A Review on the Comparison of Box Jenkins ARIMA and LSTM of Deep Learning
Journal Title: International Journal of Trend in Scientific Research and Development - Year 2021, Vol 5, Issue 3
Abstract
A time series is a set of events, sequentially calculated over time. Predicting the Time Series is mostly about predicting the future. The ability of a time series forecasting model is determined by its success in predicting the future. This is often at the expense of being able to explain why a specific prediction was made. The Box Jenkins model implies that the time series is stationary, and thus suggests differentiating non stationary series once or several times to obtain stationary effects. This generates a model for ARIMA, the I being the word for Integrated . The LSTM networks, comparable to computer memory, enforce a gated cell for storing information. Such as the previously mentioned networks, the LSTM cells also recognize when to make preceding time steps reads and writes information. Even though the work is new, it is obvious that LSTM architectures provide tremendous prospects as contenders for modeling and forecasting time series. The outcomes of the overall discrepancy in error indicate that in regards of both RMSE and MAE, the LSTM model tended to have greater predictive accuracy than the ARIMA model. Stavelin Abhinandithe K | Madhu B | Balasubramanian S | Sahana C "A Review on the Comparison of Box-Jenkins ARIMA and LSTM of Deep Learning" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-5 | Issue-3 , April 2021, URL: https://www.ijtsrd.com/papers/ijtsrd39831.pdf Paper URL: https://www.ijtsrd.com/other-scientific-research-area/applied-mathamatics/39831/a-review-on-the-comparison-of-boxjenkins-arima-and-lstm-of-deep-learning/stavelin-abhinandithe-k
Authors and Affiliations
Stavelin Abhinandithe K | Madhu B | Balasubramanian S | Sahana C
Keywords
Related Articles
- EP ID EP695228
- DOI -
- Views 101
- Downloads 0
Generation of Syngas using Anacardium Occidentale
The purpose of this project is to produce syngas from Anacardium occidentale shell which can be used in the piston engine of a short range helicopters like Mosquito XEL etc. which can be used for various applications lik...
A Methodology for Teaching English Literature at University Level
This article outlines a reflection on the best way to programme a very broad subject, such as English literature, within the framework of Uzbek universities. It focuses on four fundamental points, among others, in order...
Hydrotropic Cream Preparation from Licorice Extract
The current work aimed to formulate a stable w o cream containing Glycyrrhiza glabra extract and studying its effects on skin pigment. Glycyrrhiza glabra Extract obtained by concentrating the alcoholic extract of Glycyrr...
IoT Based Smart Energy Meter
The IOT based energy meter is based on Arduino. This system eliminates the human involvement in electricity maintenance. The theft of electricity increases the costs paid by customers. Hence this system is used for the d...
Comparing the Suitability of Sentinel 1 and 2 Imageries to Study the Wakashio Oil Spill at an Island in the Indian Ocean
Mauritius is a biodiversity hotspot with a high concentration of plants and animals unique to the region. The Mauritian marine environment is home to 1,700 species including around 800 types of fish, 17 kinds of marine m...