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Data Mining Models, Second Edition
Data mining has become the fastest growing topic of interest in business programs in the past decade. This book is intended to describe the benefits of data mining in business, the process and typical business applications, the workings of basic data mining models, and demonstrate each with widely available free software. The book focuses on demonstrating common business data mining applications. It provides exposure to the data mining process, to include problem identification, data management, and available modeling tools. The book takes the approach of demonstrating typical business data sets with open source software. KNIME is a very easy-to-use tool, and is used as the primary means of demonstration. R is much more powerful and is a commercially viable data mining tool. We also demonstrate WEKA, which is a highly useful academic software, although it is difficult to manipulate test sets and new cases, making it problematic for commercial use.
eBook
A real-time in-memory discovery service : leveraging hierarchical packaging information in a unique identifier network to retrieve track and trace information
The research presented in this book discusses how to efficiently retrieve track and trace information for an item of interest that took a certain path through a complex network of manufacturers, wholesalers, retailers, and consumers. To this end, a super-ordinate system called \"Discovery Service\" is designed that has to handle large amounts of data, high insert-rates, and a high number of queries that are submitted to the discovery service. An example that is used throughout this book is the European pharmaceutical supply chain, which faces the challenge that more and more counterfeit medicinal products are being introduced. Between October and December 2008, more than 34 million fake drug pills were detected at customs control at the borders of the European Union. These fake drugs can put lives in danger as they were supposed to fight cancer, take effect as painkiller or antibiotics, among others. The concepts described in this book can be adopted for supply chain management use cases other than track and trace, such as recall, supply chain optimization, or supply chain analytics.
Book
Business modeling and data mining
Business Modeling and Data Mining demonstrates how real world business problems can be formulated so that data mining can answer them. The concepts and techniques presented in this book are the essential building blocks in understanding what models are and how they can be used practically to reveal hidden assumptions and needs, determine problems, discover data, determine costs, and explore the whole domain of the problem. This book articulately explains how to understand both the strategic and tactical aspects of any business problem, identify where the key leverage points are and determine where quantitative techniques of analysis -- such as data mining -- can yield most benefit. It addresses techniques for discovering how to turn colloquial expression and vague descriptions of a business problem first into qualitative models and then into well-defined quantitative models (using data mining) that can then be used to find a solution. The book completes the process by illustrating how these findings from data mining can be turned into strategic or tactical implementations. · Teaches how to discover, construct and refine models that are useful in business situations· Teaches how to design, discover and develop the data necessary for mining · Provides a practical approach to mining data for all business situations· Provides a comprehensive, easy-to-use, fully interactive methodology for building models and mining data· Provides pointers to supplemental online resources, including a downloadable version of the methodology and software tools.
eBook
Computer-Mediated Communication for Business
This collection is a guide to greater communication efficiency in both clarity and time-management for any professional or aspiring professional. It guides the reader through the ways in which communicating through technology rather than face-to-face can alter their perceptions of others and the perceptions others make of them. Each chapter concisely summarizes existing studies from the fields of communication, psychology, philosophy, and engineering to lead the audience to very practical guidelines to make their professional communication world easier and more efficient.The book is divided into three sections. The first focuses on the more abstract components of communication, such as creating connections and navigating humor. The second part deals with more applied knowledge, offering guides to specific and common technologies used for communication such as email and video conferencing. The final section focuses on training for both trainers and trainees.The volume gathers together contributions by 29 scholars, all of whom offer their own unique expertise and guidance to the audience.
eBook
Business Continuity and Disaster Recovery Planning for IT Professionals
Powerful Earthquake Triggers Tsunami in Pacific.Hurricane Isaac Makes Landfall in the Gulf Coast.Wildfires Burn Hundreds of Houses and Businesses in Colorado.Tornado Touches Down in Missouri.These headlines not only have caught the attention of people around the world, they have had a significant effect on IT professionals as well.
eBook