Longitudinal Python Packages

medh5

Self-describing HDF5 container for one medical imaging sample and all of its ground truth: multi-timepoint, multi-modal images with segmentation, detection, classification and registration annotations, provenance and integrity.

scikit-longitudinal

Scikit-Longitudinal (Sklong) your tailored (health) Longitudinal machine learning library built on top of Scikit-Learn

auto-sklong

An Automated Machine Learning system for longitudinal classification built on GAMA and Scikit-Longitudinal

scikit-lexicographical-trees

scikit-lexicographical-trees: Based upon Scikit-Learn(-tree), it offers adapted trees and forest for Longitudinal Classification

tfce-mediation

Fast regression and mediation analysis of vertex or voxel MRI data with TFCE

cat2cat

Handling an Inconsistently Coded Categorical Variable in a Longitudinal Dataset

tmi-viewer

Fast regression and mediation analysis of vertex or voxel MRI data with TFCE

insurance-copula

Copula models for insurance pricing — D-vine temporal dependence, two-part occurrence/severity

insurance-jlm

Joint longitudinal-survival models — Wulfsohn-Tsiatis SREM, EM+GHQ, DynamicPredictor for telematics mid-term repricing

insurance-recurrent

Shared and joint frailty models for recurrent insurance claims — gamma/lognormal EM, Bühlmann credibility link, informative censoring for insurance pricing