Mathematics, Free Full-Text
Por um escritor misterioso
Last updated 24 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.

Praxis 5161 Mathematics Content Knowledge: Praxis II 5161 Math

Mathematics stock photo. Image of exam, math, logarithm - 66854140

3pcs/Full Set Grade 4-6 Singapore Mathematics Math in Focus+

CEOE Middle Level Intermediate Mathematics 025: CEOE 025 Math Exam

PDF) Maehara, Yuki Orientals as free weak ω-categories. .

FREE 7th Grade Math Full Year Review

Listen Free to Pluses and Minuses: How Math Solves Our Problems by

Free Content - Mathematics – CLASSROOM COMPLETE PRESS
Professor B Math

Come To The Math Side We Have Pi Svg, Pi Day Svg
Free Stock Photo 1514-Learning Maths
Recomendado para você
-
Announcing Call of Duty®: Mobile Season 8 — Train to Nowhere24 março 2025
-
Bad Suns (@badsuns) • Instagram photos and videos24 março 2025
-
K/DA (@KDA_MUSIC) / X24 março 2025
-
Univision's 12 Hours of Live World Cup Coverage Including Closing Ceremony Begins at 11am ET - World Soccer Talk24 março 2025
-
VALORANT Esports24 março 2025
-
Second presidency of Lula da Silva - Wikipedia24 março 2025
-
Demi Lovato Cancels Rest of Tour in Wake of Rehab24 março 2025
-
A soil productivity system reveals most Brazilian agricultural lands are below their maximum potential24 março 2025
-
Good Witch (TV Series 2015–2021) - IMDb24 março 2025
-
Top Rank Presents Highly Anticipated Superstar Bout: Jake Paul vs. Tommy Fury - ESPN Press Room U.S.24 março 2025
você pode gostar
-
Facebook lança nova plataforma de jogos que pode competir com o Steam - NerdBunker24 março 2025
-
herobrine Minecraft skins, Minecraft skins rainbow, Minecraft24 março 2025
-
Football Games Soccer Offline APK Download for Android - AndroidFreeware24 março 2025
-
Chinese Drama web series DVD The King's Avatar 全职高手 (2019) ENG SUB All Region24 março 2025
-
All my roblox group icon variations so far, inspired by the old roblox studio logo : r/roblox24 março 2025
-
Noragami Aragoto Op part 5 - Coub - The Biggest Video Meme Platform24 março 2025
-
Jogo Americano Infantil Nuvem Dupla Face - Caramelo / Rosa Chiclets24 março 2025
-
Russia Flag Grunge, Vectors24 março 2025
-
Assistir Mahoutsukai no Yome 2 - Episódio - 21 animes online24 março 2025
-
Evolution of Dawn : r/pokemon24 março 2025