Soft Tissue Tumor Classification using Stochastic Support Vector Machine

9th Annual Basic Science International Conference 2019

自然科学（总论）

Zahras, Durrabida^1 ; Z., Rustam ; D., Sarwinda

Department of Mathematics, FMIPA Universitas Indonesia, Kampus UI, Depok, Indonesia^1

关键词: Bone tissue;    Connective tissues;    Indonesia;    Medical errors;    Muscle tissues;    One-machine;    Soft tissue;    Soft tissue tumor;   

Others  :  https://iopscience.iop.org/article/10.1088/1757-899X/546/5/052089/pdf
DOI  :  10.1088/1757-899X/546/5/052089

学科分类：自然科学（综合）

来源: IOP

【 摘 要 】

As healthcare is becoming one of the most rapidly changing industries by the increasing type of diseases, technology plays an important role in helping medical staffs solve those medical problems. Soft tissue tumors are tumors in the musculoskeletal system that involve soft tissue (tissue other than bone tissue). It includes muscle tissue, nerves, blood vessels, fat, and connective tissue. This soft tissue tumor is divided into two, namely benign and malignant. To prevent any medical errors in classifying patients' data, one machine learning called Stochastic Support Vector Machine is being studied. In this study, we will evaluate soft tissue tumor patients' data in Nur Hidayah Hospital, Yogyakarta, Indonesia using Stochastic Support Vector Machine to see its accuracy. The result is encouraging that Stochastic Support Vector Machine works better than the original Support Vector Machine.