Documentation of cenreg
=================================

This is the documentation for the ``cenreg`` package, which provides tools for censored regression models in Python.
The package includes implementations of various survival analysis models, including those based on LightGBM and neural networks.


Installation
------------------------------
.. code-block:: console

   pip install cenreg

..
   :command:`pip install cenreg`.


.. toctree::
   :maxdepth: 2
   :caption: Models

   model_nonparametric
   model_individual


Citation
------------------------------

H. Yanagisawa and S. Akiyama, `"A Strictly Proper Scoring Rule and a Calibration Metric for Interval-Censored Data Analysis," <https://icml.cc/virtual/2026/poster/65937>`_ ICML 2026.

H. Yanagisawa and S. Akiyama, `"Survival Analysis via Density Estimation," <https://icml.cc/virtual/2025/poster/43491>`_ ICML 2025.


.. toctree::
   :maxdepth: 1
   :caption: Additional Documentation

   class_cumulative_dist
   class_quantile_dist
   references

..
   toctree::
   :maxdepth: 1
   :caption: API Reference:
   :glob:

   *
