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Title: :  ANALYSIS OF HEALTHCARE BIG DATA WITH SCIENTIFIC PROGRAMMING
PaperId: :  20114
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 9 Issue 3 2023
DUI:    16.0415/IJARIIE-20114
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
RAJALINGAM SERODE SENGUNTHAR ENGINEERING COLLEGE
SUDARSAN T KERODE SENGUNTHAR ENGINEERING COLLEGE
VISHAL RERODE SENGUNTHAR ENGINEERING COLLEGE
Mr.U.Gowri ShankarERODE SENGUNTHAR ENGINEERING COLLEGE

Abstract

COMPUTER ENGINEERING
Microarray, Genomics, Spatial EM, Semi Supervised Clustering.
Microarray technology is one of the important biotechnological means that allows recording the expression situations of thousands of genes contemporaneously within a number of different samples. An important operation of microarray gene expression data in functional genomics is to classify samples according to their gene expression biographies. Among the large quantum of genes presented in gene expression data, only a small bit of them is effective for performing a certain individual test. When the number of genes is significantly lesser than the number of samples, it's possible to find biologically applicable correlations of gene behaviour with the sample orders or response variables. Hence, one of the major tasks with the gene expression data is to find groups of co-regulated genes whose collaborative expression is explosively associated with the sample orders or response variables. So apply point subset selection approach to reduce dimensionality, removing inapplicable data and increase opinion accuracy and presents literacy system which is suitable to group genes grounded on their interdependence so as to mine meaningful patterns from the gene expression data using Spatial EM algorithm. It can be used to calculate spatial mean and rank grounded scatter matrix to prize applicable patterns and further apply KNN approach to opinion the conditions. An important finding is that the proposed semi supervised clustering algorithm is shown to be effective for relating biologically significant gene clusters with excellent prophetic capability.

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IJARIIE RAJALINGAM S, SUDARSAN T K, VISHAL R, and Mr.U.Gowri Shankar. "ANALYSIS OF HEALTHCARE BIG DATA WITH SCIENTIFIC PROGRAMMING" International Journal Of Advance Research And Innovative Ideas In Education Volume 9 Issue 3 2023 Page 498-504
MLA RAJALINGAM S, SUDARSAN T K, VISHAL R, and Mr.U.Gowri Shankar. "ANALYSIS OF HEALTHCARE BIG DATA WITH SCIENTIFIC PROGRAMMING." International Journal Of Advance Research And Innovative Ideas In Education 9.3(2023) : 498-504.
APA RAJALINGAM S, SUDARSAN T K, VISHAL R, & Mr.U.Gowri Shankar. (2023). ANALYSIS OF HEALTHCARE BIG DATA WITH SCIENTIFIC PROGRAMMING. International Journal Of Advance Research And Innovative Ideas In Education, 9(3), 498-504.
Chicago RAJALINGAM S, SUDARSAN T K, VISHAL R, and Mr.U.Gowri Shankar. "ANALYSIS OF HEALTHCARE BIG DATA WITH SCIENTIFIC PROGRAMMING." International Journal Of Advance Research And Innovative Ideas In Education 9, no. 3 (2023) : 498-504.
Oxford RAJALINGAM S, SUDARSAN T K, VISHAL R, and Mr.U.Gowri Shankar. 'ANALYSIS OF HEALTHCARE BIG DATA WITH SCIENTIFIC PROGRAMMING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 3, 2023, p. 498-504. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/ANALYSIS_OF_HEALTHCARE_BIG_DATA_WITH_SCIENTIFIC_PROGRAMMING_ijariie20114.pdf (Accessed : 30 October 2025).
Harvard RAJALINGAM S, SUDARSAN T K, VISHAL R, and Mr.U.Gowri Shankar. (2023) 'ANALYSIS OF HEALTHCARE BIG DATA WITH SCIENTIFIC PROGRAMMING', International Journal Of Advance Research And Innovative Ideas In Education, 9(3), pp. 498-504IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/ANALYSIS_OF_HEALTHCARE_BIG_DATA_WITH_SCIENTIFIC_PROGRAMMING_ijariie20114.pdf (Accessed : 30 October 2025)
IEEE RAJALINGAM S, SUDARSAN T K, VISHAL R, and Mr.U.Gowri Shankar, "ANALYSIS OF HEALTHCARE BIG DATA WITH SCIENTIFIC PROGRAMMING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 9, no. 3, pp. 498-504, May-Jun 2023. [Online]. Available: https://ijariie.com/AdminUploadPdf/ANALYSIS_OF_HEALTHCARE_BIG_DATA_WITH_SCIENTIFIC_PROGRAMMING_ijariie20114.pdf [Accessed : 30 October 2025].
Turabian RAJALINGAM S, SUDARSAN T K, VISHAL R, and Mr.U.Gowri Shankar. "ANALYSIS OF HEALTHCARE BIG DATA WITH SCIENTIFIC PROGRAMMING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 9 number 3 (30 October 2025).
Vancouver RAJALINGAM S, SUDARSAN T K, VISHAL R, and Mr.U.Gowri Shankar. ANALYSIS OF HEALTHCARE BIG DATA WITH SCIENTIFIC PROGRAMMING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2023 [Cited : 30 October 2025]; 9(3) : 498-504. Available from: https://ijariie.com/AdminUploadPdf/ANALYSIS_OF_HEALTHCARE_BIG_DATA_WITH_SCIENTIFIC_PROGRAMMING_ijariie20114.pdf
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