Posts Tagged ‘ie575’

Mastering Predictive Analytics With R: Master the Craft of Predictive Modeling by Developing Strategy, Intuition, and a Solid Foundation in Essential Concepts: Forte, Rui Miguel: 9781783982806: Amazon.com: Books

August 31, 2024

https://www.amazon.com/Mastering-Predictive-Analytics-Miguel-Forte/dp/1783982802

https://www.amazon.com/Mastering-Predictive-Analytics-R-Second-dp-1787121399/dp/1787121399/ref=dp_ob_image_bk

Mastering Predictive Analytics with R, by Rui Miguel Forte. ISBN – 13: 978 – 1783982806, ISBN – 10: 1783982802, Packt Publishing (June 17, 2015)

Annotated References on ARIMA

August 12, 2024

I had to consult many references to really understand ARIMA. These are listed below.

Main Text: Forte, R. M. (2015). Mastering Predictive Analytics with R. Packt Publishing. ISBN-13: 978-1783982806, ISBN-10: 1783982802.

Suggested: Dalinina, R. (2017). Introduction to Forecasting with ARIMA
in R. https://blogs.oracle.com/ai-and-datascience/post/introduction-to-forecasting-with-arima-in-r

Nice discussion of direct and indirect effect in relation to ACF: Rajbhoj, A. (2021, December 11). ARIMA Simplified. Towards Data Science. Medium.
https://towardsdatascience.com/arima-simplified-b63315f27cbc

Fantastic intuition on MA processes: Sosna, M. (2021). A Deep Dive on ARIMA Models. https://mattsosna.com/ARIMA-deep-dive/#ma-moving-average Very good on the technical details of how exponential smoothing relates to ARIMA:

Nau, R. Introduction to ARIMA Models. Fuqua School of Business. https://people.duke.edu/~rnau/411arim.htm

Other stuff: Ariton, L. (2021, December 27). A Thorough Introduction to ARIMA Models. Analytics Vidhya – Medium.
https://medium.com/analytics-vidhya/a-thorough-introduction-to-arima-models-987a24e9ff71

Other stuff #2: Li, R. (2024, February 7). Prediction: Time Series Forecasting vs Regression. Richard Li – Medium.
https://medium.com/@rdli/prediction-time-series-forecasting-vs-regression-b4ce3159b3f2

Introduction to Forecasting with ARIMA in R

August 11, 2024

https://blogs.oracle.com/ai-and-datascience/post/introduction-to-forecasting-with-arima-in-r

Dalinina, R. (2017). Introduction to Forecasting with ARIMA in R.
https://blogs.oracle.com/ai-and-datascience/post/introduction-to-forecasting-with-arima-in-r

Online Retail – UCI Machine Learning Repository

August 9, 2024

https://archive.ics.uci.edu/dataset/352/online+retail

ARIMA simplified.. A simplistic explanation to the most… | by Abhishek Rajbhoj | Towards Data Science

August 8, 2024

https://towardsdatascience.com/arima-simplified-b63315f27cbc

A deep dive on ARIMA models – Matt Sosna

August 8, 2024

https://mattsosna.com/ARIMA-deep-dive/#ma-moving-average

Introduction to ARIMA models

August 5, 2024

https://people.duke.edu/~rnau/411arim.htm

Introduction to ARIMA for Time Series | by David Andres | LatinXinAI | Medium

August 4, 2024

https://medium.com/latinxinai/introduction-to-arima-for-time-series-4839593dcec

Introduction to ARIMA for Time Series Forecasting | by Juan Nathaniel | Towards Data Science

August 4, 2024

https://towardsdatascience.com/introduction-to-arima-for-time-series-forecasting-ee0bc285807a

A Thorough Introduction To ARIMA Models | by Lleyton Ariton | Analytics Vidhya | Medium

August 4, 2024

https://medium.com/analytics-vidhya/a-thorough-introduction-to-arima-models-987a24e9ff71