E-ISSN 0976-2833 | ISSN 0975-3583
 

Research Article 


A Statistical Review on Machine Learning based Medical Diagnostic Systems

Dalwinder Singh, Dr. Deepak Prashar, Dr. Jimmy Singla.

Abstract
In the case of diagnosis of any particular disease, it is very complex and difficult to make an adequate
and appropriate decision. There are several confusions and complications in the process of diagnosis
by using the human visual system, and these loopholes further result in making decisions that might
be improper and irrelevant for a specific diagnosis. These limitations are overcome by using effective
machine learning techniques, which assist the physician to provide top-notch and accurate treatment to
the patient. The publications by numerous researchers are rapidly increasing, which assisted to know
about the utilization of machine learning technologies in the medical domain. The main intent of this
paper is to statistically review the various research works done to develop the medical diagnostic
system by using machine learning. This study also aids to identify the effective enhancement in
several domains of medicals by utilizing the efficient methodologies of machine learning. The
selected research work is also classified on the basis of some criteria such as year of publication, the
objective of research work, journal type, the used input as well as output by the researcher, research
gap and result provided by the author after providing the finding on respective research gap. This
paper also explained the significance of machine learning techniques in the medical field. Moreover,
the predicted result assist in identifying the number of ways which can be utilized to implement the
methodologies of machine learning, which further help the professionals or experts to accomplish the
objective successfully and to acquire the desired output.

Key words: Diagnostic Systems, machine learning, medical domain


 
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How to Cite this Article
Pubmed Style

Dalwinder Singh, Dr. Deepak Prashar, Dr. Jimmy Singla. A Statistical Review on Machine Learning based Medical Diagnostic Systems. J Cardiovasc. Dis. Res.. 2021; 12(5): 268-281. doi:10.31838/jcdr.2021.12.05.41


Web Style

Dalwinder Singh, Dr. Deepak Prashar, Dr. Jimmy Singla. A Statistical Review on Machine Learning based Medical Diagnostic Systems. http://www.jcdronline.org/?mno=110787 [Access: August 15, 2021]. doi:10.31838/jcdr.2021.12.05.41


AMA (American Medical Association) Style

Dalwinder Singh, Dr. Deepak Prashar, Dr. Jimmy Singla. A Statistical Review on Machine Learning based Medical Diagnostic Systems. J Cardiovasc. Dis. Res.. 2021; 12(5): 268-281. doi:10.31838/jcdr.2021.12.05.41



Vancouver/ICMJE Style

Dalwinder Singh, Dr. Deepak Prashar, Dr. Jimmy Singla. A Statistical Review on Machine Learning based Medical Diagnostic Systems. J Cardiovasc. Dis. Res.. (2021), [cited August 15, 2021]; 12(5): 268-281. doi:10.31838/jcdr.2021.12.05.41



Harvard Style

Dalwinder Singh, Dr. Deepak Prashar, Dr. Jimmy Singla (2021) A Statistical Review on Machine Learning based Medical Diagnostic Systems. J Cardiovasc. Dis. Res., 12 (5), 268-281. doi:10.31838/jcdr.2021.12.05.41



Turabian Style

Dalwinder Singh, Dr. Deepak Prashar, Dr. Jimmy Singla. 2021. A Statistical Review on Machine Learning based Medical Diagnostic Systems. Journal of Cardiovascular Disease Research, 12 (5), 268-281. doi:10.31838/jcdr.2021.12.05.41



Chicago Style

Dalwinder Singh, Dr. Deepak Prashar, Dr. Jimmy Singla. "A Statistical Review on Machine Learning based Medical Diagnostic Systems." Journal of Cardiovascular Disease Research 12 (2021), 268-281. doi:10.31838/jcdr.2021.12.05.41



MLA (The Modern Language Association) Style

Dalwinder Singh, Dr. Deepak Prashar, Dr. Jimmy Singla. "A Statistical Review on Machine Learning based Medical Diagnostic Systems." Journal of Cardiovascular Disease Research 12.5 (2021), 268-281. Print. doi:10.31838/jcdr.2021.12.05.41



APA (American Psychological Association) Style

Dalwinder Singh, Dr. Deepak Prashar, Dr. Jimmy Singla (2021) A Statistical Review on Machine Learning based Medical Diagnostic Systems. Journal of Cardiovascular Disease Research, 12 (5), 268-281. doi:10.31838/jcdr.2021.12.05.41





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