干旱区生态环境知识资源中心(Arid): Performance analysis of machine learning algorithm of detection and classification of brain tumor using computer vision

Arid

DOI	10.1016/j.advengsoft.2022.103221
	Performance analysis of machine learning algorithm of detection and classification of brain tumor using computer vision
	Shinde, Ashwini S.; Mahendra, B. M.; Nejakar, Santosh; Herur, Santosh M.; Bhat, Nagaraj
通讯作者	Shinde, AS
来源期刊	ADVANCES IN ENGINEERING SOFTWARE
ISSN	0965-9978
EISSN	1873-5339
出版年	2022
卷号	173
英文摘要	Brain tumor is one of the undesirables, uncontrolled growth of cells in all age groups. Classification of tumors depends no its origin and degree of its aggressiveness, it also helps the physician for proper diagnosis and treatment plan. This research demonstrates the analysis of various state-of-art techniques in Machine Learning such as Logistic, Multilayer Perceptron, Decision Tree, Naive Bayes classifier and Support Vector Machine for classification of tumors as Benign and Malignant and the Discreet wavelet transform for feature extraction on the synthetic data that is available data on the internet source OASIS and ADNI. The research also reveals that the Logistic Regression and the Multilayer Perceptron gives the highest accuracy of 90%. It mimics the human reasoning that learns, memorizes and is capable of reasoning and performing parallel computations. In future many more AI techniques can be trained to classify the multimodal MRI Brain scan to more than two classes of tumors.
英文关键词	Artificial Intelligence MRI Logistic regression OASIS Multilayer Perceptron
类型	Article
语种	英语
收录类别	SCI-E
WOS记录号	WOS:000861296500008
WOS关键词	NEURAL-NETWORKS ; SEGMENTATION
WOS类目	Computer Science, Interdisciplinary Applications ; Computer Science, Software Engineering ; Engineering, Multidisciplinary
WOS研究方向	Computer Science ; Engineering
资源类型	期刊论文
条目标识符	http://119.78.100.177/qdio/handle/2XILL650/391551
推荐引用方式 GB/T 7714	Shinde, Ashwini S.,Mahendra, B. M.,Nejakar, Santosh,et al. Performance analysis of machine learning algorithm of detection and classification of brain tumor using computer vision[J],2022,173.
APA	Shinde, Ashwini S.,Mahendra, B. M.,Nejakar, Santosh,Herur, Santosh M.,&Bhat, Nagaraj.(2022).Performance analysis of machine learning algorithm of detection and classification of brain tumor using computer vision.ADVANCES IN ENGINEERING SOFTWARE,173.
MLA	Shinde, Ashwini S.,et al."Performance analysis of machine learning algorithm of detection and classification of brain tumor using computer vision".ADVANCES IN ENGINEERING SOFTWARE 173(2022).