[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-en-105":3,"doc-seo-326488-105":59,"doc-detail-326488-en":131},{"code":4,"msg":5,"data":6},0,"success",[7,13,18,23,28,33,38,43,48,51,55],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},1,"Document","Story & Novel",90,"story-novel",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":16,"slug":17},2,"Literature",80,"literature",{"id":19,"doc_module":4,"doc_module_name":9,"category_name":20,"show_sort_weight":21,"slug":22},4,"Exam",70,"exam",{"id":24,"doc_module":4,"doc_module_name":9,"category_name":25,"show_sort_weight":26,"slug":27},5,"Comic",60,"comic",{"id":29,"doc_module":4,"doc_module_name":9,"category_name":30,"show_sort_weight":31,"slug":32},6,"Technology",50,"technology",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":36,"slug":37},7,"Healthcare",40,"healthcare",{"id":39,"doc_module":4,"doc_module_name":9,"category_name":40,"show_sort_weight":41,"slug":42},8,"Research & Report",30,"research-report",{"id":44,"doc_module":4,"doc_module_name":9,"category_name":45,"show_sort_weight":46,"slug":47},9,"Religion & Spirituality",20,"religion-spirituality",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":49,"show_sort_weight":46,"slug":50},"World Cup","world-cup",{"id":52,"doc_module":4,"doc_module_name":9,"category_name":53,"show_sort_weight":52,"slug":54},10,"Lifestyle","lifestyle",{"id":56,"doc_module":4,"doc_module_name":9,"category_name":57,"show_sort_weight":24,"slug":58},19,"General","general",{"code":4,"msg":60,"data":61},"ok",{"site_id":62,"language":63,"slug":64,"title":65,"keywords":66,"description":67,"schema_data":68,"social_meta":124,"head_meta":126,"extra_data":128,"updated_unix":130},105,"en","heuristics-and-optimization-for-knowledge-discovery","Heuristics and Optimization for Knowledge Discovery","","Heuristics and Optimization for Knowledge Discovery presents methods and techniques for extracting knowledge using heuristic programming and combinatorial optimization. The work is structured around introducing data mining and knowledge discovery, then extending to search and optimization approaches such as heuristic feature selection, and cost-sensitive classification using decision trees, boosting, and MetaCost. It includes bibliographical references and an index, supporting academic study of optimization-driven analytics.",{"@graph":69,"@context":123},[70,84,106],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":40,"@type":76,"position":81},"https://docshare.wps.com/document/research-report/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/heuristics-and-optimization-for-knowledge-discovery/326488/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":99,"encodingFormat":97,"isAccessibleForFree":100,"interactionStatistic":101},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/heuristics-and-optimization-for-knowledge-discovery/326488.png","ImageObject",300,407,{"name":92,"@type":93},"Aurora","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-11-12","2026-09-21",true,{"@type":102,"interactionType":103,"userInteractionCount":105},"InteractionCounter",{"@type":104},"ViewAction",12,{"@type":107,"mainEntity":108},"FAQPage",[109,115,119],{"name":110,"@type":111,"acceptedAnswer":112},"What topics does the book cover in knowledge discovery?","Question",{"text":113,"@type":114},"It covers heuristics and optimization approaches to knowledge discovery, including an introduction to data mining and knowledge discovery as well as search and optimization methods.","Answer",{"name":116,"@type":111,"acceptedAnswer":117},"How does the book address feature selection?",{"text":118,"@type":114},"It presents a heuristic algorithm for feature selection based on optimization techniques, framed within the book’s search and optimization section.",{"name":120,"@type":111,"acceptedAnswer":121},"What learning methods are discussed for cost-sensitive classification?",{"text":122,"@type":114},"It discusses cost-sensitive classification using decision trees, boosting, and MetaCost.","https://schema.org",{"og:url":83,"og:type":125,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":127,"canonical":83},"index,follow",{"doc_id":129,"site_id":62},326488,1790447118,{"code":4,"msg":5,"data":132},{"doc_id":129,"user_id":133,"nickname":92,"user_avatar":134,"doc_module":4,"category_id":39,"category_name":40,"doc_title":65,"doc_description":67,"doc_content":135,"file_id":136,"file_url":137,"file_type":138,"file_size":139,"view_count":105,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":140,"language":141,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":142,"faqs":143,"seo_title":144,"seo_description":67,"update_tm":145,"read_time":146,"preview_page_count":4},4810365810221,"https://ap-avatar.wpscdn.com/davatar_155a257f0dc6eb9ab79c44ca47cae57d","Heuristics and Optimization for Knowledge Discovery  \nRuhul A. Sarker  \nHussein A. Abbass  \nCharles S. Newton  \nUniversity of New South Wales, Australia  \nIdea Group Publishing  \nInformation Science Publishing  \nHershey • London • Melbourne • Singapore • Beijing  \nAcquisitions Editor: Mehdi Khosrowpour  \nManaging Editor: Jan Travers  \nDevelopment Editor: Michele Rossi  \nCopy Editor: Elizabeth Arneson  \nTypesetter: LeAnn Whitcomb  \nCover Design: Tedi Wingard  \nPrinted at: Integrated Book Technology  \nPublished in the United States of America by  \nIdea Group Publishing  \n1331 E. Chocolate Avenue  \nHershey PA 17033-1117  \nTel: 717-533-8845  \nFax: 717-533-8661  \n[E-mail: cust@idea-group.com](E-mail: cust@idea-group.com)  \nWeb site: [http://www.idea-group.com](http://www.idea-group.com)  \nand in the United Kingdom by  \nIdea Group Publishing  \n3 Henrietta Street  \nCovent Garden  \nLondon WC2E 8LU  \nTel: 44 20 7240 0856  \nFax: 44 20 7379 3313  \nWeb site: [http://www.eurospan.co.uk](http://www.eurospan.co.uk)  \nCopyright © 2002 by Idea Group Publishing. All rights reserved. No part of this book may be reproduced in any form or by any means, electronic or mechanical, including photocopying, without written permission from the publisher.  \nLibrary of Congress Cataloging-in-Publication Data  \nHeuristics and optimization for knowledge discovery / [edited by] Ruhul Sarker, Hussein Abbass, Charles Newton.  \n[p. cm](p. cm).  \nIncludes bibliographical references and index.  \nISBN 1-930708-26-2 (cloth)  \n1. Heuristic programming. 2. Combinatorial optimization. I. Sarker, Ruhul. II. Abbass, Hussein. III. Newton, Charles, 1942-  \nT57 .84 .H48 2001  \n006.3--dc21 2001039720  \nBritish Cataloguing in Publication Data  \nA Cataloguing in Publication record for this book is available from the British Library.  \n  NEW from Idea Group Publishing   \n• Data Mining: A Heuristic Approach  \nHussein Aly Abbass, Ruhul Amin Sarker and Charles S. Newton/ 1-930708-25-4  \n• Managing Information Technology in Small Business: Challenges and Solutions  \nStephen Burgess/ 1-930708-35-1  \n• Managing Web Usage in the Workplace: A Social, Ethical and Legal Perspective  \nMurugan Anandarajan and Claire A. Simmers/ 1-930708-18-1  \n• Challenges of Information Technology Education in the 21st Century  \nEli Cohen/ 1-930708-34-3  \n• Social Responsibility in the Information Age: Issues and Controversies  \nGurpreet Dhillon/ 1-930708-11-4  \n• Database Integrity: Challenges and Solutions  \nJorge H. Doorn and Laura Rivero/ 1-930708-38-6  \n• Managing Virtual Web Organizations in the 21st Century: Issues and Challenges  \nUlrich Franke/ 1-930708-24-6  \n• Managing Business with Electronic Commerce: Issues and Trends  \nAryya Gangopadhyay/ 1-930708-12-2  \n• Electronic Government: Design, Applications and Management  \nÅke Grönlund/ 1-930708-19-X  \n• Knowledge Media in Health Care: Opportunities and Challenges  \nRolf Grutter/ 1-930708-13-0  \n• Internet Management Issues: A Global Perspective  \nJohn D. Haynes/ 1-930708-21-1  \n• Enterprise Resource Planning: Global Opportunities and Challenges  \nLiaquat Hossain, Jon David Patrick and M. A. Rashid/ 1-930708-36-X  \n• The Design and Management of Effective Distance Learning Programs  \nRichard Discenza, Caroline Howard, and Karen Schenk/ 1-930708-20-3  \n• Multirate Systems: Design and Applications  \nGordana Jovanovic-Dolecek/ 1-930708-30-0  \n• Managing IT/Community Partnerships in the 21st Century  \nJonathan Lazar/ 1-930708-33-5  \n• Multimedia Networking: Technology, Management and Applications  \nSyed Mahbubur Rahman/ 1-930708-14-9  \n• Cases on Worldwide E-Commerce: Theory in Action  \nMahesh Raisinghani/ 1-930708-27-0  \n• Designing Instruction for Technology-Enhanced Learning  \nPatricia L. Rogers/ 1-930708-28-9  \n• Heuristic and Optimization for Knowledge Discovery  \nRuhul Amin Sarker, Hussein Aly Abbass and Charles Newton/ 1-930708-26-2  \n• Distributed Multimedia Databases: Techniques and Applications  \nTimothy K. Shih/ 1-930708-29-7  \n• Neural Net","cbCaihaK7oAyC34Q","https://ap.wps.com/l/cbCaihaK7oAyC34Q","pdf",2314404,301,"English","# Preface\n# Section One: Introduction\n## Chapter 1. Introducing Data Mining and Knowledge Discovery\n# Section Two: Search and Optimization\n## Chapter 2. A Heuristic Algorithm for Feature Selection Based on Optimization Techniques\n## Chapter 3. Cost-Sensitive Classification using Decision Trees, Boosting and MetaCost","[{\"question\":\"What topics does the book cover in knowledge discovery?\",\"answer\":\"It covers heuristics and optimization approaches to knowledge discovery, including an introduction to data mining and knowledge discovery as well as search and optimization methods.\"},{\"question\":\"How does the book address feature selection?\",\"answer\":\"It presents a heuristic algorithm for feature selection based on optimization techniques, framed within the book’s search and optimization section.\"},{\"question\":\"What learning methods are discussed for cost-sensitive classification?\",\"answer\":\"It discusses cost-sensitive classification using decision trees, boosting, and MetaCost.\"}]","Heuristics and Optimization for Knowledge Discovery | PDF",1789974317,759]