pyCLINE 0.1.7

This package is the python implementation of the CLINE method introduced by Prokop, Billen, Frolov, Gelens (2025).

PyCLINE - python package for CLINE

The pyCLINE package is the python package based on the CLINE (Computational Learning and Identification of NullclinEs). It can be downloaded from PyPI with pip by using

pip install pyCLINE

The package allows to recreate all data, models and results shown in XXX, and to apply CLINE to other data sets. In order to generate data used in XXX, a set of different models is being provided under pyCLINE.model. Data from these models can be generated using pyCLINE.generate_data(). For setting up the data prepartion and adjacent training a neural network, the submodule pyCLINE.recovery_methods is used. The submodule contains the module for data_preparation pyCLINE.recovery_methods.data_preparation and for neural network training pyCLINE.recovery_methods.nn_training.

For a better understanding, pyCLINE also contains the module pyCLINE.example which provides four example also found in XXX with step by step instructions on how to setup a CLINE pipeline.

The structure of pyCLINE is shown here: