Electromagnetic scattering from random media [PDF]
, 2009 - ;The book develops the dynamical theory of scattering from random media from first principles. Its key findings are to characterize the time evolution of the scattered field in terms of stochastic differential equations, and to illustrate this ...
Field, Timothy R
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Sleep Apnea Classification Using the Mean Euler–Poincaré Characteristic and AI Techniques
AlgorithmsSleep apnea is a sleep disorder that disrupts breathing during sleep. This study aims to classify sleep apnea using a machine learning approach and a Euler–Poincaré characteristic (EPC) model derived from electrocardiogram (ECG) signals.
Moises Ramos-Martinez +9 more
doaj +1 more source
A conditional random field based feature learning framework for battery capacity prediction. [PDF]
Sci Rep, 2022 Wang HK, Zhang Y, Huang M.
europepmc +1 more source
T1 Over Squared Proton Density Ratio to Characterize Multiple Sclerosis Lesions
Annals of Clinical and Translational Neurology, EarlyView.ABSTRACT Objective Differentiating remyelinated from demyelinated lesions in MS remains challenging without histological confirmation. This study introduces the T1‐to‐PD2 ratio (TPR) imaging approach and evaluates its ability to characterize MS lesions alongside other quantitative MRI (qMRI) metrics. Methods Thirty individuals with MS (mean age: 47.5 ±
Sarah J. Wright +10 more
wiley +1 more source
Cognitive and Neuroimaging Divergence Between Juvenile and Adult FUS Amyotrophic Lateral Sclerosis
Annals of Clinical and Translational Neurology, EarlyView.ABSTRACT Objective Amyotrophic lateral sclerosis (ALS) is a neurodegenerative disorder characterized by progressive motor neuron degeneration. Fused in sarcoma (FUS)‐associated juvenile ALS (jALS) represents a distinct and aggressive subgroup with rapid deterioration and poor prognosis.
Alexandra V. Jürs +7 more
wiley +1 more source
A Conditional Random Field for Multiple-Instance Learning [PDF]
, 2010 We present MI-CRF, a conditional random field (CRF) model for multiple instance learning (MIL). MI-CRF models bags as nodes in a CRF with instances as their states. It combines discriminative unary instance classifiers and pairwise dissimilarity measures.
Ferrari, V., Deselaers, T.
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Risk Assessment of Tunnel Construction Deformation Under Spatial Variation in Hydraulic Parameters
Applied SciencesTunnel construction in soft soil environments involves significant geological and hydraulic uncertainty, particularly where permeable sandy interlayers within soft clay are prone to seepage-induced instability and excessive settlement. Although hydraulic–
Shangyou Jiang +5 more
doaj +1 more source
Linear Chain Conditional Random Field for Operating Mode Identification and Multimode Process Monitoring. [PDF]
ACS Omega, 2022 Wang F.
europepmc +1 more source
Annals of Clinical and Translational Neurology, EarlyView.ABSTRACT Background Ischemic stroke, a major cause of mortality and long‐term disability, results from the abrupt cessation of cerebral blood flow due to vascular occlusion or rupture. Icosapent Ethyl (EPA‐EE), approved for hypertriglyceridemia, has anti‐inflammatory and antithrombotic properties that may lessen ischemic damage.
Mitra Mahmoudi Meymand +5 more
wiley +1 more source
Image Semantic Segmentation Method Based on Deep Fusion Network and Conditional Random Field. [PDF]
Comput Intell Neurosci, 2022 Wang S, Yang Y.
europepmc +1 more source