CFP last date
20 May 2024
Call for Paper
June Edition
IJCA solicits high quality original research papers for the upcoming June edition of the journal. The last date of research paper submission is 20 May 2024

Submit your paper
Know more
The week's pick
Responsive image
Enhancing Privacy Preservation: Multi-Attribute Protection with P-Sensitive K-Anonymity

Twinkle Patel Kiran Amin
Random Articles
Reseach Article

PCA Analysis of Few Parameters Role in Software Development

by Dr Seetharam K, Dr.Venkata Subba Reddy, Laxmi B.Rananavare
journal cover thumbnail

International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 14 - Number 6
Year of Publication: 2011
Authors: Dr Seetharam K, Dr.Venkata Subba Reddy, Laxmi B.Rananavare
10.5120/1889-2506

Dr Seetharam K, Dr.Venkata Subba Reddy, Laxmi B.Rananavare . PCA Analysis of Few Parameters Role in Software Development. International Journal of Computer Applications. 14, 6 ( February 2011), 15-20. DOI=10.5120/1889-2506

@article{ 10.5120/1889-2506,
author = { Dr Seetharam K, Dr.Venkata Subba Reddy, Laxmi B.Rananavare },
title = { PCA Analysis of Few Parameters Role in Software Development },
journal = { International Journal of Computer Applications },
issue_date = { February 2011 },
volume = { 14 },
number = { 6 },
month = { February },
year = { 2011 },
issn = { 0975-8887 },
pages = { 15-20 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume14/number6/1889-2506/ },
doi = { 10.5120/1889-2506 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:02:40.522016+05:30
%A Dr Seetharam K
%A Dr.Venkata Subba Reddy
%A Laxmi B.Rananavare
%T PCA Analysis of Few Parameters Role in Software Development
%J International Journal of Computer Applications
%@ 0975-8887
%V 14
%N 6
%P 15-20
%D 2011
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Principal component analysis is one of the dimension reduction methods with the goal of using the correlation structure among the predictor variables. Qualitative/quantitative measurement of software quality related aspects in all stages of software development are desirable [9,10,11,12].Any measurement using any element in the software metrics is helpful for analysis in the set of software quality metrics. In this paper seventeen software metric variables [4], are considered. Four cases are carried out using principle component analysis. First analysis is with size as predominant factor. Second analysis is with effort as predominant factor. Third analysis is with duration as predominant factor. Finally all the three association taken together used for analysis of quality performance. The analysis of variables is to identify the dimension that are latent [7,8].

References
  1. Conte, S.,Dunsmore, H.and Shen,V, Software Engineering Metrics and models, Benjamin Cummings, Menlo Park CA, 1986.
  2. Guanrong Chen and etal. Introduction to fuzzy sets, fuzzy logic and fuzzy control systems. CRC Press, 2000.
  3. E.M.Hall Managing risk: Methods for software system Development Addson-Wesley;1998.
  4. Katrina, D.M. Applied statistics for software managers.Prentice Hall PTR, 2002.
  5. Daniel T Larose Data Mining: methods and models. WIley interscience 2006.
  6. John D Musa Software Reliability Engineering McGraw Hill 1999.
  7. R.Kelley Pace and Ronald Berry, sparse spatial autoregressions, statistics and probability letters, vol. 33No.3,pp 291-297, May 5, 1997 Data set available from stat lib,http.://lib.stat. cmu.edu/ datasets/houses.zip.
  8. Richard A Jhonson and Dean Wichern, Applied multivariate statistical analysis, Prentice Hall, upper Saddle River , NJ,1998.
  9. Kemerer.C.F. and S.Slaughter “An Empirical Approach to Studying SoftwareEvolution“, IEEE Transactions on Software Engineering, Volume 25, Number 4, July/August 1999, pp.493-509.
  10. Kemeerer.C.F, and S.Slaughter, “Determinants of Software Maintenance Profiles: An Empirical Investigation,” Software Maintenance Research and Practice, Volume 9, 1997, pp.235-251.
  11. Gerg Goth, “Software-as-a-service: The Spark That Will Change Software Engineering?” IEEE distribute systems, July 2008.
  12. Tsun Chowe, Dac-Buu Cao A survey study of critical success factors in agile software projects Journal of system and software 81 (2008) 961-971.
  13. Xuemei Zhang, Hoang Pham An analysis of factors affecting software reliability The journal of systems and software pp43-56, 200
  14. Seetharam.k, Chandrakanth G Pujari, Ranking of Tools use, software logical complexity, Requirement volatility, Quality requirements, Efficiency requirements in software development IEEE Explorer Journal 2008 pp1608-1616.
  15. Seetharam.K,Chandrakanth G Pujari, Evaluation of Installation requirements, staff analysis skills, Staff application knowledge, staff tool skill, & staff team skill in software development; cluster analysis http://bit.ly/dzScyk
  16. U.S.Census,Bureau, Urban area criteria for census 2000, Federal Register,Vol 67,No 51,March 15 2002.
Index Terms

Computer Science
Information Sciences

Keywords

Size Efforts Duration Eigen values Fuzzy logic Variance

Powered by PhDFocusTM