ISSN 2394-5125
 

Research Article 


AN ADVANCED DISCRIMINANT ANALYSIS TECHNQUIES ACROSS DISTRIBUTED HEALTH CARE SYSTEMS

S Nyamathulla, Premamayudu Bulla, M KIRAN KUMAR, Y. SIVA PRASAD.

Abstract
This paper discusses the discriminant analysis as a statistical method, to classify observations across health care data. The biggest challenges facing public health management today are information security, sharing and compatibility and pandemic effect across globe. A Linear Discrimination Algorithm(LDA) tool is used to reduce the size of troubles in the network and data transmission. To test the working of LDA, it is applied twice on the same database each time for different tasks. Measuring the accuracy of the two methods can provide a clear picture of which role is best suited for the LDA. Classification is challenging over health care datasets, as the data and relation between the data is much complex to identify the patterns and classify the records, mainly patient data were isolated and stored in several systems that did not allow for uniform information exchange, population health data for different patient sets would be insufficient and ambiguous. Machine learning provides a reliable solution to this particular problem. The paper discusses in detail the three basic three methods of machine learning: Data Acquisition, data processing of health record books, and model engineering. This paper explains about discriminant analysis over health records, Distributed ML techniques with features such as allocation, reliability, and decentralization allows the detection of fraud in the health sector, reducing operating costs and time, streamlining processes, to classify observations into non-overlapping groups based on the scores of one or more numerical hypothesis variables, and creating transparency in the health ecosystem. Used properly, this statistical method can improve security challenges and able to trace the patient data and patient status according to the symptoms of the patient, data exchange, compatibility, data integrity, updates, and realtime access.

Key words: Pandemic, Health Care Records, Discriminant Analysis method, Security, Privacy, Authentication.


 
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How to Cite this Article
Pubmed Style

S Nyamathulla, Premamayudu Bulla, M KIRAN KUMAR, Y. SIVA PRASAD. AN ADVANCED DISCRIMINANT ANALYSIS TECHNQUIES ACROSS DISTRIBUTED HEALTH CARE SYSTEMS . JCR. 2020; 7(12): 2307-2315. doi:10.31838/jcr.07.12.339


Web Style

S Nyamathulla, Premamayudu Bulla, M KIRAN KUMAR, Y. SIVA PRASAD. AN ADVANCED DISCRIMINANT ANALYSIS TECHNQUIES ACROSS DISTRIBUTED HEALTH CARE SYSTEMS . http://www.jcreview.com/?mno=101503 [Access: April 17, 2021]. doi:10.31838/jcr.07.12.339


AMA (American Medical Association) Style

S Nyamathulla, Premamayudu Bulla, M KIRAN KUMAR, Y. SIVA PRASAD. AN ADVANCED DISCRIMINANT ANALYSIS TECHNQUIES ACROSS DISTRIBUTED HEALTH CARE SYSTEMS . JCR. 2020; 7(12): 2307-2315. doi:10.31838/jcr.07.12.339



Vancouver/ICMJE Style

S Nyamathulla, Premamayudu Bulla, M KIRAN KUMAR, Y. SIVA PRASAD. AN ADVANCED DISCRIMINANT ANALYSIS TECHNQUIES ACROSS DISTRIBUTED HEALTH CARE SYSTEMS . JCR. (2020), [cited April 17, 2021]; 7(12): 2307-2315. doi:10.31838/jcr.07.12.339



Harvard Style

S Nyamathulla, Premamayudu Bulla, M KIRAN KUMAR, Y. SIVA PRASAD (2020) AN ADVANCED DISCRIMINANT ANALYSIS TECHNQUIES ACROSS DISTRIBUTED HEALTH CARE SYSTEMS . JCR, 7 (12), 2307-2315. doi:10.31838/jcr.07.12.339



Turabian Style

S Nyamathulla, Premamayudu Bulla, M KIRAN KUMAR, Y. SIVA PRASAD. 2020. AN ADVANCED DISCRIMINANT ANALYSIS TECHNQUIES ACROSS DISTRIBUTED HEALTH CARE SYSTEMS . Journal of Critical Reviews, 7 (12), 2307-2315. doi:10.31838/jcr.07.12.339



Chicago Style

S Nyamathulla, Premamayudu Bulla, M KIRAN KUMAR, Y. SIVA PRASAD. "AN ADVANCED DISCRIMINANT ANALYSIS TECHNQUIES ACROSS DISTRIBUTED HEALTH CARE SYSTEMS ." Journal of Critical Reviews 7 (2020), 2307-2315. doi:10.31838/jcr.07.12.339



MLA (The Modern Language Association) Style

S Nyamathulla, Premamayudu Bulla, M KIRAN KUMAR, Y. SIVA PRASAD. "AN ADVANCED DISCRIMINANT ANALYSIS TECHNQUIES ACROSS DISTRIBUTED HEALTH CARE SYSTEMS ." Journal of Critical Reviews 7.12 (2020), 2307-2315. Print. doi:10.31838/jcr.07.12.339



APA (American Psychological Association) Style

S Nyamathulla, Premamayudu Bulla, M KIRAN KUMAR, Y. SIVA PRASAD (2020) AN ADVANCED DISCRIMINANT ANALYSIS TECHNQUIES ACROSS DISTRIBUTED HEALTH CARE SYSTEMS . Journal of Critical Reviews, 7 (12), 2307-2315. doi:10.31838/jcr.07.12.339