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Epidemiology

Epidemiology is a scientific discipline that provides reliable knowledge for clinical medicine focusing on prevention, diagnosis and treatment of diseases. Research in Epidemiology aims at characterizing risk factors for the outbreak of diseases and at evaluating the efficiency of certain treatment strategies, e.g., to compare a new treatment with an established gold standard. This research is strongly hypothesis-driven and statistical analysis is the major tool for epidemiologists so far. Correlations between genetic factors, environmental factors, life style-related parameters, age and diseases are analyzed.

Source: Visual Analytics of Image-Centric Cohort Studies in Epidemiology

Papers

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Showing 51–100 of 425 papers

TitleStatusHype
Learning Interpretable Network Dynamics via Universal Neural Symbolic Regression—0
Discovering Latent Structural Causal Models from Spatio-Temporal Data—0
TrajGPT: Controlled Synthetic Trajectory Generation Using a Multitask Transformer-Based Spatiotemporal ModelCode0
bursty_dynamics: A Python Package for Exploring the Temporal Properties of Longitudinal Data—0
Compositional simulation-based inference for time seriesCode0
Stability in Reaction Network Models via an Extension of the Next Generation Matrix MethodCode0
Causal reasoning in difference graphs—0
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation—0
Multimodal Structure Preservation Learning—0
Development of CODO: A Comprehensive Tool for COVID-19 Data Representation, Analysis, and Visualization—0
Interpreting Temporal Graph Neural Networks with Koopman TheoryCode1
A New Perspective on Determining Disease Invasion and Population Persistence in Heterogeneous Environments—0
When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario ContextCode0
Cost-aware simulation-based inferenceCode0
BACKTIME: Backdoor Attacks on Multivariate Time Series ForecastingCode1
Epidemiology-Aware Neural ODE with Continuous Disease Transmission GraphCode2
Structural causal influence (SCI) captures the forces of social inequality in models of disease dynamics—0
Non-explosivity of endotactic stochastic reaction systems—0
SINDyG: Sparse Identification of Nonlinear Dynamical Systems from Graph-Structured DataCode0
A framework for the modelling and the analysis of epidemiological spread in commuting populations—0
Spatio-Temporal Variability of the Pepper Mild Mottle Virus Biomarker in Wastewater—0
Estimating Peer Direct and Indirect Effects in Observational Network Data—0
A Likelihood-Free Approach to Goal-Oriented Bayesian Optimal Experimental DesignCode0
Performing clinical drug trials in children with a rare disease—0
Statistical Models for Outbreak Detection of Measles in North Cotabato, Philippines—0
Addressing Data Heterogeneity in Federated Learning of Cox Proportional Hazards Models—0
A Numerical Comparison of Petri Net and Ordinary Differential Equation SIR Component ModelsCode0
Identifying Macro Conditional Independencies and Macro Total Effects in Summary Causal Graphs with Latent Confounding—0
An epidemical model with nonlocal spatial infections—0
A refractory density approach to a multi-scale SEIRS epidemic modelCode0
Understanding Multistationarity of Fully Open Reaction Networks—0
Bayesian calibration of stochastic agent based model via random forestCode0
Empowering Interdisciplinary Insights with Dynamic Graph Embedding Trajectories—0
Modeling, Inference, and Prediction in Mobility-Based Compartmental Models for Epidemiology—0
LT4SG@SMM4H24: Tweets Classification for Digital Epidemiology of Childhood Health Outcomes Using Pre-Trained Language Models—0
Flexible Parametric Inference for Space-Time Hawkes ProcessesCode0
Online Control in Population Dynamics—0
Causal Contrastive Learning for Counterfactual Regression Over Time—0
TotalVibeSegmentator: Full Body MRI Segmentation for the NAKO and UK BiobankCode2
Interdisciplinary Expertise to Advance Equitable Explainable AI—0
Federated Learning for Non-factorizable Models using Deep Generative Prior ApproximationsCode0
WeatherFormer: A Pretrained Encoder Model for Learning Robust Weather Representations from Small Datasets—0
MentalQA: An Annotated Arabic Corpus for Questions and Answers of Mental Healthcare—0
Revisiting the exclusion principle in epidemiology at its ultimate limit—0
The Canadian VirusSeq Data Portal & Duotang: open resources for SARS-CoV-2 viral sequences and genomic epidemiology—0
An Interdisciplinary Perspective of the Built-Environment Microbiome—0
Computational Approaches of Modelling Human Papillomavirus Transmission and Prevention Strategies: A Systematic Review—0
All-in-one simulation-based inferenceCode2
Time topological analysis of EEG using signature theory—0
Breaking New Ground, Reinforcing Old Gaps: Gender Disparities in Access to Emerging Research Frontiers—0
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