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This tome provides the reader with a background on simulating copulas and multivariate distribution in general. It unifies the scattered literature on the simulation of various families of copulas as well as on different construction principles.
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This monograph presents a time-dynamic model for multivariate claim counts in actuarial applications. Inspired by real-world claim arrivals, the model balances interesting stylized facts (such as dependence across the components, over-dispersion and the clustering of claims) with a high level of mathematical tractability (including estimation, sampling and convergence results for large portfolios) and can thus be applied in various contexts (such as risk management and pricing of (re-)insurance contracts). The authors provide a detailed analysis of the proposed probabilistic model, discussing its relation to the existing literature, its statistical properties, different estimation strategies as well as possible applications and extensions. Actuaries and researchers working in risk management and premium pricing will find this book particularly interesting. Graduate-level probability theory, stochastic analysis and statistics are required.
Multivariate analysis --- Data processing. --- Distribution (Probability theory. --- Statistics. --- Mathematical statistics. --- Finance. --- Probability Theory and Stochastic Processes. --- Actuarial Sciences. --- Statistics for Business, Management, Economics, Finance, Insurance. --- Statistical Theory and Methods. --- Quantitative Finance. --- Funding --- Funds --- Economics --- Currency question --- Statistical analysis --- Statistical data --- Statistical methods --- Statistical science --- Mathematics --- Econometrics --- Distribution functions --- Frequency distribution --- Characteristic functions --- Probabilities --- Statistical inference --- Statistics, Mathematical --- Statistics --- Sampling (Statistics) --- Probabilities. --- Actuarial science. --- Statistics . --- Economics, Mathematical . --- Mathematical economics --- Insurance --- Probability --- Combinations --- Chance --- Least squares --- Mathematical statistics --- Risk --- Methodology
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This book provides the reader with a background on simulating copulas and multivariate distributions in general. It unifies the scattered literature on the simulation of various families of copulas (elliptical, Archimedean, Marshall-Olkin type, etc.) as well as on different construction principles (factor models, pair-copula construction, etc.). The book is self-contained and unified in presentation and can be used as a textbook for advanced undergraduate or graduate students with a firm background in stochastics. Alongside the theoretical foundation, ready-to-implement algorithms and many examples make this book a valuable tool for anyone who is applying the methodology.
Copulas (Mathematical statistics) --- Multivariate analysis. --- Distribution (Probability theory) --- Distribution functions --- Frequency distribution --- Characteristic functions --- Probabilities --- Multivariate distributions --- Multivariate statistical analysis --- Statistical analysis, Multivariate --- Analysis of variance --- Mathematical statistics --- Matrices
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This monograph presents a time-dynamic model for multivariate claim counts in actuarial applications. Inspired by real-world claim arrivals, the model balances interesting stylized facts (such as dependence across the components, over-dispersion and the clustering of claims) with a high level of mathematical tractability (including estimation, sampling and convergence results for large portfolios) and can thus be applied in various contexts (such as risk management and pricing of (re-)insurance contracts). The authors provide a detailed analysis of the proposed probabilistic model, discussing its relation to the existing literature, its statistical properties, different estimation strategies as well as possible applications and extensions. Actuaries and researchers working in risk management and premium pricing will find this book particularly interesting. Graduate-level probability theory, stochastic analysis and statistics are required.
Statistical science --- Finance --- Operational research. Game theory --- Mathematical statistics --- Actuarial mathematics --- Probability theory --- Business economics --- financieel management --- waarschijnlijkheidstheorie --- stochastische analyse --- statistiek --- financiën --- econometrie --- wiskunde --- actuariaat --- kansrekening --- statistisch onderzoek --- Actuarial Sciences. --- Actuarial science. --- Economics, Mathematical . --- Probabilities. --- Probability Theory and Stochastic Processes. --- Quantitative Finance. --- Statistical Theory and Methods. --- Statistics . --- Statistics for Business, Management, Economics, Finance, Insurance.
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This monograph presents a time-dynamic model for multivariate claim counts in actuarial applications. Inspired by real-world claim arrivals, the model balances interesting stylized facts (such as dependence across the components, over-dispersion and the clustering of claims) with a high level of mathematical tractability (including estimation, sampling and convergence results for large portfolios) and can thus be applied in various contexts (such as risk management and pricing of (re-)insurance contracts). The authors provide a detailed analysis of the proposed probabilistic model, discussing its relation to the existing literature, its statistical properties, different estimation strategies as well as possible applications and extensions. Actuaries and researchers working in risk management and premium pricing will find this book particularly interesting. Graduate-level probability theory, stochastic analysis and statistics are required.
Statistical science --- Finance --- Operational research. Game theory --- Mathematical statistics --- Actuarial mathematics --- Probability theory --- Business economics --- financieel management --- waarschijnlijkheidstheorie --- stochastische analyse --- statistiek --- financiën --- econometrie --- wiskunde --- actuariaat --- kansrekening --- statistisch onderzoek
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Quantitative models are omnipresent -but often controversially discussed- in todays risk management practice. New regulations, innovative financial products, and advances in valuation techniques provide a continuous flow of challenging problems for financial engineers and risk managers alike. Designing a sound stochastic model requires finding a careful balance between parsimonious model assumptions, mathematical viability, and interpretability of the output. Moreover, data requirements and the end-user training are to be considered as well. The KPMG Center of Excellence in Risk Management conference Risk Management Reloaded and this proceedings volume contribute to bridging the gap between academia -providing methodological advances- and practice -having a firm understanding of the economic conditions in which a given model is used. Discussed fields of application range from asset management, credit risk, and energy to risk management issues in insurance. Methodologically, dependence modeling, multiple-curve interest rate-models, and model risk are addressed. Finally, regulatory developments and possible limits of mathematical modeling are discussed.
Mathematics. --- Quantitative Finance. --- Game Theory, Economics, Social and Behav. Sciences. --- Finance/Investment/Banking. --- Actuarial Sciences. --- Finance. --- Mathématiques --- Finances --- Business & Economics --- Economic Theory --- Mathematics --- Finance --- Financial risk management. --- Quantitative research. --- Mathématiques --- EPUB-LIV-FT LIVMATHE LIVSTATI SPRINGER-B --- Data analysis (Quantitative research) --- Exploratory data analysis (Quantitative research) --- Quantitative analysis (Research) --- Quantitative methods (Research) --- Game theory. --- Economics, Mathematical. --- Actuarial science. --- Finance, general. --- Statistics --- Insurance --- Economics --- Mathematical economics --- Econometrics --- Games, Theory of --- Theory of games --- Mathematical models --- Funding --- Funds --- Currency question --- Math --- Science --- Methodology --- Research --- Risk management
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