Machine learning for the diagnosis of fibromyalgia based on magnetic resonance imaging. [PDF]
Zeng Z +8 more
europepmc +1 more source
On the additive image of zeroth persistent homology
Abstract For a category X$X$ and a finite field F$F$, we study the additive image of the functor H0(−;F)∗:rep(X,Top)→rep(X,VectF)$\operatorname{H}_0(-;F)_* \colon \operatorname{rep}(X, \mathbf {Top}) \rightarrow \operatorname{rep}(X, \mathbf {Vect}_F)$, or equivalently, of the free functor rep(X,Set)→rep(X,VectF)$\operatorname{rep}(X, \mathbf {Set ...
Ulrich Bauer +3 more
wiley +1 more source
Predictive framework for cervical cancer brachytherapy fractionation mode integrating generative model and dynamic feature aggregation GNNs. [PDF]
Liu X +6 more
europepmc +1 more source
Invariant Measure and Universality of the 2D Yang–Mills Langevin Dynamic
ABSTRACT We prove that the Yang–Mills (YM) measure for the trivial principal bundle over the two‐dimensional torus, with any connected, compact structure group, is invariant for the associated renormalised Langevin dynamic. Our argument relies on a combination of regularity structures, lattice gauge‐fixing and Bourgain's method for invariant measures ...
Ilya Chevyrev, Hao Shen
wiley +1 more source
Topological and entropic characterization of nitrogenated holey graphene. [PDF]
Prabhu S +3 more
europepmc +1 more source
ABSTRACT Adolescence is a period when interpersonal distrust and perceived social isolation become significant risk factors for adverse psychosocial outcomes. However, there is limited longitudinal evidence quantifying the relative importance of early‐life antecedents of these risk factors.
Dimitris I. Tsomokos +2 more
wiley +1 more source
Analysis of the spatial-temporal distribution and functional morphology of telocytes in goat testes. [PDF]
Feng J +7 more
europepmc +1 more source
This study develops an interpretable machine‐learning framework to predict multiple properties of polymer composites based on composition and processing variables. By combining ensemble models with composition‐based feature generation and SHAP‐based interpretation, the approach reveals composition‐property relationships and supports efficient multi ...
Dong Ryeol Shin, Sung Kwang Lee
wiley +1 more source
Unveiling the Th17/Treg imbalance: a key player in <i>Clostridioides difficile</i>-induced infection. [PDF]
Xu S +7 more
europepmc +1 more source
A Deep Learning Framework for Forecasting Medium‐Term Covariance in Multiasset Portfolios
ABSTRACT Forecasting the covariance matrix of asset returns is central to portfolio construction, risk management, and asset pricing. However, most existing models struggle at medium‐term horizons, several weeks to months, where shifting market regimes and slower dynamics prevail.
Pedro Reis, Ana Paula Serra, João Gama
wiley +1 more source

