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Change Point Detection in Irregularly Sampled Time Series: AGN Light Curves Toy Example

Authors: Vergara Silva, Cinthya Leonor;

Change Point Detection in Irregularly Sampled Time Series: AGN Light Curves Toy Example

Abstract

This repository contains the materials of the talk 'Change Point Detection in Irregularly Sampled Time Series: AGN Light Curves Toy Example' presented at the XXI Escuela de Verano en Matemáticas Discretas (Centro de Modelamiento Matemático (CMM) 2026), Universidad Adolfo Ibáñez, Viña del Mar, Chile. The implementation uses PELT (via the `ruptures` package) for segmenting the light curve, detecting changes in mean, variance, or both, and classical Binary Segmentation for the piecewise model. Each segment is modeled with quadratic + harmonic regression. Methods are standard and widely used in time series analysis.

Related Organizations
Keywords

irregularly sampled time series, change point detection, AGN light curves, ruptures, Astropy, toy example, Python

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average