Application of K-Means and Genetic Algorithms for Dimension Reduction by Integrating SVM for Diabetes Diagnosis
作者： T. Santhanam , M.S. Padmavathi
DOI: 10.1016/J.PROCS.2015.03.185
关键词:
摘要: … K-Means cluster to reduce datasets with different classification algorithms for predicting diabetes. A hybrid model was proposed by Chin-Yuan Fan … al 18 proposed modified K-Means for …
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sci-hub.se 参考文章(25)
Susana A. Leiva-Valdebenito, Francisco J. Torres-Avilés, Una revisión de los algoritmos de partición más comunes en el análisis de conglomerados: un estudio comparativo Revista Colombiana de Estadistica. ,vol. 33, pp. 321- 339 ,(2010)
S. Natarajan, K. N. Balasubramanya Murthy, T. Asha, A Data Mining Approach to the Diagnosis of Tuberculosis by Cascading Clustering and Classification arXiv: Artificial Intelligence. ,(2011)
Chin-Yuan Fan, Pei-Chann Chang, Jyun-Jie Lin, J.C. Hsieh, A hybrid model combining case-based reasoning and fuzzy decision tree for medical data classification soft computing. ,vol. 11, pp. 632- 644 ,(2011) , 10.1016/J.ASOC.2009.12.023
Fadzil Ahmad, Nor Ashidi Mat Isa, Zakaria Hussain, Muhammad Khusairi Osman, None, Intelligent Medical Disease Diagnosis Using Improved Hybrid Genetic Algorithm - Multilayer Perceptron Network Journal of Medical Systems. ,vol. 37, pp. 9934- ,(2013) , 10.1007/S10916-013-9934-7
Mohamed Amine Chikh, Meryem Saidi, Nesma Settouti, None, Diagnosis of Diabetes Diseases Using an Artificial Immune Recognition System2 (AIRS2) with Fuzzy K-nearest Neighbor Journal of Medical Systems. ,vol. 36, pp. 2721- 2729 ,(2012) , 10.1007/S10916-011-9748-4
P. Hemant, T. Pushpavathi, A novel approach to predict diabetes by Cascading Clustering and Classification international conference on computing communication and networking technologies. pp. 1- 7 ,(2012) , 10.1109/ICCCNT.2012.6396069
A.M. Aibinu, M.J.E. Salami, A.A. Shafie, A novel signal diagnosis technique using pseudo complex-valued autoregressive technique Expert Systems With Applications. ,vol. 38, pp. 9063- 9069 ,(2011) , 10.1016/J.ESWA.2010.11.005
Nihat Yilmaz, Onur Inan, Mustafa Serter Uzer, A New Data Preparation Method Based on Clustering Algorithms for Diagnosis Systems of Heart and Diabetes Diseases Journal of Medical Systems. ,vol. 38, pp. 1- 12 ,(2014) , 10.1007/S10916-014-0048-7
Yuan Ren, Guangchen Bai, Determination of Optimal SVM Parameters by Using GA/PSO Journal of Computers. ,vol. 5, pp. 1160- 1168 ,(2010) , 10.4304/JCP.5.8.1160-1168
Akin Ozcift, None, SVM feature selection based rotation forest ensemble classifiers to improve computer-aided diagnosis of Parkinson disease. Journal of Medical Systems. ,vol. 36, pp. 2141- 2147 ,(2012) , 10.1007/S10916-011-9678-1