missing-mass
Science Score: 44.0%
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Low similarity (3.3%) to scientific vocabulary
Last synced: 6 months ago
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Repository
Basic Info
- Host: GitHub
- Owner: andrewthan
- Language: Jupyter Notebook
- Default Branch: main
- Size: 2.24 MB
Statistics
- Stars: 1
- Watchers: 2
- Forks: 0
- Open Issues: 0
- Releases: 0
Created almost 2 years ago
· Last pushed over 1 year ago
Metadata Files
Readme
Citation
README.md
This repo contains Python notebooks that implement simulations of missing mass and the WingIt estimator for sticky Markov chains and for text from the novel A Tale of Two Cities by Charles Dickens.
The details are in the following paper:
[PMT24] A. Pananjady, V. Muthukumar, A. Thangaraj, "Just Wing It: Optimal Estimation of Missing Mass in a Markovian Sequence"
The repo contains the text of the novel in the file "TaleofTwoCities.txt". This is downloaded from Project Gutenberg (https://www.gutenberg.org/ebooks/98) and modified to remove a lot of the auxiliary content.
The Jupyter notebooks have a link to Google Colab for easy execution.
Owner
- Login: andrewthan
- Kind: user
- Repositories: 1
- Profile: https://github.com/andrewthan
Citation (CITATION.cff)
# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!
cff-version: 1.2.0
title: Missing Mass of Markov Chains
message: >-
If you use this software, please cite it using the
metadata from this file.
type: software
authors:
- given-names: Andrew
family-names: Thangaraj
email: andrew@ee.iitm.ac.in
affiliation: IIT Madras
- given-names: Ashwin
family-names: Pananjady
email: ashwinpm@gatech.edu
affiliation: Georgia Tech
- given-names: Vidya
family-names: Muthukumar
email: vmuthukumar8@gatech.edu
affiliation: Georgia Tech
repository-code: 'https://github.com/andrewthan/Missing-Mass'
license: MIT