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33 Results Found

  • Article
  • Open Access
1 Citations
2,444 Views
13 Pages

31 March 2022

Ozone concentrations are key indicators of air quality. Modeling ozone concentrations is challenging because they change both spatially and temporally with complicated structures. Missing data bring even more difficulties. One of our interests in thi...

  • Article
  • Open Access
12 Citations
6,129 Views
17 Pages

Assessing the Spatial and Spatio-Temporal Distribution of Forest Species via Bayesian Hierarchical Modeling

  • Óscar Rodríguez de Rivera,
  • Antonio López-Quílez and
  • Marta Blangiardo

16 September 2018

Climatic change is expected to affect forest development in the short term, as well as the spatial distribution of species in the long term. Species distribution models are potentially useful tools for guiding species choices in reforestation and for...

  • Article
  • Open Access
4 Citations
1,677 Views
20 Pages

12 June 2024

Ecosystems are undergoing continuous degradation due to the dual perturbation of global climate change and human activities, posing unprecedented threats and challenges to the ecosystem services they provide. To gain a deeper understanding of the spa...

  • Review
  • Open Access
58 Citations
9,874 Views
13 Pages

Epidemiological data often include excess zeros. This is particularly the case for data on rare conditions, diseases that are not common in specific areas or specific time periods, and conditions and diseases that are hard to detect or on the rise. I...

  • Article
  • Open Access
2 Citations
2,859 Views
11 Pages

Loss to follow-up (LTFU) is a risk factor for poor outcomes in HIV patients. The spatio-temporal risk of LTFU is useful to identify hotspots and guide policy. Secondary data on adult HIV patients attending a clinic in provinces of Zimbabwe between 20...

  • Article
  • Open Access
34 Citations
8,614 Views
16 Pages

Hand, foot, and mouth disease (HFMD) is a worldwide infectious disease, prominent in China. China’s HFMD data are sparse with a large number of observed zeros across locations and over time. However, no previous studies have considered such a z...

  • Article
  • Open Access
517 Views
13 Pages

Environmental Conditions and Mite Vectors Shape the Spatiotemporal Patterns of Scrub Typhus in Guangdong Province, Mainland China

  • Peiwei Fan,
  • Tian Ma,
  • Ze Meng,
  • Fangyu Ding,
  • Shuai Chen,
  • Mengmeng Hao,
  • Jiaqi Li,
  • Jun Zhuo,
  • Jiping Dong and
  • Wenqi Xie
  • + 7 authors

Scrub typhus has emerged as a life-threatening and increasingly prevalent vector-borne disease. While the spatial and temporal distributions of scrub typhus have been studied by the research community, the main driving factors that influence the spat...

  • Article
  • Open Access
4 Citations
3,557 Views
18 Pages

Spatiotemporal Traffic Prediction Using Hierarchical Bayesian Modeling

  • Taghreed Alghamdi,
  • Khalid Elgazzar and
  • Taysseer Sharaf

30 August 2021

Hierarchical Bayesian models (HBM) are powerful tools that can be used for spatiotemporal analysis. The hierarchy feature associated with Bayesian modeling enhances the accuracy and precision of spatiotemporal predictions. This paper leverages the hi...

  • Article
  • Open Access
7 Citations
3,617 Views
19 Pages

Spatio-temporal Bayesian disease mapping is the branch of spatial epidemiology interested in providing valuable risk estimates in certain geographical regions using administrative areas as statistical units. The aim of the present paper is to describ...

  • Article
  • Open Access
7 Citations
3,450 Views
16 Pages

The urban heat island (UHI) phenomenon has been identified and studied for over two centuries. As one of the most important factors, land use, in terms of both composition and configuration, strongly influences the UHI. As a result of the availabilit...

  • Article
  • Open Access
6 Citations
3,296 Views
15 Pages

22 September 2021

Chinese cities have been undergoing extraordinary changes in many respects during the process of urbanization, which has caused crime patterns to evolve accordingly. This research applies a Bayesian spatiotemporal model to explore and understand the...

  • Article
  • Open Access
15 Citations
6,366 Views
24 Pages

Linking Remote Sensing with APSIM through Emulation and Bayesian Optimization to Improve Yield Prediction

  • Hamze Dokoohaki,
  • Teerath Rai,
  • Marissa Kivi,
  • Philip Lewis,
  • Jose L. Gómez-Dans and
  • Feng Yin

27 October 2022

The enormous increase in the volume of Earth Observations (EOs) has provided the scientific community with unprecedented temporal, spatial, and spectral information. However, this increase in the volume of EOs has not yet resulted in proportional pro...

  • Article
  • Open Access
12 Citations
4,578 Views
16 Pages

Population Mobility Trends, Deprivation Index and the Spatio-Temporal Spread of Coronavirus Disease 2019 in Ireland

  • Jamie M. Madden,
  • Simon More,
  • Conor Teljeur,
  • Justin Gleeson,
  • Cathal Walsh and
  • Guy McGrath

Like most countries worldwide, the coronavirus disease (COVID-19) has adversely affected Ireland. The aim of this study was to (i) investigate the spatio-temporal trend of COVID-19 incidence; (ii) describe mobility trends as measured by aggregated mo...

  • Article
  • Open Access
4 Citations
2,821 Views
15 Pages

Modeling County-Level Spatio-Temporal Mortality Rates Using Dynamic Linear Models

  • Zoe Gibbs,
  • Chris Groendyke,
  • Brian Hartman and
  • Robert Richardson

5 November 2020

The lifestyles and backgrounds of individuals across the United States differ widely. Some of these differences are easily measurable (ethnicity, age, income, etc.) while others are not (stress levels, empathy, diet, exercise, etc.). Though every per...

  • Article
  • Open Access
6 Citations
3,368 Views
12 Pages

The present study aimed to investigate the association between bone diseases and community water fluoridation (CWF). An ecological study with a natural experiment design was conducted in Cheongju, South Korea, from 1 January 2004 to 31 December 2013....

  • Article
  • Open Access
1,058 Views
17 Pages

Improved Variational Bayes for Space-Time Adaptive Processing

  • Kun Li,
  • Jinyang Luo,
  • Peng Li,
  • Guisheng Liao,
  • Zhixiang Huang and
  • Lixia Yang

26 February 2025

To tackle the challenge of enhancing moving target detection performance in environments characterized by small sample sizes and non-uniformity, methods rooted in sparse signal reconstruction have been incorporated into Space-Time Adaptive Processing...

  • Article
  • Open Access
4 Citations
3,657 Views
11 Pages

Previous studies have shown an association between mortality and ambient air pollution in South Korea. However, these studies may have been subject to bias, as they lacked adjustment for spatio-temporal structures. This paper addresses this research...

  • Article
  • Open Access
9 Citations
5,737 Views
17 Pages

The last published figures have shown geographical variations in mortality with respect to female breast cancer in European countries. However, national health policies need a dynamic image of the geographical variations within the country. The aim o...

  • Article
  • Open Access
8 Citations
4,959 Views
17 Pages

Understanding the spatially varying effects of demographic factors on the spatio-temporal variation of intestinal parasites infections is important for public health intervention and monitoring. This paper presents a hierarchical Bayesian spatially v...

  • Article
  • Open Access
4 Citations
1,955 Views
16 Pages

31 January 2024

Spatiotemporal disease mapping modeling with count data is gaining increasing prominence. This approach serves as a benchmark in developing early warning systems for diverse disease types. Spatiotemporal modeling, characterized by its inherent comple...

  • Article
  • Open Access
20 Citations
5,784 Views
28 Pages

A Spatial Analysis of the Prevalence of Female Genital Mutilation/Cutting among 0–14-Year-Old Girls in Kenya

  • Ngianga-Bakwin Kandala,
  • Chibuzor Christopher Nnanatu,
  • Glory Atilola,
  • Paul Komba,
  • Lubanzadio Mavatikua,
  • Zhuzhi Moore,
  • Gerry Mackie and
  • Bettina Shell-Duncan

Female genital mutilation/cutting (FGM/C), also known as female circumcision, is a global public health and human rights problem affecting women and girls. Several concerted efforts to eliminate the practice are underway in several sub-Saharan Africa...

  • Article
  • Open Access
20 Citations
7,649 Views
17 Pages

Japanese Encephalitis Risk and Contextual Risk Factors in Southwest China: A Bayesian Hierarchical Spatial and Spatiotemporal Analysis

  • Xing Zhao,
  • Mingqin Cao,
  • Hai-Huan Feng,
  • Heng Fan,
  • Fei Chen,
  • Zijian Feng,
  • Xiaosong Li and
  • Xiao-Hua Zhou

It is valuable to study the spatiotemporal pattern of Japanese encephalitis (JE) and its association with the contextual risk factors in southwest China, which is the most endemic area in China. Using data from 2004 to 2009, we applied GISmapping and...

  • Article
  • Open Access
1,267 Views
13 Pages

19 November 2024

Epidemiological approaches for examining human health responses to environmental exposures in observational studies frequently address confounding by employing advanced matching techniques and statistical methods grounded in conditional likelihood. T...

  • Feature Paper
  • Article
  • Open Access
1 Citations
930 Views
10 Pages

Generalizable Storm Surge Risk Modeling

  • Mahlon Scott and
  • Hsin-Hsiung Huang

31 January 2025

Storm surges present a severe risk to coastal communities and infrastructure, underscoring the critical importance of accurately estimating extreme events such as the 100-year return surge. These estimates are essential not only for effective hazard...

  • Article
  • Open Access
8 Citations
2,628 Views
15 Pages

Missing Structural Health Monitoring Data Recovery Based on Bayesian Matrix Factorization

  • Shouwang Sun,
  • Sheng Jiao,
  • Qi Hu,
  • Zhiwen Wang,
  • Zili Xia,
  • Youliang Ding and
  • Letian Yi

6 February 2023

The exposure of bridge health-monitoring systems to extreme conditions often results in missing data, which constrains the health monitoring system from working. Therefore, there is an urgent need for an efficient data cleaning method. With the devel...

  • Article
  • Open Access
2,120 Views
15 Pages

Spatiotemporal Trends in Stunting Prevalence Among Children Aged Two Years Old in Rwanda (2020–2024): A Retrospective Analysis

  • Seleman Ntawuyirushintege,
  • Ayman Ahmed,
  • Georges Bucyibaruta,
  • Emmanuel Edwar Siddig,
  • Eric Remera,
  • Fabrizio Tediosi and
  • Kaspar Wyss

29 August 2025

Background and Objective: Stunting remains a critical public health concern affecting child growth and development, particularly among children under two years of age in low- and middle-income countries, including Rwanda. This study investigates spat...

  • Article
  • Open Access
3 Citations
3,107 Views
28 Pages

Human activity type inference has long been the focus for applications ranging from managing transportation demand to monitoring changes in land use patterns. Today’s ever increasing volume of mobility data allow researchers to explore a wide r...

  • Article
  • Open Access
4 Citations
4,114 Views
16 Pages

This study aims to provide an improved understanding of the local-level spatiotemporal evolution of COVID-19 spread across capital regions of South Korea during the second and third waves of the pandemic (August 2020~June 2021). To explain transmissi...

  • Article
  • Open Access
21 Citations
5,891 Views
9 Pages

Malaria Transmission and Spillover across the Peru–Ecuador Border: A Spatiotemporal Analysis

  • Annika K. Gunderson,
  • Rani E. Kumar,
  • Cristina Recalde-Coronel,
  • Luis E. Vasco,
  • Andree Valle-Campos,
  • Carlos F. Mena,
  • Benjamin F. Zaitchik,
  • Andres G. Lescano,
  • William K. Pan and
  • Mark M. Janko

Border regions have been implicated as important hot spots of malaria transmission, particularly in Latin America, where free movement rights mean that residents can cross borders using just a national ID. Additionally, rural livelihoods largely depe...

  • Article
  • Open Access
5 Citations
2,724 Views
16 Pages

Particulate matter (PM2.5) pollution is a threat to public health, and environmental taxation is an important regulatory mode controlling PM2.5 pollution. In 2018, China implemented the Environmental Protection Tax Law (EPTL) targeting PM2.5 pollutio...

  • Article
  • Open Access
1,429 Views
27 Pages

5 July 2025

As a carrier of civilization, cultural heritage reflects the dynamic relationship between humans and their environment within specific historical contexts. During the Ming and Qing Dynasties (1368–1912 CE), the Yangtze River Basin was one of th...

  • Article
  • Open Access
5 Citations
12,348 Views
21 Pages

Assimilating Multiresolution Leaf Area Index of Moso Bamboo Forest from MODIS Time Series Data Based on a Hierarchical Bayesian Network Algorithm

  • Luqi Xing,
  • Xuejian Li,
  • Huaqiang Du,
  • Guomo Zhou,
  • Fangjie Mao,
  • Tengyan Liu,
  • Junlong Zheng,
  • Luofan Dong,
  • Meng Zhang and
  • Ning Han
  • + 3 authors

29 December 2018

The highly accurate multiresolution leaf area index (LAI) is an important parameter for carbon cycle simulation for bamboo forests at different scales. However, current LAI products have discontinuous resolution with 1 km mostly, that makes it diffic...

  • Article
  • Open Access
25 Citations
8,000 Views
18 Pages

Fine-Tuning Heat Stress Algorithms to Optimise Global Predictions of Mass Coral Bleaching

  • Liam Lachs,
  • John C Bythell,
  • Holly K East,
  • Alasdair J Edwards,
  • Peter J Mumby,
  • William J Skirving,
  • Blake L Spady and
  • James R. Guest

7 July 2021

Increasingly intense marine heatwaves threaten the persistence of many marine ecosystems. Heat stress-mediated episodes of mass coral bleaching have led to catastrophic coral mortality globally. Remotely monitoring and forecasting such biotic respons...