 22(1):30~38
Santhanam T / 2015 / Heart disease prediction using hybrid genetic fuzzy model / Indian J Sci Technol 8(9):797~803
Salari N / 2014 / A novel hybrid classification model of genetic algorithms, modified k-Nearest Neighbor and developed backpropagation neural network / PLoS One 9(11):e112987
Wiharto W / 2015 / Performance analysis of multiclass support vector machine classification for diagnosis of coronary heart diseases / Int J Comput Sci Appl 5(5):27~37
Wiharto Wiharto / 2016 / Intelligence System for Diagnosis Level of Coronary Heart Disease with K-Star Algorithm / Healthcare Informatics Research 22(1):30~38
Santhanam T / 2015 / Heart disease prediction using hybrid genetic fuzzy model / Indian J Sci Technol 8(9):797~803
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Intelligence System for Diagnosis Level of Coronary Heart Disease with K-Star Algorithm
Healthcare Informatics Research
2016 .01
-
대화식 의사결정나무를 이용한 보건의료 데이터 질 관리 알고리즘 개발: 당뇨환자의 고혈압 동반을 중심으로
보건의료산업학회지
2016 .01
-
Current Progress of Studies of Coronary CT for Risk Prediction of Major Adverse Cardiovascular Event (MACE)
Journal of Cardiovascular Imaging
2021 .10
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2020 .02
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2021 .10
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2019 .06
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2020 .06
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2020 .09
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2021 .03
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2018 .12
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2019 .12
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2018 .10
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2021 .04
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2021 .06
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2020 .11
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2019 .10
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2019 .08
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2021 .12
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2020 .04
-
What is your diagnosis?
WITH CAP(COMPANION ANIMAL PRACTICE)
2019 .04
이 논문의 저자 정보
최근 본 자료
댓글(0)
0