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Author: Haim Dahan
Publisher: Springer Science & Business Media
ISBN: 1493905392
Category : Computers
Languages : en
Pages : 94
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Book Description
This book explores a proactive and domain-driven method to classification tasks. This novel proactive approach to data mining not only induces a model for predicting or explaining a phenomenon, but also utilizes specific problem/domain knowledge to suggest specific actions to achieve optimal changes in the value of the target attribute. In particular, the authors suggest a specific implementation of the domain-driven proactive approach for classification trees. The book centers on the core idea of moving observations from one branch of the tree to another. It introduces a novel splitting criterion for decision trees, termed maximal-utility, which maximizes the potential for enhancing profitability in the output tree. Two real-world case studies, one of a leading wireless operator and the other of a major security company, are also included and demonstrate how applying the proactive approach to classification tasks can solve business problems. Proactive Data Mining with Decision Trees is intended for researchers, practitioners and advanced-level students.
Author: Haim Dahan
Publisher: Springer Science & Business Media
ISBN: 1493905392
Category : Computers
Languages : en
Pages : 94
Get Book Here
Book Description
This book explores a proactive and domain-driven method to classification tasks. This novel proactive approach to data mining not only induces a model for predicting or explaining a phenomenon, but also utilizes specific problem/domain knowledge to suggest specific actions to achieve optimal changes in the value of the target attribute. In particular, the authors suggest a specific implementation of the domain-driven proactive approach for classification trees. The book centers on the core idea of moving observations from one branch of the tree to another. It introduces a novel splitting criterion for decision trees, termed maximal-utility, which maximizes the potential for enhancing profitability in the output tree. Two real-world case studies, one of a leading wireless operator and the other of a major security company, are also included and demonstrate how applying the proactive approach to classification tasks can solve business problems. Proactive Data Mining with Decision Trees is intended for researchers, practitioners and advanced-level students.
Author: Oded Z Maimon
Publisher: World Scientific
ISBN: 9814590096
Category : Computers
Languages : en
Pages : 328
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Book Description
Decision trees have become one of the most powerful and popular approaches in knowledge discovery and data mining; it is the science of exploring large and complex bodies of data in order to discover useful patterns. Decision tree learning continues to evolve over time. Existing methods are constantly being improved and new methods introduced.This 2nd Edition is dedicated entirely to the field of decision trees in data mining; to cover all aspects of this important technique, as well as improved or new methods and techniques developed after the publication of our first edition. In this new edition, all chapters have been revised and new topics brought in. New topics include Cost-Sensitive Active Learning, Learning with Uncertain and Imbalanced Data, Using Decision Trees beyond Classification Tasks, Privacy Preserving Decision Tree Learning, Lessons Learned from Comparative Studies, and Learning Decision Trees for Big Data. A walk-through guide to existing open-source data mining software is also included in this edition.This book invites readers to explore the many benefits in data mining that decision trees offer:
Author: Munish Kumar
Publisher: MDPI
ISBN: 3036517146
Category : Technology & Engineering
Languages : en
Pages : 112
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Book Description
This book is to chart the progress in applying machine learning, including deep learning, to a broad range of image analysis and pattern recognition problems and applications. In this book, we have assembled original research articles making unique contributions to the theory, methodology and applications of machine learning in image analysis and pattern recognition.
Author: Juan J. Cuadrado-Gallego
Publisher: Springer Nature
ISBN: 3031391292
Category : Computers
Languages : en
Pages : 486
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Book Description
Building upon the knowledge introduced in The Data Science Framework, this book provides a comprehensive and detailed examination of each aspect of Data Analytics, both from a theoretical and practical standpoint. The book explains representative algorithms associated with different techniques, from their theoretical foundations to their implementation and use with software tools. Designed as a textbook for a Data Analytics Fundamentals course, it is divided into seven chapters to correspond with 16 weeks of lessons, including both theoretical and practical exercises. Each chapter is dedicated to a lesson, allowing readers to dive deep into each topic with detailed explanations and examples. Readers will learn the theoretical concepts and then immediately apply them to practical exercises to reinforce their knowledge. And in the lab sessions, readers will learn the ins and outs of the R environment and data science methodology to solve exercises with the R language. With detailed solutions provided for all examples and exercises, readers can use this book to study and master data analytics on their own. Whether you're a student, professional, or simply curious about data analytics, this book is a must-have for anyone looking to expand their knowledge in this exciting field.
Author: Vassil Sgurev
Publisher: Springer
ISBN: 3319272675
Category : Technology & Engineering
Languages : en
Pages : 357
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Book Description
This book presents a broad variety of different contemporary IT methods and applications in Intelligent Systems is displayed. Every book chapter represents a detailed, specific, far reaching and original re-search in a respective scientific and practical field. However, all of the chapters share the common point of strong similarity in a sense of being innovative, applicable and mutually compatible with each other. In other words, the methods from the different chapters can be viewed as bricks for building the next generation “thinking machines” as well as for other futuristic logical applications that are rapidly changing our world nowadays.
Author: Chee-Peng Lim
Publisher: Springer Nature
ISBN: 3031656407
Category :
Languages : en
Pages : 306
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Book Description
Author: Ian Chaston
Publisher: SAGE
ISBN: 1412931630
Category : Business & Economics
Languages : en
Pages : 287
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Book Description
In recent years even governments around the world are beginning to understand that knowledge is a critical contributor to stimulating the rapid growth of entire economies. It is argued that in a modern economy, knowledge is the most important resource within the companies based within any country. The advent of the Internet and automated e-business systems has provided an important catalyst for firms wishing to exploit the benefits of using knowledge to support their electronic trading activities. The vast majority of texts on knowledge management tend to focus on the information technology aspects of managing the concept. Although management of technology is critical, there is an equally important need for the provision of materials describing how knowledge can be utilized in the execution of functional management tasks. In view of this situation, the goal of this text is to show readers how to comprehend that knowledge can be utilized to underpin and enhance the marketing management function within organizations. The concept is presented by drawing upon various published sources and by the use of case materials to illustrate knowledge management in practice. Coverage includes; an introduction to the concept of knowledge management; the evolving pathway of marketing; how e-business is radically altering the execution of the marketing task; how firms can map external knowledge sources; the competencies that determine performance, alternative marketing positions; planning techniques; how knowledge informs product innovation; the effective execution of promotions; alternative options for exploiting knowledge to optimize pricing and distribution decisions; the role that knowledge management plays in service marketing strategies; and, the recognized problems associated with accelerating the use of knowledge within the marketing process.
Author: Michael Bell
Publisher: John Wiley & Sons
ISBN: 0470141115
Category : Business & Economics
Languages : en
Pages : 384
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Book Description
Answers to your most pressing SOA development questions How do we start with service modeling? How do we analyze services for better reusability? Who should be involved? How do we create the best architecture model for our organization? This must-read for all enterprise leaders gives you all the answers and tools needed to develop a sound service-oriented architecture in your organization. Praise for Service-Oriented Modeling Service Analysis, Design, and Architecture "Michael Bell has done it again with a book that will be remembered as a key facilitator of the global shift to Service-Oriented Architecture. . . . With this book, Michael Bell provides that foundation and more-an essential bible for the next generation of enterprise IT." -Eric Pulier, Executive Chairman, SOA Software "Michael Bell's insightful book provides common language and techniques for business and technology organizations to take advantage of the SOA paradigm. By focusing modeling techniques on the business problem, Bell provides a way for professionals to work throughout the life cycle to create reusable and enduring services." -Mike Zbranak, CIO, Chase Card Services "This book will become an imperative business and technology service-oriented modeling recipe for any manager, architect, modeler, analyst, and developer in today's software development industry." -Jeff Schneider, CEO, MomentumSI "'Innovative' and 'groundbreaking' are words that best describe Michael Bell's Service-Oriented Modeling. It depicts a true service modeling approach that elegantly closes a clear and critical service modeling gap in the SOA industry. This holistic book ties these concepts together using real-world examples across a service life cycle that transitions services from ideas and concepts into production assets that deliver business value. A must-read for business and technical SOA practitioners." -Eric A. Marks, CEO, AgilePath Corporation "As hot as SOA is today, many business and technology professionals still find it challenging to mind the gap between their disparate methodologies and objectives. Herein Michael Bell speaks clearly to both camps in straightforward language, outlining disciplines each can use to communicate effectively and advance the realization of corporate aims. This book is a bible for all who seek to drive business/technology into the future." -Mark Edward Goodrich, Director, Investing Product Management, Reuters Media "This book takes senior IT architects and systems designers into the depths of modeling for SOA, with a fresh new perspective on tools, terminology, and how to turn the theory into practice. His full life-cycle approach balances process, control, and accountability to align all the participants in the delivery pipeline-clearing the road for successful SOA business solutions." -Phil Gilligan, Chief Technology Officer, EBS
Author: Jos Bijman
Publisher: BRILL
ISBN: 9086865739
Category : Business & Economics
Languages : en
Pages : 407
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Book Description
"This book brings together a rich collection of material on management and organization in agri-food chains and networks. Producers, processors, traders and retailers of agricultural and food products operate in an economic and institutional environment that is increasingly dominated by global developments. Therefore, organizing efficient and effective supply chains as well as managing collaboration among participating firms requires an international perspective. This book presents theoretical and practical insights from many different parts of the world. Topics covered include classical supply chain management issues like logistics, information exchange (e.g. tracking and tracing), quality control, safety assurance, and chain performance. Other timely issues covered are joint innovation, and shared responsibility for sustainability in agri-food supply chains. Special attention is given to issues of governance and organization of chains and networks, for example, by focussing on the role of producer organisations (such as farmer cooperatives) in their effort to combine horizontal and vertical collaboration in the international upply chain. This book is relevant for both academics and managers interested in the latest advances in research on management and organization of international agri-food chains and networks."
Author: Duane E. Sharp
Publisher: CRC Press
ISBN: 1420000152
Category : Business & Economics
Languages : en
Pages : 266
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Book Description
This handbook provides a detailed description and analysis of the concepts, processes, and technologies used in the development and implementation of an effective customer relationship (CRM) strategy. It takes readers through the evolution of CRM- from its early beginning to today's sophisticated data warehouse-based systems. Illustrations enhance the textual presentation. Case studies provide insight and lessons-to-be-learned and describe the benefits of successful CRM implementations. The chapter on privacy issues covers the processes companies use to ensure the privacy of their customer data, the last chapter explores the benefits of a well-conceived CRM strategy.
