Design of new hybrid architecture secure service discovery using HADOOP for potentially value added services in web mining

Abstract

Web service retrieval is a significant process in web service management to provide an accurate service on the basis of the user requirement. The traditional web service discovery approaches produce irrelevant information newlinedue to the presence of a large amount of web services in a database. The process newlineof the large number of web service management requires more number of newlinecomputations considerably increases the response time. Due to the irrelevant newlineresults of the search and inability of indexing all the information on web, the newlinevalues of the precision and recall are reduced for the large amount of web newlineservices. The problems due to multiple user access may create overload and it newlinecannot be solved using existing web mining technologies. The incorrect newlineselection of various web services produces an issue in producing better accuracy. newlineThe resource security threats arise during the web services delivery with recent newlineaddition of features. To overcome the foreseen issues, the first phase of the research work introduces a Web Service Discovery using Hadoop (WSDH) to provide accurate newlineservices with better user satisfaction level. The large data sets are distributed in newlineHadoop framework for supporting the process of enormous data. The three newlinecomponents such as (Hadoop Distributed File System) HDFS, HBase and newlineMapReduce are used for storing a huge amount of data in Hadoop framework newlineand help to rescue the system from data loss. Based on the user query, the newlinerelevant web services are retrieved using this proposed service discovery newlineapproach. In general, relevant service retrieval is done by preprocessing, context newlineextraction, matching or similarity, scoring, ranking and service selection. newlineInitially, the user query is scheduled using the proposed scheduling approach with time basis. newline newline