hcp_garch: Change Finder using GARCH

In harbinger: A Unified Time Series Event Detection Framework

Change Finder using GARCH

Description

Change-point detection is related to event/trend change detection. Change Finder GARCH detects change points based on deviations relative to linear regression model doi:10.1109/TKDE.2006.1599387. It wraps the GARCH model presented in the rugarch library.

Usage

hcp_garch(sw_size = 5)

Arguments

sw_size

Sliding window size

Value

hcp_garch object

Examples

library(daltoolbox)

#loading the example database
data(examples_changepoints)

#Using volatility example
dataset <- examples_changepoints$volatility
head(dataset)

# setting up change point method
model <- hcp_garch()

# fitting the model
model <- fit(model, dataset$serie)

detection <- detect(model, dataset$serie)

# filtering detected events
print(detection[(detection$event),])

harbinger documentation built on June 22, 2024, 7:38 p.m.