SOFTWARE PERFORMANCE PREDICTION USING RANDOM FOREST BASED REGRESSION ANALYSIS
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 30, Vol 5, Issue 10
Abstract
The evaluation of various software quality metrics like performance, reliability, and response time are done usingquantitative techniques and it is essential for component based software applications. In this paper the performanceof the software application is predicted using regression analysis. In general, the trend analysis technique isemployed to predict the performance of the software system. The proposed method in this paper will help theusers of the software system to predict whether it satisfies their requirements for a set of features selected by them.The performance of the software gets vary based on the features selected by the users. The features may interactwith other feature and degrade the overall performance of the system. The performance prediction is carried outusing the Random forest which is capable of handling thousands of input variables without deleting the variables.Also it offers an experimental method for the detection of the feature interactions.
Authors and Affiliations
R. Sathya*
Keywords
Related Articles
- EP ID EP138982
- DOI 10.5281/zenodo.160860
- Views 62
- Downloads 0
Optimization of Packet loss in Mobile IP on Overlap Area Width using Genetic
Mobile Internet Protocol has been proposed by IETF to support portable IP addresses for mobile devices that often change their network access points to nodes to have continuous network connectivity to the interne...
An Efficient Multipath Erasure Coding based Secure Routing Protocol in Manet
Mobile ad hoc network have been developed to afford various levels to provide secrecy protection. However existing anonymous routing protocol overcome the challenges such as high energy consumption due to acknowl...
Vehicle Security and Accident Information System
The main aim of this project is to offer an advance security system in CAR, which consists of a face detection subsystem, a GPS module, a GSM module and a control platform. The face detection subsystem can detect...
STUDIES ON THE EFFECT OF SPACING OF COIR GEOTEXTILE ON LIME STABILISED QUARRY WASTE COLUMN
Stone columns are massively used ground improvement technique. Installation of stone columns enhances the load carrying capacity and accelerates consolidation and thereby reduces settlement. The lateral confin...
EVALUATE PERFORMANCE AND ANALYSIS CORROSION PRODUCTS FOR CARBON STEEL IN ACIDIC MEDIA
The performance of carbon steel (C1010) has been evaluated in three acidic solutions: 1M HCL,1M H2SO4, 1M CH3COOH after immersion for 30 minutes and 300 minutes.The corrosion rate was determined by linear polariz...