TY - BOOK AU - Klugman, Stuart A AU - Panjer, Harry H AU - Willmot, Gordon E TI - Loss models from data to decisions SN - 9781118315323 PY - 2012/// CY - New Jersey PB - John Wiley, KW - Discrete distributions KW - Random variables KW - Bayesian estimation N1 - References 501-506p.; Index 507-513p N2 - Newly organized to focus exclusively on material tested in the Society of Actuaries' Exam C and the Casualty Actuarial Society's Exam 4, Loss Models: From Data to Decisions, Fourth Edition continues to supply actuaries with a practical approach to the key concepts and techniques needed on the job. With updated material and extensive examples, the book successfully provides the essential methods for using available data to construct models for the frequency and severity of future adverse outcomes. The book continues to equip readers with the tools needed for the construction and analysis of mathematical models that describe the process by which funds flow into and out of an insurance system. Focusing on the loss process, the authors explore key quantitative techniques including random variables, basic distributional quantities, and the recursive method, and discuss techniques for classifying and creating distributions. Parametric, non-parametric, and Bayesian estimation methods are thoroughly covered along with advice for choosing an appropriate model ER -