Learning Traffic Flow Dynamics Using Random Fields
IEEE Access, 2019 This paper presents a mesoscopic traffic flow model that explicitly describes the spatio-temporal evolution of the probability distributions of vehicle trajectories.
Saif Eddin G. Jabari +3 more
doaj +1 more source
An Order Reduction Design Framework for Higher-Order Binary Markov Random Fields. [PDF]
Entropy (Basel), 2023 Chen Z, Yang H, Liu Y.
europepmc +1 more source
Limit theorems for weighted Bernoulli random fields under Hannan's condition
, 2015 Consider a Bernoulli random field satisfying the Hannan's condition. Recently, invariance principles for partial sums of random fields over rectangular index sets are established.
Klicnarová, Jana +2 more
core
Functional Connectivity Linked to Cognitive Recovery After Minor Stroke
Annals of Clinical and Translational Neurology, EarlyView.ABSTRACT Objective Patients with minor stroke exhibit slowed processing speed and generalized alterations in functional connectivity involving frontoparietal cortex (FPC). The pattern of connectivity evolves over time. In this study, we examine the relationship of functional connectivity patterns to cognitive performance, to determine ...
Vrishab Commuri +7 more
wiley +1 more source
Revisiting Gaussian Markov random fields and Bayesian disease mapping. [PDF]
Stat Methods Med Res, 2023 MacNab YC.
europepmc +1 more source
Scene Graph Generation via Conditional Random Fields
, 2018 Despite the great success object detection and segmentation models have achieved in recognizing individual objects in images, performance on cognitive tasks such as image caption, semantic image retrieval, and visual QA is far from satisfactory.
Cong, Weilin +2 more
core
Discovery and Targeted Proteomic Studies Reveal Striatal Markers Validated for Huntington's Disease
Annals of Clinical and Translational Neurology, EarlyView.ABSTRACT Objective Clinical trials for Huntington's disease (HD) enrolling persons before clinical motor diagnosis (CMD) lack validated biomarkers. This study aimed to conduct an unbiased discovery analysis and a targeted examination of proteomic biomarkers scrutinized by clinical validation. Methods Cerebrospinal fluid was obtained from PREDICT‐HD and
Daniel Chelsky +8 more
wiley +1 more source
Empirical Study of Surface Deterioration Analysis Based on Random Fields for Reinforced Concrete Structures in Marine Environment. [PDF]
Materials (Basel), 2023 Yi G, Ye X, Li Q.
europepmc +1 more source
Glymphatic Dysfunction Reflects Post‐Concussion Symptoms: Changes Within 1 Month and After 3 Months
Annals of Clinical and Translational Neurology, EarlyView.ABSTRACT Objective Mild traumatic brain injury (mTBI) may alter glymphatic function; however, its progression and variability remain obscure. This study examined glymphatic function following mTBI within 1 month and after 3 months post‐injury to determine whether variations in glymphatic function are associated with post‐traumatic symptom severity ...
Eunkyung Kim +3 more
wiley +1 more source
The expected behaviour of random fields in high dimensions: contradictions in the results of Bansal and Peterson []. [PDF]
Magn Reson Imaging, 2022 Davenport S, Nichols TE.
europepmc +1 more source