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Continuous Time Structural Equation Modelling - Old 'OpenMx'-Based Version
Original 'ctsem' (continuous time structural equation modelling)
functionality, based on the 'OpenMx' software, as described in
Driver, Oud, Voelkle (2017)
Wrapper Functions Around 'Charles Schwab Individual Trader API'
For those wishing to interact with the 'Charles Schwab Individual Trader API' (< https://developer.schwab.com/products/trader-api--individual>) with R in a simplified manner, this package offers wrapper functions around authentication and the available API calls to streamline the process.
Advanced 'tryCatch()' and 'try()' Functions
Advanced tryCatch() and try() functions for better error handling (logging, stack trace with source code references and support for post-mortem analysis via dump files).
Two Stage Hazard Rate Comparison
Two-stage procedure compares hazard rate functions, which may or may not cross each other.
k-Nearest Neighbor Join for Spatial Data
K-nearest neighbor search for projected and non-projected 'sf' spatial layers. Nearest neighbor search uses (1) C code from 'GeographicLib' for lon-lat point layers, (2) function knn() from package 'nabor' for projected point layers, or (3) function st_distance() from package 'sf' for line or polygon layers. The package also includes several other utility functions for spatial analysis.
Tools for Flexible Survival Analysis Using Machine Learning
Statistical tools for analyzing time-to-event data using
machine learning. Implements survival stacking for conditional
survival estimation, standardized survival function estimation for
current status data, and methods for algorithm-agnostic variable
importance. See Wolock CJ, Gilbert PB, Simon N,
and Carone M (2024)
Inference and Prediction of Generic Physiologically-Based Kinetic Models
Fit and simulate any kind of
physiologically-based kinetic ('PBK') models whatever the number of compartments.
Moreover, it allows to account for any link between pairs of compartments, as
well as any link of each of the compartments with the external medium. Such
generic PBK models have today applications in pharmacology (PBPK models) to
describe drug effects, in toxicology and ecotoxicology (PBTK models) to describe
chemical substance effects. In case of exposure to a parent compound (drug or
chemical) the 'rPBK' package allows to consider metabolites, whatever their number
and their phase (I, II, ...). Last but not least, package 'rPBK' can also be used for
dynamic flux balance analysis (dFBA) to deal with metabolic networks. See also
Charles et al. (2022)
Bayesian Inference of TKTD Models
Advanced methods for a valuable quantitative environmental risk
assessment using Bayesian inference of survival Data with toxicokinetics
toxicodynamics (TKTD) models. Among others, it facilitates Bayesian inference of
the general unified threshold model of survival (GUTS). See models description
in Jager et al. (2011)
Simulate from ODE-Based Models
Fast simulation from ordinary differential equation (ODE) based models typically employed in quantitative pharmacology and systems biology.
Extended Structural Equation Modelling
Create structural equation models that can be manipulated programmatically.
Models may be specified with matrices or paths (LISREL or RAM)
Example models include confirmatory factor, multiple group, mixture
distribution, categorical threshold, modern test theory, differential
Fit functions include full information maximum likelihood, maximum likelihood, and weighted least squares.
equations, state space, and many others.
Support and advanced package binaries available at < https://openmx.ssri.psu.edu>.
The software is described in Neale, Hunter, Pritikin, Zahery, Brick,
Kirkpatrick, Estabrook, Bates, Maes, & Boker (2016)