Master’s Project

Plan

Notebooks

Identifying type I and type II FRB

Extending the work of [@pleunis_FastRadioBurst_2021]
📌 Goal: This notebook tries to differentiate between broadband and shortband single peak fast radio burst, as described in (Pleunis et al. 2021).
Mar 20, 2023
Murthadza Aznam

Comparing HDBSCAN classification statistically

Is there any statistical difference between classifications?
This notebook will make use of classifications made by Chen, Bo Han et. al. (2022) and parameters calculated by Hashimoto, Tetsuya et. al. (2022).
Jan 12, 2023
Murthadza Aznam

Reproducing Cui Xiang-Han et. al (2020)‘s ’Fast radio bursts: do repeaters and non-repeaters originate in statistically similar ensembles?’

Is it possible that repeaters and non-repeaters have different mechanisms?
📌 Goal: This notebook tries to reproduce the results from https://ui.adsabs.harvard.edu/abs/2021MNRAS.500.3275C/abstract. As stated in the paper, verbatim
Dec 26, 2022
Murthadza Aznam

UMAP-HDBSCAN Reduced Parameters

What if there available parameters are not as verbose?
📌 Goal: This notebook tries to reproduce the results from https://ui.adsabs.harvard.edu/abs/2022MNRAS.509.1227C/abstract with reduced parameters.
Nov 15, 2022
Murthadza Aznam

Reproducing Chen et. al. (2021)’s unsupervised machine learning

Using UMAP to reduce dimensions and HDBSCAN to cluster datapoints
📌 Goal: This notebook tries to reproduce the results from https://ui.adsabs.harvard.edu/abs/2022MNRAS.509.1227C/abstract. As stated in the paper, verbatim
Oct 20, 2022
Murthadza Aznam
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