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題名:利用資料探勘技術建立疾病危險因子分析模式--以糖尿病腎病變透析治療為例
書刊名:數據分析
作者:李天行劉程凱劉文勝呂奇傑 引用關係
作者(外文):Lee, Tian-shyugLiu, Chen-kaiLiu, Wen-shengLu, Chi-jie
出版日期:2016
卷期:11:5
頁次:頁53-76
主題關鍵詞:資料探勘類別不平衡疾病危險因子糖尿病腎病變透析治療Data miningClass imbalanceDisease risk factorDiabetic nephropathyDialysis treatment
原始連結:連回原系統網址new window
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  • 點閱點閱:3
期刊論文
1.Yang, W.-C.、Hwang, S.-J.、Taiwan Society of Nephrology(2008)。Incidence, prevalence and mortality trends of dialysis end-stage renal disease in Taiwan from 1990 to 2001: The impact of national health insurance。Nephrology Dialysis Transplantation,23(12),3977-3982。  new window
2.Yen, S.-J.、Lee, Y.-S.(2009)。Cluster-based under-sampling approaches for imbalanced data distributions。Expert Systems with Applications,36(3),5718-5727。  new window
3.Shin, K.-S.、Lee, T. S.、Kim, H.-J.(2005)。An Application of Support Vector Machines in Bankruptcy Prediction Model。Expert Systems with Applications,28(1),127-135。  new window
4.Levey, A. S.、Coresh, J.(2012)。Chronic kidney disease。The lancet,379(9811),165-180。  new window
5.Davis, T. M.、Brown, S. G.、Jacobs, I. G.、Bulsara, M.、Bruce, D. G.、Davis, W. A.(2010)。Determinants of severe hypoglycemia complicating type 2 diabetes: The fremantle diabetes study。The Journal of Clinical Endocrinology and Metabolism,95(5),2240-2247。  new window
6.He, H.、Garcia, E. A.(2009)。Learning from Imbalanced Data。IEEE Transactions on Knowledge and Data Engineering,21(9),1263-1284。  new window
7.Hachesu, P. R.、Ahmadi, M.、Alizadeh, S.、Sadoughi, F.(2013)。Use of Data Mining Techniques to Determine and Predict Length of Stay of Cardiac Patients。Healthcare Informatics Research,19(2),121-129。  new window
8.Mitchell, T. J.、Beauchamp, J. J.(1988)。Bayesian variable selection in linear regression。Journal of the American Statistical Association,83(404),1023-1032。  new window
9.Alwakeel, J. S.、Al-Suwaida, A.、Isnani, A. C.、Al-Harbi, A.、Alam, A.(2009)。Concomitant macro and microvascular complications in diabetic nephropathy。Saudi Journal of Kidney Diseases And Transplantation,20(3),402-409。  new window
10.Al‐Rubeaan, K.、El‐Asrar, A.、Ahmed, M.、Youssef, A. M.、Subhani, S. N.、Ahmad, N. A.、Alguwaihes, A.、Alotaibi, M. S.、Al-Ghamdi, A.、Ibrahim, H. M.、Al-Sharqawi, Ahmad H.(2014)。Diabetic retinopathy and its risk factors in a society with a type 2 diabetes epidemic: A Saudi National Diabetes Registry‐based study。Acta ophthalmologica,93(2),e140-e147。  new window
11.Arsanjani, R.、Dey, D.、Khachatryan, T.、Shalev, A.、Hayes, S. W.、Fish, M.、Nakanishi, R.、Germano, G.、Berman, D. S.、Slomka, P.(2015)。Prediction of revascularization after myocardial perfusion SPECT by machine learning in a large population。Journal of Nuclear Cardiology,22(5),877-884。  new window
12.Chen, M. S.、Wang, C. C.、Wang, L. Y.(2008)。Applying decision tree to explore critical factors in developing diabetes among employees in high-tech industry。Journal of Health Management,6,135-146。  new window
13.Balov, N.(2013)。A categorical network approach for discovering differentially expressed regulations in cancer。BMC Medical Genomics,6(Suppl 3)。  new window
14.Chen, M. C.、Chen, L. S.、Hsu, C. C.、Zeng, W. R.(2008)。An information granulation based data mining approach for classifying imbalanced data。Information Sciences,178(16),3214-3227。  new window
15.Emamjomeh, A.、Goliaei, B.、Zahiri, J.、Ebrahimpour, R.(2014)。Predicting protein-protein interactions between human and hepatitis C virus via an ensemble learning method。Molecular BioSystems,12(10),3147-3154。  new window
16.Gromski, P. S.、Correa, E.、Vaughan, A. A.、Wedge, D. C.、Turner, M. L.、Goodacre, R.(2014)。A comparison of different chemometrics approaches for the robust classification of electronic nose data。Analytical and Bioanalytical Chemistry,406(29),7581-7590。  new window
17.Hägg, S.、Thorn, L. M.、Forsblom, C. M.、Gordin, D.、Saraheimo, M.、Tolonen, N.(2014)。Different risk factor profiles for ischemic and hemorrhagic stroke in type 1 diabetes mellitus。Stroke,45(9),2558-2562。  new window
18.Gu, X.、Ni, T.、Wang, H.(2014)。New fuzzy support vector machine for the class imbalance problem in medical datasets classification。The Scientific World Journal,2014(9)。  new window
19.Hsieh, M. C.、Hsieh, Y. T.、Cho, T. J.、Chen, J. F.、Lin, S. D.、Chen, H. C.、Tu, S. T.(2011)。Remission of diabetic nephropathy in type 2 diabetic Asian population: role of tight glucose and blood pressure control。European Journal of Clinical Investigation,41(8),870-878。  new window
20.Huang, J. F.、Chuang, W. L.、Dai, C. Y.、Ho, C. K.、Hwang, S. J.、Chen, S. C.、Lin, Z. Y.、Wang, L. Y.、Chang, W. Y.、Yu, M. L.(2006)。Viral hepatitis and proteinuria in an area endemic for hepatitis B and C infections: another chain of link?。Journal of Internal Medicine,260(3),255-262。  new window
21.Huang, W.、Huang, J.、Liu, Q.、Lin, F.、He, Z.、Zeng, Z.、He, L.(2014)。Neutrophil-lymphocyte ratio is a reliable predictive marker for early‐stage diabetic nephropathy。Clinical Endocrinology,82(2),229-233。  new window
22.Kitabchi, A. E.、Umpierrez, G. E.、Murphy, M. B.、Barrett, E. J.、Kreisberg, R. A.、Malone, J. I.、Wall, B. M.(2004)。Hyperglycemic crises in diabetes。Diabetes Care,27(Suppl 1),94-102。  new window
23.Khalilia, M.、Chakraborty, S.、Popescu, M.(2011)。Predicting disease risks from highly imbalanced data using random forest。BMC Medical Informatics and Decision Making,11(1)。  new window
24.Ito, S.(2010)。Treatment strategies according to the stage of diabetic nephropathy。Nihon Rinsho,68(suppl 9),465-471。  new window
25.Ji, J.、Ling, X. B.、Zhao, Y.、Hu, Z.、Zheng, X.、Xu, Z.、Wen, Q.、Kastenberg, Z. J.、Li, P.、Abdullah, F.、Brandt, M. L.、Ehrenkranz, R. A.、Harris, M. C.、Lee, T. C.、Simpson, B. J.、Bowers, C.、Moss, R. L.、Sylvester, K. G.(2014)。A data-driven algorithm integrating clinical and laboratory features for the diagnosis and prognosis of necrotizing enterocolitis。PloS One,9(2)。  new window
26.Mohammadzadeh, F.、Noorkojuri, H.、Pourhoseingholi, M. A.、Saadat, S.、Baghestani, A. R.(2015)。Predicting the probability of mortality of gastric cancer patients using decision tree。Irish Journal of Medical Science,184(2),277-284。  new window
27.Spaleniak, S.、Korzeniewska-Dyl, I.、Moczulski, D.(2014)。Serum uric acid concentration is associated with early changes of glomerular filtration rate in patients with diabetes type 1 without increased albumin excretion。Polski Merkuriusz Lekarski: Organ Polskiego Towarzystwa Lekarskieg,37(220),217-220。  new window
28.Tolonen, N.、Forsblom, C.、Mäkinen, V. P.、Harjutsalo, V.、Gordin, D.、Feodoroff, M.、Sandholm, N.、Thorn, L. M.、Wadén, J.、Taskinen, M. R.、Groop, P. H.(2014)。Different lipid variables predict incident coronary artery disease in patients with type 1 diabetes with or without diabetic nephropathy: The FinnDiane Study。Diabetes Care,37(8),2374-2382。  new window
29.Wolfsdorf, J.、Craig, M. E.、Daneman, D.、Dunger, D.、Edge, J.、Warren Lee, W. R.、Rosenbloom, A.、Sperling, M. A.、Hanas, R.(2007)。Diabetic ketoacidosis。Pediatric Diabetes,8(1),28-43。  new window
30.Worku, D.、Hamza, L.、Woldemichael, K.(2010)。Patterns of diabetic complications at Jimma university specialized hospital, southwest ethiopia。Ethiopian Journal of Health Sciences,20(1),33-39。  new window
31.Young, B. A.、Lin, E.、Von Korff, M.、Simon, G.、Ciechanowski, P.、Ludman, E. J.、Everson-Stewart, S.、Kinder, L.、Oliver, M.、Boyko, E. J.、Katon, W. J.(2008)。Diabetes complications severity index and risk of mortality, hospitalization, and healthcare utilization。The American Journal of Managed Care,14(1),15-23。  new window
32.Yu, R.、Abdel-Aty, M.(2013)。Utilizing support vector machine in real-time crash risk evaluation。Accident Analysis & Prevention,51,252-259。  new window
33.Zambrano-Galván, G.、Reyes-Romero, M. A.、Lazalde, B.、Rodríguez-Morán, M.、Guerrero-Romero, F.(2014)。Risk of microalbuminuria in relatives of subjects with diabetic nephropathy: a predictive model based on multivariable dimensionality reduction approach。Clinical Nephrology,83(2),86-92。  new window
34.Tabaei, B. P.、Herman, W. H.(2002)。A multivariate logistic regression equation to screen for diabetes development and validation。Diabetes Care,25(11),1999-2003。  new window
35.Yang, W. C.、Hwang, S. J.、Chiang, S. S.、Chen, H. F.、Tsai, S. T.(2001)。The impact of diabetes on economic costs in dialysis patients: Experiences in Taiwan。Diabetes Research and Clinical Practice,54(Suppl 1),47-54。  new window
研究報告
1.Hsu, C. W.、Chang, C. C.、Lin, C. J.(2003)。A practical guide to support vector classification。Department of Computer Science and Information Engineering, National Taiwan University。  new window
2.衛生福利部健康保險署(2014)。102年全民健康保險統計。  延伸查詢new window
圖書
1.Vapnik, V. N.(2000)。The Nature of Statistical Learning Theory。New York:Springer。  new window
2.Breiman, L.、Friedman, J. H.、Olshen, R. A.、Stone, C. J.(1984)。Classification and Regression Trees。Wadsworth。  new window
其他
1.衛生福利部健康保險署(2014)。臺灣透析相關數據,http://www.nhi.gov.tw/webdata/webdata.aspx?menu=17&menu_id=1027&webdata_id=4565&WD_ID=1076。  new window
 
 
 
 
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