期刊名称:International Journal of Engineering and Computer Science
印刷版ISSN:2319-7242
出版年度:2015
卷号:4
期号:9
页码:14244-14247
DOI:10.18535/ijecs/v4i9.31
出版社:IJECS
摘要:Patients undergoing a bone marrow stem cell transplant face various risk factors, stem cell is a procedure to replacethe damaged or destroyed bone marrow with healthy bone marrow. Stem cells are immature cells in the bone marrow that gives rise to all ofblood cells. Totally 2000 patients records are collected also split into training and test data of 768 records with 18 different attributes. Nonmatrixfactorization algorithm are used to find the missing values, for handling the more attributes and more data set of different patientswith excluding of errors and missing values. The data set focused in targeted information extraction and investigative analysis along withuseful patterns. Various classification algorithms like SVM, RF, and NN are trained on predicting the survival of each patient depends ontheir preoperative measurements along with highest prominence. Non-matrix algorithm increases the accuracy of prediction result
关键词:hematopoietic stem cell; chemo-sensitive; bone marrow; SVM; RF; NN.