Forecasting with Mathematical Models in Python: ARIMA and Growth Rate Models

This brief manuscript describes the forecasting models which are ARIMA model consists of three components: the AutoRegressive (AR) component, the Integrated (I) component, and the Moving Average (MA) component and a Growth Rate model used in various time series data forecasting. Here a simple example is taken to describe the comparative analysis of both models in Python code.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-03-28
DOI
https://doi.org/10.5281/zenodo.15099607
Primary Topic
Computational Physics and Python Applications
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Forecasting with Mathematical Models in Python: ARIMA and Growth Rate Models

Zenodo (CERN European Organization for Nuclear Research)
Computational Physics and Python Applications
article

Forecasting with Mathematical Models in Python: ARIMA and Growth Rate Models

article en

Abstract

This brief manuscript describes the forecasting models which are ARIMA model consists of three components: the AutoRegressive (AR) component, the Integrated (I) component, and the Moving Average (MA) component and a Growth Rate model used in various time series data forecasting. Here a simple example is taken to describe the comparative analysis of both models in Python code.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 77%
Computational Physics and Python Applications
DOIOpen Access PDFOpenAlex
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Forecasting with Mathematical Models in Python: ARIMA and Growth Rate Models · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS