Comparing Regression Models with Count Data to Artificial Neural Network and Ensemble Models for Prediction of Generic Escherichia coli Population in Agricultural Ponds Based on Weather Station Measurements

Complex Interactions Between Weather, and Microbial and Physicochemical Water Quality Impact the Likelihood of Detecting Foodborne Pathogens in Agricultural Water

(2020) Daniel Weller et al.   Frontiers in Microbiology

Predicting Escherichia coli loads in cascading dams with machine learning: An integration of hydrometeorology, animal density and grazing pattern

(2020) Olufemi P. Abimbola et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Fate of generic and Shiga toxin-producing Escherichia coli (STEC) in Central Florida surface waters and evaluation of EPA Worst Case water as standard medium

(2019) Zeynal Topalcengiz et al.   FOOD RESEARCH INTERNATIONAL

Fate of Salmonella in Central Florida Surface Waters and Evaluation of EPA Worst Case Water as a Standard Medium

(2019) ZEYNAL TOPALCENGIZ et al.   JOURNAL OF FOOD PROTECTION

Mining opinions from instructor evaluation reviews: A deep learning approach

(2019) Aytuğ Onan   COMPUTER APPLICATIONS IN ENGINEERING EDUCATION

Prediction of Salmonella presence and absence in agricultural surface waters by artificial intelligence approaches

(2019) Hasan Polat et al.   JOURNAL OF FOOD SAFETY

Modelling tick bite risk by combining random forests and count data regression models

(2019) Irene Garcia-Marti et al.   PLoS One

Development of a Nowcasting System Using Machine Learning Approaches to Predict Fecal Contamination Levels at Recreational Beaches in Korea

(2018) Yongeun Park et al.   JOURNAL OF ENVIRONMENTAL QUALITY

Correlation between E. coli levels and the presence of foodborne pathogens in surface irrigation water: Establishment of a sampling program

(2018) Pilar Truchado et al.   WATER RESEARCH

Spatiotemporal Variability in Microbial Quality of Western US Agricultural Water Supplies: A Multistate Study

(2018) Melissa L. Partyka et al.   JOURNAL OF ENVIRONMENTAL QUALITY

Microbial Quality of Agricultural Water Used in Produce Preharvest Production on the Eastern Shore of Virginia

(2018) LAURA N. TRUITT et al.   JOURNAL OF FOOD PROTECTION

A trans-disciplinary review of deep learning research and its relevance for water resources scientists

(2018) Chaopeng Shen   WATER RESOURCES RESEARCH

Classification and Regression Tree Approach for Prediction of Potential Hazards of Urban Airborne Bacteria during Asian Dust Events

(2018) Keunje Yoo et al.   Scientific Reports

Evaluating the U.S. Food Safety Modernization Act Produce Safety Rule Standard for Microbial Quality of Agricultural Water for Growing Produce

(2017) Arie H. Havelaar et al.   JOURNAL OF FOOD PROTECTION

Microbial quality of agricultural water in Central Florida

(2017) Zeynal Topalcengiz et al.   PLoS One

Model selection and overfitting

(2016) Jake Lever et al.   NATURE METHODS

Characterizing relationships among fecal indicator bacteria, microbial source tracking markers, and associated waterborne pathogen occurrence in stream water and sediments in a mixed land use watershed

(2016) J. Kenneth Bradshaw et al.   WATER RESEARCH

Regression Models for Count Data inR

(2015) Achim Zeileis et al.   Journal of Statistical Software

Predicting Salmonella Populations from Biological, Chemical, and Physical Indicators in Florida Surface Waters

(2013) Rachel McEgan et al.   APPLIED AND ENVIRONMENTAL MICROBIOLOGY

Occurrence of generic Escherichia coli, E. coli O157 and Salmonella spp. in water and sediment from leafy green produce farms and streams on the Central California coast

(2013) Lisa Benjamin et al.   INTERNATIONAL JOURNAL OF FOOD MICROBIOLOGY

Are microbial indicators and pathogens correlated? A statistical analysis of 40 years of research

(2013) J. Wu et al.   JOURNAL OF WATER AND HEALTH

Landscape and seasonal factors influence Salmonella and Campylobacter prevalence in a rural mixed use watershed

(2013) Ethell Vereen et al.   WATER RESEARCH

Spatial-temporal variations of microbial water quality in surface reservoirs and canals used for irrigation

(2012) Gayeon Won et al.   AGRICULTURAL WATER MANAGEMENT

Spatiotemporal modeling of monthly soil temperature using artificial neural networks

(2012) Wei Wu et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Crop Classification by Forward Neural Network with Adaptive Chaotic Particle Swarm Optimization

(2011) Yudong Zhang et al.   SENSORS