An Enhanced Approach For Web Services Clustering Using...

An Enhanced Approach for Web Services Clustering using Supervised Machine Learning Techniques ABSTRACT Automatic document classification provides techniques that may improve and support web service clustering. As the number of services increases, the cost of classifying services through manual work increases. In this research, we presented an enhanced approach for service clustering that combines text mining and machine learning technology. The method only uses text description of each service so that it can classify different types of services, such as WSDL Web Service, RESTful Web Service. This approach provides better performance in terms of service discovery efficiency and effectiveness. In this approach, we identify four key features that can be extracted from WSDL documents and integrated to cluster web services into functionality-based groups. These features are WSDL content, types, referenced ontology, and web service name. our approach utilizes the supervised machine learning techniques such as Decision Trees, Deep Learning, and Naà ¯ve Bays classification methods. A compari son between the three techniques are made regarding the result accuracy and the computation cost. INTRODUCTION Web service discovery is becoming difficult task because of increasing Web services available on the Internet. As seeking for efficient web service discovery is main challenge for researchers, research in cluster analysis of web services has recently gained much attention. This is dueShow MoreRelatedQuestions On Deep Learning Technique Essay1439 Words   |  6 Pages4.3 Deep Learning Technique Machine Learning at its most basic is the practice of using algorithms to parse data, learn from it, and then make a determination or prediction about something in the world. So rather than hand-coding software routines with a specific set of instructions to accomplish a particular task, the machine is â€Å"trained† using large amounts of data and algorithms that give it the ability to learn how to perform the task [12]. Deep learning is another Machine Learning (ML) algorithmRead MoreWhat Is A Hybrid Approach For Label Classification Using Multi-Supervised Learning System1821 Words   |  8 PagesHybrid Approach for Document Classification Using Semi-supervised Learning Technique Ms. Sayali A. Dolas Department of Computer Engineering MIT Academy of Engineering, Alandi Savitribai Phule Pune University sayalidolas5193@gmail.com Dr. Shitalkumar A. Jain Department of Computer Engineering MIT Academy of Engineering, Alandi Savitribai Phule Pune University sajain@comp.maepune.ac.in Abstract— Multi-label classification is a significant machine learning job where one allots a subset of candidateRead MoreLibrary Management204752 Words   |  820 Pages978–1–59158–406–3 (pbk. : alk. paper) 1. Library administration—United States. 2. Information services— United States—Management. I. Moran, Barbara B. II. Title. Z678.S799 2007 025.1—dc22 2007007922 British Library Cataloguing in Publication Data is available. Copyright  © 2007 by Robert D. Stueart and Barbara B. Moran All rights reserved. No portion of this book may be reproduced, by any process or technique, without the express written consent of the publisher. Library of Congress Catalog Card Number:Read MoreOrganisational Theory230255 Words   |  922 Pagesbreadth and complexity of this important subject, and this is precisely what McAuley, Duberley and Johnson have provided. They have done some sterling service in bringing together the very dive rse strands of work that today qualify as constituting the subject of organisational theory. Whilst their writing is accessible and engaging, their approach is scholarly and serious. It is so easy for students (and indeed others who should know better) to trivialize this very problematic and challenging subjectRead MoreDeveloping Management Skills404131 Words   |  1617 PagesManager, Cover Visual Research Permissions: Karen Sanatar Manager Central Design: Jayne Conte Cover Art: Getty Images, Inc. Cover Design: Suzanne Duda Lead Media Project Manager: Denise Vaughn Full-Service Project Management: Sharon Anderson/BookMasters, Inc. Composition: Integra Software Services Printer/Binder: Edwards Brothers Cover Printer: Coral Graphics Text Font: 10/12 Weidemann-Book Credits and acknowledgments borrowed from other sources and reproduced, with permission, in this textbookRead MoreFundamentals of Hrm263904 Words   |  1056 PagesThis online teaching and learning environment integrates the entire digital textbook with the most effective instructor and student resources With WileyPLUS: Students achieve concept mastery in a rich, structured environment that’s available 24/7 Instructors personalize and manage their course more effectively with assessment, assignments, grade tracking, and more manage time better study smarter save money From multiple study paths, to self-assessment, to a wealth of interactive visualRead MoreManagement Course: Mba−10 General Management215330 Words   |  862 PagesThese changes affect a broad range of decisions, including the following: ââ€"  ââ€"  ââ€"  ââ€"  ââ€"  ââ€"  ââ€"  How to invest in technology How to lead meaningful human resources initiatives How to maintain alliances successfully What the speed of new product or service development should be What the appropriate time horizons for investments and financial planning are How to implement productive cost reduction How to recognize when regular audits of quality compliance will not guarantee customer loyalty BusinessesRead MoreProject Managment Case Studies214937 Words   |  860 Pageswithout either the prior written permission of the Publisher, or authorization through payment of the appropriate per-copy fee to the Copyright Clearance Center, Inc., 222 Rosewood Drive, Danvers, MA 01923, (978) 750-8400, fax (978) 750-4470, or on the Web at www.copyright.com. Requests to the Publisher for permission should be addressed to the Permissions Department, John Wiley Sons, Inc., 111 River Street, Hoboken, NJ 07030, (201) 748-6011, fax (201) 748-6008, e-mail: permcoordinator@wiley.com. Limit