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Foundations of predictive analytics
\"Preface this text is a summary of techniques of data analysis and modeling that the authors have encountered and used in our two-decades experience of practicing the art of applied data mining across many different fields. The authors have worked in this field together and separately in many large and small companies, including the Los Alamos National Laboratory, Bank One (JPMorgan Chase), Morgan Stanley, and the startups of the Center for Adaptive Systems Applications (CASA), the Los Alamos Computational Group and ID Analytics. We have applied these techniques to traditional and nontraditional problems in a wide range of areas including consumer behavior modeling (credit, fraud, marketing), consumer products, stock forecasting, fund analysis, asset allocation, and equity and xed income options pricing. This monograph provides the necessary information for understanding the common techniques for exploratory data analysis and modeling. It also explains the details of the algorithms behind these techniques, including underlying assumptions and mathematical formulations. It is the authors' opinion that in order to apply di erent techniques to di erent problems appropriately, it is essential to understand the assumptions and theory behind each technique. It is recognized that this work is far from a complete treatise on the subject. Many excellent additional texts exist on the popular subjects and it was not a goal for this present text to be a complete compilation. Rather this text contains various discussions on many practical subjects that are frequently missing from other texts, as well as details on some subjects that are not often or easily found. Thus this text makes an excellent supplemental and referential resource for the practitioners of these subjects\"--Provided by publisher.
Book
Foundations of Predictive Analytics
Drawing on the authors' two decades of experience in applied modeling and data mining, this self-contained book presents the fundamental background required for analyzing data and building models for many practical applications, such as consumer behavior modeling, risk and marketing analytics, and other areas. It explains the algorithmic details behind each technique, including underlying assumptions and mathematical formulations, and discusses a variety of practical topics that are frequently missing from similar texts. Software and examples are available at www.DataMinerXL.com.
eBook
New Frontiers in China's Foreign Relations
This book stands as a rebuke to any who would attempt to forward simplistic interpretations of China's rise. In place of parsimonious arguments, or an endorsement of any singular set of images (whether pacific or confrontational), it repeatedly calls attention to the remarkable complexity of China's emerging international profile. More specifically, the leading Chinese and American scholars working in the fields of Chinese foreign policy, international political economy, and national security, who contributed to this volume argue that while China appears to be entering a new era in its relationship with the outside world, such a development encompasses disparate, even contradictory, policies, and, as a result, there is a great deal of fluidity within China's place in world politics.
eBook
New frontiers in China's foreign relations
This book stands as a rebuke to any who would attempt to forward simplistic interpretations of China's rise. In place of parsimonious arguments, or an endorsement of any singular set of images (whether pacific or confrontational), it repeatedly calls attention to the remarkable complexity of China's emerging international profile. More specifically, the leading Chinese and American scholars working in the fields of Chinese foreign policy, international political economy, and national security, who contributed to this volume argue that while China appears to be entering a new era in its relationship with the outside world, such a development encompasses disparate, even contradictory, policies, and, as a result, there is a great deal of fluidity within China's place in world politics.
eBook