Multiple Imputation and its Application The most up-to-date edition of a bestselling guide to analyzing partially observed data In this comprehensively revised Second Edition of Multiple Imputation and its Application, a team of distinguished statisticians delivers an overview of the issues raised by missing data, the rationale for multiple imputation as a solution, and the practicalities of applying it in a multitude of settings. With an accessible and carefully structured presentation aimed at quantitative researchers, Multiple Imputation and its Application is illustrated with a range of examples and offers key mathematical details. The book includes a wide range of theoretical and computer-based exercises, tested in the classroom, which are especially useful for users of R or Stata. Readers will find: A comprehensive overview of one of the most effective and popular methodologies for dealing with incomplete data sets Careful discussion of key concepts A range of examples illustrating the key ideas Practical advice on using multiple imputation Exercises and examples designed for use in the classroom and/or private study Written for applied researchers looking to use multiple imputation with confidence, and for methods researchers seeking an accessible overview of the topic, Multiple Imputation and its Application will also earn a place in the libraries of graduate students undertaking quantitative analyses.
This book provides a single source of guidance on the protected-species survey data that accompany planning applications. Comprehensive and clear, it is an essential reference for planners and ecological consultants. New development proposals potentially affect protected species on a daily basis. For the first time, this guide brings together in one place all the key elements needed to collect and interpret survey data for protected species and therefore help determine planning applications. By working through individual species and group tables, even the least experienced planner can begin critically to evaluate the often-variable material provided by ecologists in planning submissions. Chapters cover: the planning system and biodiversity; government guidance and its interpretation; how to secure better quality data; the most recent standing advice; detailed notes on protected species; drawing in data from other surveys, and biodiversity net gain. Packed with information, the book also codifies what a planner expects from ecologists, so that both target audiences are able to work better together, and thus more effectively help safeguard protected species.
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