https://github.com/cyberagentailab/cenreg

https://github.com/cyberagentailab/cenreg

Science Score: 26.0%

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  • Scientific vocabulary similarity
    Low similarity (7.5%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Basic Info
  • Host: GitHub
  • Owner: CyberAgentAILab
  • License: apache-2.0
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 20.1 MB
Statistics
  • Stars: 0
  • Watchers: 0
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created about 1 year ago · Last pushed 11 months ago
Metadata Files
Readme Changelog License

README.md

The cenreg Package

The Python package cenreg is repository for probabilistic forecasts such as quantile regression and distribution regression and for censored regression such as survival analysis and interval-censored data analysis.

Getting Started

Prerequisites

You first need to install SurvSet via pip pip install SurvSet

Additionally, denpending on the models you want to use, you also need to install + LightGBM + PyTorch

Installation

You can install cenreg via pip: pip install cenreg

Run Sample Code

You can find our sample codes in the notebooks directory.

Documentation

Read the documentation to get started.

Citation

[1] H. Yanagisawa and S. Akiyama, Survival Analysis via Density Estimation, ICML 2025 (Paper in OpenReview)

@InProceedings{yanagisawa2025survival, author = {Yanagisawa, Hiroki and Akiyama, Shunta}, booktitle = {Proceedings of ICML 2025}, title = {Survival Analysis via Density Estimation}, year = {2025}, }

[2] H. Yanagisawa, Proper Scoring Rules for Survival Analysis, ICML 2023

@InProceedings{yanagisawa2023proper, author = {Yanagisawa, Hiroki}, booktitle = {Proceedings of ICML 2023}, title = {Proper Scoring Rules for Survival Analysis}, year = {2023}, }

Owner

  • Name: CyberAgent AI Lab
  • Login: CyberAgentAILab
  • Kind: organization
  • Location: Japan

GitHub Events

Total
  • Push event: 3
Last Year
  • Push event: 3

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 114 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 4
  • Total maintainers: 1
pypi.org: cenreg

A Python library for censored regression.

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 114 Last month
Rankings
Dependent packages count: 9.1%
Average: 30.1%
Dependent repos count: 51.1%
Maintainers (1)
Last synced: 11 months ago