This textbook considers statistical learning applications when interest centers on the conditional distribution of a response variable, given a set of predictors, and in the absence of a credible model that can be specified before the data analysis begins. Consistent with modern data analytics, it emphasizes that a proper statistical learning data analysis depends in an integrated fashion on sound data collection, intelligent data management, appropriate statistical procedures, and an acce...

This textbook considers statistical learning applications when interest centers on the conditional distribution of the response variable, given a set of predictors, and when it is important to characterize how the predictors are related to the response.This fully revised new edition includes important developments over the past 8 years. Consistent with modern data analytics, it emphasizes that a proper statistical learning data analysis derives from sound data collection, intellige...

This volume discusses why faculty and administrators of academe should care about implementing family-friendly policies and practices, as well as how they can advocate for policy changes.In section one, the book’s focus is on empirical studies that demonstrate the need for innovative programs and policies for faculty at colleges and universities. These pieces explore issues such as the value of work/life programs for employee retention, the need for a variety of family support poli...

This book puts in one place and in accessible form Richard Berk’s most recent work on forecasts of re-offending by individuals already in criminal justice custody. Using machine learning statistical procedures trained on very large datasets, an explicit introduction of the relative costs of forecasting errors as the forecasts are constructed, and an emphasis on maximizing forecasting accuracy, the author shows how his decades of research on the topic improves forecasts of risk.Crim...

Focusing on the practical use of N-Acetyl-Cysteine (NAC) in medicine, this book provides a comprehensive review of the basic biological and clinical studies documenting its benefits in treating medical disease. NAC is perhaps best known as an antidote for acetaminophen, but its therapeutic effect in a wide range of medical diseases has recently been realized. In addition to its well recognized use in radiological contrast prophylaxis for renal disease and pulmonary disorders, studies have ...