Pii: S0950-5849(00)00114-2

نویسنده

  • K. K. Shukla
چکیده

Prediction of resource requirements of a software project is crucial for the timely delivery of quality-assured software within a reasonable timeframe. Many conventional (model-based) and AI-oriented (model-free) resource estimators have been proposed in the recent past. This paper presents a novel genetically trained neural network (NN) predictor trained on historical data. We demonstrate substantial improvement in prediction accuracy by the neuro-genetic approach as compared to both a regression-tree-based conventional approach, as well as backpropagation-trained NN approach reported recently. The superiority of this new predictor is established using n-fold cross validation and Student’s t-test on various partitions of merged Cocomo and Kemerer data sets incorporating data from 78 real-life software projects. q 2000 Elsevier Science B.V. All rights reserved.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Behavioural analysis of component-based systems

Hardware Engineers have shown that building systems from components has brought enormous benefits. Using components permits hardware engineers to consider systems at an abstract level, making it possible for them to build and reason about systems that would otherwise be too large and complex to understand. It also enables them to make effective reuse of existing designs. It seems reasonable to ...

متن کامل

The development of OCPL, object conceptual prototyping language

This paper describes the development of OCPL (object conceptual prototyping language), an object±knowledge representation language. The language is based on CPL, conceptual prototyping language, developed at the Free University of Amsterdam. CPL has been extended to allow for the explicit representation of object-oriented constructs. These constructs include facilities for application system de...

متن کامل

Dynamic data flow analysis for Java programs

A large portion of high-level computer programs consists of data declaration. Thus, an increased focus on testing the data ̄ow aspects of programs should be considered. In this paper, we consider testing the data ̄ow in Java programs dynamically. Data ̄ow analysis has been applied for testing procedural and some object-oriented programs. We have extended the dynamic data ̄ow analysis technique ...

متن کامل

Principles for modeling language design

Modeling languages, like programming languages, need to be designed if they are to be practical, usable, accepted, and of lasting value. We present principles for the design of modeling languages. To arrive at these principles, we consider the intended use of modeling languages. We conject that the principles are applicable to the development of new modeling languages, and for improving the des...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2000