Mathematics, Free Full-Text
Por um escritor misterioso
Last updated 17 março 2025

This comprehensive overview focuses on the issues presented by the pandemic due to COVID-19, understanding its spread and the wide-ranging effects of government-imposed restrictions. The overview examines the utility of autoregressive integrated moving average (ARIMA) models, which are often overlooked in pandemic forecasting due to perceived limitations in handling complex and dynamic scenarios. Our work applies ARIMA models to a case study using data from Recife, the capital of Pernambuco, Brazil, collected between March and September 2020. The research provides insights into the implications and adaptability of predictive methods in the context of a global pandemic. The findings highlight the ARIMA models’ strength in generating accurate short-term forecasts, crucial for an immediate response to slow down the disease’s rapid spread. Accurate and timely predictions serve as the basis for evidence-based public health strategies and interventions, greatly assisting in pandemic management. Our model selection involves an automated process optimizing parameters by using autocorrelation and partial autocorrelation plots, as well as various precise measures. The performance of the chosen ARIMA model is confirmed when comparing its forecasts with real data reported after the forecast period. The study successfully forecasts both confirmed and recovered COVID-19 cases across the preventive plan phases in Recife. However, limitations in the model’s performance are observed as forecasts extend into the future. By the end of the study period, the model’s error substantially increased, and it failed to detect the stabilization and deceleration of cases. The research highlights challenges associated with COVID-19 data in Brazil, such as under-reporting and data recording delays. Despite these limitations, the study emphasizes the potential of ARIMA models for short-term pandemic forecasting while emphasizing the need for further research to enhance long-term predictions.

Math Worksheets Dynamically Created Math Worksheets
[Nazari, Reza, Mest, Sam] on . *FREE* shipping on qualifying offers. CLEP College Mathematics Math Preparation Exercise Book: A

CLEP College Mathematics Math Preparation Exercise Book: A Comprehensive Math Workbook and Two Full-Length CLEP College Mathematics Math Practice

MOGEA 068 Mathematics Subtest: Missouri General Education

SOLUTION: Module 1 mathematics in the modern world pdf free

The Heart Of Mathematics Pdf Download - Colaboratory

Math Contest Guide for Advanced Students

How To Get Smart in Math
[Linda Bostock, A. Shepherd, Sue Chandler] on . *FREE* shipping on qualifying offers. GCSE Higher Mathematics

GCSE Higher Mathematics

Resources – Mr Honner

PPT - Zentralblatt MATH PowerPoint Presentation, free download

Free Content - Mathematics – CLASSROOM COMPLETE PRESS

The New Art and Science of Teaching Mathematics by Solution Tree

William L., Pravalika P., and Isabella Z. Qualified for the 2021

Mathematics stock photo. Image of exam, math, logarithm - 66854140
Recomendado para você
-
Bad Suns (@badsuns) • Instagram photos and videos17 março 2025
-
UCLA Men's Basketball (@uclambb) • Instagram photos and videos17 março 2025
-
Instagram photo by A Voz do Brasil~Oficial • Nov 8, 2023 at 8:13 AM17 março 2025
-
AWS Databases & Analytics on LinkedIn: #rds #aws #databases17 março 2025
-
UFC 285: Jones vs. Gane Saturday, March 4, Exclusively on ESPN+ PPV - ESPN Press Room U.S.17 março 2025
-
2023 Annular Eclipse: Where & When - NASA Science17 março 2025
-
Brazil vs. Argentina: How to watch & stream, preview of World Cup17 março 2025
-
US Open Women's Championship LIVE on ESPN, ESPN Deportes, and17 março 2025
-
NVIDIA (@nvidia) • Instagram photos and videos17 março 2025
-
France vs. Brazil: How to Watch FIFA Women's World Cup 2023 Game17 março 2025
você pode gostar
-
Animation, first of its kind from INDIA - Animations - Blender Artists Community17 março 2025
-
Phonk TikTok Hits 2023 🔊Famous Phonk Songs - playlist by Artist17 março 2025
-
MARCO BRASIL - Um jogador na igreja.17 março 2025
-
GOLD Articuno GX metal collector's Replica17 março 2025
-
O MAIOR ATACADADO DE T-SHIRTS DO BRASIL - USE CRIATIVA17 março 2025
-
Disney's Activity Center: Disney / Pixar Toy Story 2 Download (1999 Board Game)17 março 2025
-
MC Pogba - BAFORANDO LANÇA ENQUANTO ELA ME MAMA _ EU VOU BOTA: letras e músicas17 março 2025
-
Minecraft - Casa Moderna de Madeira Casas minecraft, Casas minecraft fáceis, Ideias de minecraft17 março 2025
-
Hey Guys I create Fps Online Game on Steam just 2.99 USD I want17 março 2025
-
Thank You So Much Images – Browse 748 Stock Photos, Vectors, and17 março 2025