MixedModelsBLB.jl Documentation

MixedModelsBLB.jl is a Julia package for analyzing massive longitudinal data using Linear Mixed Models (LMMs) through the Bag of Little Bootstrap (BLB) method.

Package Feature

• Lightning fast compared to the traditional bootstrap-based LMM analysis.
• Compatible with a variety of data inputs:
  • Supports inputs that integrate with the Tables.jl interface, inclusing the commonly used DataFrames.jl.
  • Supports interfacing with databases, which is ideal for data sets that exceed the machine's memory limit.
• Supports parallel processing.
• Supports both gradient-based and gradient-free solvers such as Ipopt, Knitro, and Nlopt through the MathProgBase interface.

Manual Outline

• Installation
• Quick Tutorial
• • Reference
• Detailed Usage
• • Data Input
  • Parallel Processing
  • Customized Confidence Intervals
  • Tips
• Contributing
• API
• • Index
  • Functions