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BOOK EXCERPT:
Web Mining is moving the World Wide Web toward a more useful environment in which users can quickly and easily find the information they need. Web Mining uses document content, hyperlink structure, and usage statistics to assist users in meeting their needed information. This book provides a record of current research and practical applications in Web searching. It includes techniques that will improve the utilization of the Web by the design of Web sites, as well as the design and application of search agents. This book presents research and related applications in a manner that encourages additional work toward improving the reduction of information overflow, which is so common today in Web search results.
Product Details :
Genre |
: Computers |
Author |
: Anthony Scime |
Publisher |
: IGI Global |
Release |
: 2005-01-01 |
File |
: 454 Pages |
ISBN-13 |
: 1591404142 |
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BOOK EXCERPT:
Web mining is the application of data mining strategies to excerpt learning from web information, i.e. web content, web structure, and web usage data. With the emergence of the web as the predominant and converging platform for communication, business and scholastic information dissemination, especially in the last five years, there are ever increasing research groups working on different aspects of web mining mainly in three directions. These are: mining of web content, web structure and web usage. In this context there are good number of frameworks and benchmarks related to the metrics of the websites which is certainly weighty for B2B, B2C and in general in any e-commerce paradigm. Owing to the popularity of this topic there are few books in the market, dealing more on such performance metrics and other related issues. This book, however, omits all such routine topics and lays more emphasis on the classification and clustering aspects of the websites in order to come out with the true perception of the websites in light of its usability.In nutshell, Web Mining: A Synergic Approach Resorting to Classifications and Clustering showcases an effective methodology for classification and clustering of web sites from their usability point of view. While the clustering and classification is accomplished by using an open source tool WEKA, the basic dataset for the selected websites has been emanated by using a free tool site-analyzer. As a case study, several commercial websites have been analyzed. The dataset preparation using site-analyzer and classification through WEKA by embedding different algorithms is one of the unique selling points of this book. This text projects a complete spectrum of web mining from its very inception through data mining and takes the reader up to the application level. Salient features of the book include: Literature review of research work in the area of web miningBusiness websites domain researched, and data collected using site-analyzer toolAccessibility, design, text, multimedia, and networking are assessedDatasets are filtered further by selecting vital attributes which are Search Engine Optimized for processing using the Weka attributed toolDataset with labels have been classified using J48, RBFNetwork, NaïveBayes, and SMO techniques using WekaA comparative analysis of all classifiers is reportedCommercial applications for improving website performance based on SEO is given
Product Details :
Genre |
: Science |
Author |
: V.S. Kumbhar |
Publisher |
: CRC Press |
Release |
: 2022-09-01 |
File |
: 142 Pages |
ISBN-13 |
: 9781000792676 |
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BOOK EXCERPT:
Web mining has become a popular area of research, integrating the different research areas of data mining and the World Wide Web. According to the taxonomy of Web mining, there are three sub-fields of Web-mining research: Web usage mining, Web content mining and Web structure mining. These three research fields cover most content and activities on the Web. With the rapid growth of the World Wide Web, Web mining has become a hot topic and is now part of the mainstream of Web - search, such as Web information systems and Web intelligence. Among all of the possible applications in Web research, e-commerce and e-services have been iden- fied as important domains for Web-mining techniques. Web-mining techniques also play an important role in e-commerce and e-services, proving to be useful tools for understanding how e-commerce and e-service Web sites and services are used, e- bling the provision of better services for customers and users. Thus, this book will focus upon Web-mining applications in e-commerce and e-services. Some chapters in this book are extended from the papers that presented in WMEE 2008 (the 2nd International Workshop for E-commerce and E-services). In addition, we also sent invitations to researchers that are famous in this research area to contr- ute for this book. The chapters of this book are introduced as follows: In chapter 1, Peter I.
Product Details :
Genre |
: Mathematics |
Author |
: I-Hsien Ting |
Publisher |
: Springer Science & Business Media |
Release |
: 2009-01-24 |
File |
: 181 Pages |
ISBN-13 |
: 9783540880806 |
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BOOK EXCERPT:
This book constitutes the thoroughly refereed post-proceedings of the 6th International Workshop on Mining Web Data, WEBKDD 2004, held in Seattle, WA, USA in August 2004 in conjunction with the 10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2004. The 11 revised full papers presented together with a detailed preface went through two rounds of reviewing and improvement and were carefully selected for inclusion in the book.
Product Details :
Genre |
: Computers |
Author |
: Bamshad Mobasher |
Publisher |
: Springer |
Release |
: 2006-10-17 |
File |
: 198 Pages |
ISBN-13 |
: 9783540471288 |
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BOOK EXCERPT:
Web Mining is the application of data mining techniques to discover interesting usage patterns from Web data stored in access logs to understand and better serve the needs of Web-based applications. This book will focus on entire web usage mining process starting with preprocessing of web logs which includes Data cleaning, user and session identification followed by discussion of various techniques like clustering, association used for pattern discovery and analysis. Algorithms for preprocessing stages have been reviewed and implemented in this book. It will also focus on how patterns discovered after mining of web log are useful for web page recommendation, personalization and various other applications. This book will be useful for all those who want to gain insight into entire web usage mining process. Till date there is no complete book which focuses on this entire process.
Product Details :
Genre |
: Computers |
Author |
: Dr. Priyanka Verma |
Publisher |
: DeepMisti Publication |
Release |
: 2024-10-02 |
File |
: 207 Pages |
ISBN-13 |
: 9789360448585 |
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BOOK EXCERPT:
This excellently written monograph provides – for the first time ever - a thorough introduction and systematic overview of all aspects of intelligent data processing on the Web. It presents both the current state of research as well as application aspects. All major topics related to Web Intelligence which can have impact on future directions and developments are presented in detail. This book will be a valuable source of reference for years to all research and development professionals interested in Web Intelligence. Students will also appreciate the numerous illustrations and examples.
Product Details :
Genre |
: Computers |
Author |
: Ning Zhong |
Publisher |
: Springer Science & Business Media |
Release |
: 2013-06-29 |
File |
: 454 Pages |
ISBN-13 |
: 9783662053201 |
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BOOK EXCERPT:
The explosion of Web-based data has created a demand among executives and technologists for methods to identify, gather, analyze, and utilize data that may be of value to corporations and organizations. The emergence of data mining, and the larger field of Web mining, has businesses lost within a confusing maze of mechanisms and strategies for obta
Product Details :
Genre |
: Business & Economics |
Author |
: Bhavani Thuraisingham |
Publisher |
: CRC Press |
Release |
: 2003-06-26 |
File |
: 542 Pages |
ISBN-13 |
: 9780203499511 |
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BOOK EXCERPT:
This book focuses on Web recommender systems, offering an overview of approaches to develop these state-of-the-art systems. It also presents algorithmic approaches in the field of Web recommendations by extracting knowledge from Web logs, Web page content and hyperlinks. Recommender systems have been used in diverse applications, including query log mining, social networking, news recommendations and computational advertising, and with the explosive growth of Web content, Web recommendations have become a critical aspect of all search engines. The book discusses how to measure the effectiveness of recommender systems, illustrating the methods with practical case studies. It strikes a balance between fundamental concepts and state-of-the-art technologies, providing readers with valuable insights into Web recommender systems.
Product Details :
Genre |
: Computers |
Author |
: K. R. Venugopal |
Publisher |
: Springer Nature |
Release |
: 2020-03-02 |
File |
: 178 Pages |
ISBN-13 |
: 9789811525131 |
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BOOK EXCERPT:
Modern databases and information systems essentially differ from their predecessors. Ontology-based and knowledge-based approaches to system development, UML based IS development methodologies, XML databases and heterogeneous information models have come to the fore. All these fundamental aspects are discussed in this book. This publication contains a collection of 22 high quality papers written by 44 authors. These articles present original results in modern database technologies, database applications, data warehousing, data mining, ontologies, and modern information systems. Special emphasis is put on multimedia database systems, heterogeneous data integration methods, view optimizations, ontology engineering tools, modeling and model transformations (MDA). Theoretical aspects as well as technical development issues are considered. The intended audience for this book is researchers, advanced students and practitioners who are interested in advanced topics on databases and information systems.
Product Details :
Genre |
: Computers |
Author |
: Albertas Caplinskas |
Publisher |
: IOS Press |
Release |
: 2005 |
File |
: 320 Pages |
ISBN-13 |
: 1586034855 |
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BOOK EXCERPT:
The international conference on Advances in Computing and Information technology (ACITY 2012) provides an excellent international forum for both academics and professionals for sharing knowledge and results in theory, methodology and applications of Computer Science and Information Technology. The Second International Conference on Advances in Computing and Information technology (ACITY 2012), held in Chennai, India, during July 13-15, 2012, covered a number of topics in all major fields of Computer Science and Information Technology including: networking and communications, network security and applications, web and internet computing, ubiquitous computing, algorithms, bioinformatics, digital image processing and pattern recognition, artificial intelligence, soft computing and applications. Upon a strength review process, a number of high-quality, presenting not only innovative ideas but also a founded evaluation and a strong argumentation of the same, were selected and collected in the present proceedings, that is composed of three different volumes.
Product Details :
Genre |
: Technology & Engineering |
Author |
: Natarajan Meghanathan |
Publisher |
: Springer Science & Business Media |
Release |
: 2012-06-30 |
File |
: 800 Pages |
ISBN-13 |
: 9783642315138 |