This repo contains the source code for quantile-based fitting for graph signals.
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Code
utils.R
is a code for functions used for signal fitting and visualization.motivation.R
provides a code for motivating examples.simulation_robustfit.R
andsimulation_structure.R
are codes for simulation study.realdata_structure.R
is a code for real data analysis.
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Data
Manhattan_zones.csv
contains Manhattan zones information in NYC.US_Hourly_2010_August_1st.mat
contains data of hourly temperature measurements recorded in Fahrenheit across the United States on August 1, 2010.
We present a quantile-based fitting method for graph signals, applying it to diverse simulation scenarios and real-world datasets.