By Francesco Bartolucci,Alessio Farcomeni,Fulvia Pennoni
Drawing at the authors’ wide learn within the research of specific longitudinal facts, Latent Markov versions for Longitudinal facts focuses at the formula of latent Markov versions and the sensible use of those versions. various examples illustrate how latent Markov versions are utilized in economics, schooling, sociology, and different fields. The R and MATLAB® exercises used for the examples can be found at the authors’ website.
The ebook provide you with the basic heritage on latent variable types, quite the latent category version. It discusses how the Markov chain version and the latent classification version signify an invaluable paradigm for latent Markov types. The authors illustrate the assumptions of the fundamental model of the latent Markov version and introduce greatest probability estimation in the course of the Expectation-Maximization set of rules. in addition they disguise restricted models of the fundamental latent Markov version, describe the inclusion of the person covariates, and tackle the random results and multilevel extensions of the version. After overlaying complex themes, the booklet concludes with a dialogue on Bayesian inference as a substitute to greatest chance inference.
As longitudinal information develop into more and more correct in lots of fields, researchers needs to depend on particular statistical and econometric versions adapted to their program. a whole review of latent Markov types, this e-book demonstrates how you can use the types in 3 sorts of research: transition research with dimension blunders, analyses that examine unobserved heterogeneity, and discovering clusters of devices and learning the transition among the clusters.
Read Online or Download Latent Markov Models for Longitudinal Data (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences) PDF
Best probability & statistics books
This booklet treats the newest advancements within the conception of order-restricted inference, with distinctive realization to nonparametric equipment and algorithmic features. one of the themes handled are present prestige and period censoring versions, competing threat versions, and deconvolution. tools of order constrained inference are utilized in computing greatest chance estimators and constructing distribution concept for inverse difficulties of this sort.
Subsidized by way of the yankee academic examine Association's particular curiosity workforce for tutorial StatisticiansThis quantity is the second one variation of Hancock and Mueller’s highly-successful 2006 quantity, with the entire unique chapters up-to-date in addition to 4 new chapters. the second one version, just like the first, is meant to function a didactically-oriented source for graduate scholars and study pros, protecting a large diversity of complicated issues usually no longer mentioned in introductory classes on structural equation modeling (SEM).
This can be a new quantity of the Séminaire de Probabilités that is now in its forty third yr. Following the culture, this quantity comprises approximately 20 unique study and survey articles on issues regarding stochastic research. It includes a sophisticated process J. Picard at the illustration formulae for fractional Brownian movement.
Dieses Lehrbuch erklärt die Grundkonzepte der Datenanalyse sowie des statistischen Schätzens und Testens in kompakter shape. Die Darstellung zielt dabei auf eine klare Begriffsbildung und deren Begründung ab. So ist es ein Leichtes, sich das nötige Basiswissen über die Auswertung von Daten, den Umgang mit Wahrscheinlichkeiten und statistische Schlussweisen anzueignen.
- Two-Person Zero-Sum Games: 201 (International Series in Operations Research & Management Science)
- Land Use and Land Cover Mapping in Europe: Practices & Trends (Remote Sensing and Digital Image Processing)
- Solutions Manual to Accompany Statistics and Probability with Applications for Engineers and Scientists
- Integration von E-Fahrzeugen ins Carsharing (German Edition)
- Survey Sampling: Theory and Methods, Second Edition (Statistics: A Series of Textbooks and Monographs)
Additional resources for Latent Markov Models for Longitudinal Data (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences)
Latent Markov Models for Longitudinal Data (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences) by Francesco Bartolucci,Alessio Farcomeni,Fulvia Pennoni