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Generative models
Probabilistic and machine learning generative models
Generative models
Replicated (multiple view) spatial point pattern - application to spatial multi-omics
Methods for analyzing cellular, molecular, and spatial data.
Replicated (multiple view) spatial point pattern - application to spatial multi-omics
Multiple (structured) count matrices - application to microbiome multi-omics data
Methods for analyzing microbiome multi-omics.
Multiple (structured) count matrices - application to microbiome multi-omics data
Count matrix analysis - application to molecular microbial data
Methods for analyzing marker-gene and shotgun metagenomics data.
Count matrix analysis - application to molecular microbial data
Multivariate Saddlepoint-Based Bootstrap Method (MSPBB)
Deriving a class of statistical methods, bivariate SPBB which is an indirect method to construct a confidence region for the parameter(s) of interest.
Multivariate Saddlepoint-Based Bootstrap Method (MSPBB)
Saddlepoint Approximation for Bivariate Cumulative Distribution Function
Deriving the formula for the variable in saddlepoint approximation for bivariate cumulative distribution function.
Empirical Saddlepoint Approximations (ESPA) for Smoothing Survival Functions Under Right Censoring
Deriving a class of statistical methods to estimate a smooth survival curve sought to extend the empirical saddlepoint method based on the Kaplan-Meier (KM) estimator.
Empirical Saddlepoint Approximations (ESPA) for Smoothing Survival Functions Under Right Censoring
Multivariate Saddlepoint Density Approximation (MSAP)
Estimating the joint density of Yule-Walker (YW) estimators by inverting the joint saddlepoint density of the YW estimating equations in an AR(2) model.
Multivariate Saddlepoint Density Approximation (MSAP)
Saddlepoint-Based Bootstrap Method (SPBB)
Indirect inference about the spatial dependence parameter in the spatial regression model through estimating equation.
Saddlepoint-Based Bootstrap Method (SPBB)

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