A Model for Prediction of Understandability and Modifiability of Object-Oriented Software

被引:0
|
作者
Babu, Sumit [1 ]
Singh, Raghuraj [1 ]
机构
[1] Harcourt Butler Tech Univ, Kanpur 208002, Uttar Pradesh, India
关键词
Object-oriented software; Software quality; Size metric; Structural complexity metric; Neural network; Understandability; Modifiability; Maintainability; METRICS SUITE; MAINTAINABILITY; OPTIMIZATION;
D O I
10.1007/978-981-19-9225-4_21
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Software quality measurement at an early stage helps in improving the product and process of the development. A good-quality software product is easy to maintain. Maintainability of software refers to the ease with which software can be understood, repaired, and improved. The longevity of software depends on the ability of developers to meet new customer requirements and address the problems faced by them. Software maintenance is the most expensive phase of development and consumes more than half of the development budget. This work is carried out to find the early factors of object-oriented software (OOS) that help developers to refine the quality. The proposed model predicts two major attributes of maintainability, namely understandability and modifiability, ofOOSthroughUMLclass diagrams on the basis of size and structural complexity metrics. The model is validated by establishing a high correlationwith the existing predictionmodel for both the factors. In comparison with an existing model, the proposed model gives a correlation of 0.9603 and 0.9424 for understandability and modifiability, respectively.
引用
收藏
页码:275 / 286
页数:12
相关论文
共 50 条
  • [21] MAINTAINING OBJECT-ORIENTED SOFTWARE
    WILDE, N
    MATTHEWS, P
    HUITT, R
    IEEE SOFTWARE, 1993, 10 (01) : 75 - 80
  • [22] Slicing object-oriented software
    Larsen, L
    Harrold, MJ
    PROCEEDINGS OF THE 18TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING, 1996, : 495 - 505
  • [23] Change prediction in object-oriented software systems: A probabilistic approach
    Sharafat, Ali R.
    Tahvildari, Ladan
    Journal of Software, 2008, 3 (05) : 26 - 39
  • [24] Process metrics for software defect prediction in object-oriented programs
    Yu, Qiao
    Jiang, Shujuan
    Qian, Junyan
    Bo, Lili
    Jiang, Li
    Zhang, Gongjie
    IET SOFTWARE, 2020, 14 (03) : 283 - 292
  • [25] Empirical Investigation of Metrics for Fault Prediction on Object-Oriented Software
    Goel, Bindu
    Singh, Yogesh
    COMPUTER AND INFORMATION SCIENCE, 2008, 131 : 255 - 265
  • [26] Comparative Analysis of Object-Oriented Software Maintainability Prediction Models
    Zighed, Narimane
    Bounour, Nora
    Seriai, Abdelhak-Djamel
    FOUNDATIONS OF COMPUTING AND DECISION SCIENCES, 2018, 43 (04) : 359 - 374
  • [27] Prediction of testability using the design metrics for object-oriented software
    Singh, Yogesh
    Saha, Anju
    INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2012, 44 (01) : 12 - 22
  • [28] Analysis of object-oriented software reliability model development
    Schneidewind, Norman F.
    INNOVATIONS IN SYSTEMS AND SOFTWARE ENGINEERING, 2009, 5 (04) : 243 - 253
  • [29] Empirical Analysis of Object-Oriented Metrics for Prediction of Software Faults
    Goyal, Jyoti
    Kishan, Bal
    BIOSCIENCE BIOTECHNOLOGY RESEARCH COMMUNICATIONS, 2020, 13 (15): : 292 - 296
  • [30] Object-oriented software fault prediction using neural networks
    Kanmani, S.
    Uthariaraj, V. Rhymend
    Sankaranarayanan, V.
    Thambidurai, P.
    INFORMATION AND SOFTWARE TECHNOLOGY, 2007, 49 (05) : 483 - 492