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This book reviews and develops Bayesian non-parametric and semi-parametric methods for applications in microeconometrics and quantitative marketing. Most econometric models used in microeconomics and marketing applications involve arbitrary distributional assumptions. As more data becomes available, a natural desire to provide methods that relax these assumptions arises. Peter Rossi advocates a Bayesian approach in which specific distributional assumptions are replaced with more flexible distributions based on mixtures of normals. The Bayesian approach can use either a large but fixed number of normal components in the mixture or an infinite number bounded only by the sample size. By using flexible distributional approximations instead of fixed parametric models, the Bayesian approach can reap the advantages of an efficient method that models all of the structure in the data while retaining desirable smoothing properties. Non-Bayesian non-parametric methods often require additional ad hoc rules to avoid "overfitting," in which resulting density approximates are nonsmooth. With proper priors, the Bayesian approach largely avoids overfitting, while retaining flexibility. This book provides methods for assessing informative priors that require only simple data normalizations. The book also applies the mixture of the normals approximation method to a number of important models in microeconometrics and marketing, including the non-parametric and semi-parametric regression models, instrumental variables problems, and models of heterogeneity. In addition, the author has written a free online software package in R, "bayesm," which implements all of the non-parametric models discussed in the book.
Economics --- Econometrics. --- Bayesian statistical decision theory. --- Economics, Mathematical.
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Qualitative methods in social research --- Social surveys --- Sampling (Statistics) --- Sociology --- Research --- Methodology --- 303.425 <035> --- -#SBIB:303H12 --- #SBIB:303H520 --- Social theory --- Social sciences --- Community surveys --- Surveys, Social --- Surveys --- Random sampling --- Statistics of sampling --- Statistics --- Mathematical statistics --- Survey --sociaalwetenschappelijk onderzoek--Grote handboeken. Compendia --- -Methodology --- Methoden en technieken: sociale wetenschappen --- Methoden sociale wetenschappen: techniek van de analyse, algemeen --- Social surveys. --- Methodology. --- Sampling (Statistics). --- 303.425 <035> Survey --sociaalwetenschappelijk onderzoek--Grote handboeken. Compendia --- #SBIB:303H12 --- Research&delete&
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This essay collection focuses on the relationship between continuous time models and Autoregressive Conditionally Heteroskedastic (ARCH) models and applications. For the first time, Modelling Stock Market Volatility provides new insights about the links between these two models and new work on practical estimation methods for continuous time models. Featuring the pioneering scholarship of Daniel Nelson, the text presents research about the discrete time model, continuous time limits and optimal filtering of ARCH models, and the specification and estimation of continuous time processes.
Stocks --- Prices --- Mathematical models --- Money market. Capital market --- Continuous time. --- Mathematical models. --- Investments
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Through the use of specific examples to illustrate evaluation research goals and methods, this book provides readers with an overview of the science and politics of evaluation research. The Second Edition includes coverage of meta-analysis, selection models and instrumental variables. In addition, the authors have expanded their sections of the analysis of data, evaluation when the units of analysis are entire organizations or political jurisdictions, and comparisons between evaluation research and other fields.
Methods in social research (general) --- Evaluation research (Social action programs) --- -#SBIB:35H415 --- #SBIB:303H10 --- #SBIB:IO --- Utilization of evaluation research (Social action programs) --- Utilization --- Beleidscyclus: evaluatie --- Methoden en technieken: algemene handboeken en reeksen --- #SBIB:35H415 --- Utilization.
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Criminal law. Criminal procedure --- Corrections --- Elite (Social sciences) --- Elite (Social sciences).
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Social costs. Social benefits --- Social policy --- Methods in social research (general) --- Evaluatie--Onderzoek (Sociale actieprogramma's) --- Evaluation research (Social action programs) --- Evaluation--Recherche (Programmes d'action sociale) --- 303.423 --- #SBIB:303H60 --- #SBIB:303H15 --- Evaluation of social action programs --- Evaluative research (Social action programs) --- Evaluation --- Social action --- Social sciences --- Social service --- Onderzoeksmethoden kleine groepen, groepsdynamica --- Bijzondere methoden: algemeen --- Methoden en technieken van de bestuurswetenschappen --- Research --- Evaluation research (Social action programs). --- 303.423 Onderzoeksmethoden kleine groepen, groepsdynamica
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Sociology of environment --- Sociology of the family. Sociology of sexuality --- United States --- Residential mobility --- -Mobility, Residential --- Urban population movements --- Migration, Internal --- Population geography --- Residential mobility. --- -Residential mobility --- Mobility, Residential --- Residential mobility - United States --- United States of America
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Evaluation Studies --- Evaluation research (Social action programs) --- Recherche évaluative (Programmes d'action sociale) --- Methods in social research (general) --- Evaluation of social action programs --- Evaluative research (Social action programs) --- Evaluation --- Social action --- Social sciences --- Social service --- Research
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Vol. 1. This is the first volume of the Handbook on the Economics of Marketing series. The emerging field of quantitative marketing has impacted both substantively and methodologically several mainstream areas in economics ranging from Industrial Organization to Macroeconomics. The access to granular, consumer-level data has enabled the field of marketing to develop insights into consumer behavior and the corresponding implications for firms' marketing strategies. This consumer-focused study of firm behavior has wide-ranging implications for the formation of industrial market structure, prices and consumer-oriented public policies. The chapters survey several of the key themes in quantitative marketing and their implicatins for economic research. This volume will serve as an excellent reference and teaching supplement for marketing, industrial organization and other consumer-focused disciplines in economics--back cover.
Marketing. --- Consumer goods --- Domestic marketing --- Retail marketing --- Retail trade --- Industrial management --- Aftermarkets --- Selling --- Marketing --- Marketing - Handbooks, manuals, etc.
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