Conceptual Econometrics Using R

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· Handbook of Statistics 41. grāmata · Elsevier
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Conceptual Econometrics Using R, Volume 41 provides state-of-the-art information on important topics in econometrics, including quantitative game theory, multivariate GARCH, stochastic frontiers, fractional responses, specification testing and model selection, exogeneity testing, causal analysis and forecasting, GMM models, asset bubbles and crises, corporate investments, classification, forecasting, nonstandard problems, cointegration, productivity and financial market jumps and co-jumps, among others. - Presents chapters authored by distinguished, honored researchers who have received awards from the Journal of Econometrics or the Econometric Society - Includes descriptions and links to resources and free open source R, allowing readers to not only use the tools on their own data, but also jumpstart their understanding of the state-of-the-art

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Hrishikesh D. Vinod is a Ph. D. in economics from Harvard University, who has published over 200 research papers in refereed journals in Economics and Statistics. His R books include: (i) Hands-On Intermediate Econometrics Using R, (ii) Hands-on Matrix Algebra Using R, (World Scientific Publishers: Hackensack), and (iii) Advances in Social Science Research Using R. (Springer). His Wiley Interscience book (joint with D. P. Reagle) is entitled Preparing for the Worst: Incorporating Downside Risk in Stock Market Investments. His Marcel Dekker book (joint with A. Ullah) is Recent Advances in Regression Methods. Vinod was a researcher at the prestigious Bell Laboratories before becoming a tenured full professor of Economics at the 177-year old Fordham University in New York, where he is the Director of the Institute of Ethics and Economic Policy within Economics Department. The exceptionally diverse range and depth of Vinod’s research is seen from his CV at: http://www.fordham.edu/economics/vinod/hdv-cv.htm `ResearchGate' reports that Vinod's work is cited by other researchers some 2700 times, attesting its originality and pioneering quality. The cited research may be classified into six categories. 1) Economic theory and applications: Joint production function, Demand function, Disequilibrium models, Elasticity of substitution, Kernel estimation of shape of demand curve, Poisson Model for Measuring the Returns to R&D, Fuzzy Latin Squares.2) Econometric theory and applications: Bounds on variance of regression coefficients, Unit root, Double bootstrap, Maximum entropy methods, Causality from non-experimental data, economic distance between blacks and whites, Godambe-Durbin Estimating Functions in Econometrics, Maximum Entropy for singular covariance matrices, Projection Pursuit models.3) Economic policy issues: Controlling corruption, Corporate governance, India's over-population, Hindu economics, Human rights, Entrepreneurship, Unemployment reduction prowess under Bush versus Obama, Preventing Madoff-Style Ponzi Schemes, Enhancing US power and influence in the UN, Stress testing, Tax cuts, Bank divestitures.4) Mathematical Statistics and applications: Generalized Durbin-Watson test, Ridge regression extensions, Nonparametric regression using clusters, Generalized t ratio, Canonical ridge estimator, Closed forms for asymptotic bias and variance in autoregressive models, Consequences of perturbations of collinear data.5) Combinatorics, Matrix algebra and applications: Inventory theoretic models of demand and Clustering by integer programming.6) Software: Vinod's Journal of Economic Literature and American Economic Review articles discuss software numerical accuracy issues. Vinod's R packages are: `meboot’ for maximum entropy bootstrap and `generalCorr’ for generalized correlation coefficients and causality.Winner of several honors and awards including Fellow of the Journal of Econometrics and keynote speaker at international meetings.

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