Enhancing generalized spectral clustering with embedding Laplacian graph regularization
Abstract An enhanced generalised spectral clustering framework that addresses the limitations of existing methods by incorporating the Laplacian graph and group effect into a regularisation term is presented. By doing so, the framework significantly enhances discrimination power and proves highly effective in handling noisy data.
Hengmin Zhang +5 more
wiley +1 more source
Extended Arimoto-Blahut Algorithms for Bistatic Integrated Sensing and Communications Systems. [PDF]
Jiao T, Geng Y, Wei Z, Yang Z.
europepmc +1 more source
ABSTRACT Generalisation is a crucial aspect of deep learning, enabling models to perform well on unseen data. Currently, most optimisers that improve generalisation typically suffer from efficiency bottlenecks. This paper proposes a double‐integration‐enhanced stochastic gradient descent (DIESGD) optimiser, which treats the negative gradient as an ...
Ting Li +3 more
wiley +1 more source
Improving SVM performance through data reduction and misclassification analysis with linear programming. [PDF]
Suárez CA +4 more
europepmc +1 more source
Paired CycleGAN‐based virtual staining for 3D X‐ray histology of bone‐implant systems
This work demonstrates virtual staining for 3D X‐ray histology using a modified CycleGAN trained on paired synchrotron radiation microtomography (SR‐µCT) and histology images of bone‐implant specimens. The method enables the generation of artificially coloured contrast resembling conventional histological staining from label‐free SR‐µCT data and is ...
Sarah C. Irvine +5 more
wiley +1 more source
Analysis of Influencing Factors in Quantum Chemistry Simulation Based on VQE Algorithm. [PDF]
Zhang M, Kang J, Wu Q, Han B.
europepmc +1 more source
The year 2025 marked the ninetieth since a fossil hominin occipital bone was discovered in Swanscombe, southeast England. In subsequent years, its parietal bones were found, producing what remains the oldest partial cranium from Britain today. In the earliest analyses, it was interpreted as a descendant of the infamous fraudulent fossil Piltdown Man ...
Emma E. Bird, Chris Stringer
wiley +1 more source
Cooperation: Behavioral manifestations and neural mechanisms. [PDF]
Jiang M, Chang SWC, Hong W.
europepmc +1 more source
Approximating multidimensionality with asymmetric unidimensional IRT models
Abstract Unidimensional item response theory (IRT) models are widely used even in settings where assessment data exhibit subtle forms of multidimensionality. Recent empirical evidence suggests that when item difficulty is associated with dimensionality, asymmetric item characteristic curves (ICCs) emerge in the unidimensional approximation.
Xiangyi Liao +5 more
wiley +1 more source
RISE-VIO: Robust Initialization and Targeted Pose Robustification for INS-Centric Visual-Inertial Odometry Under Degraded Visual Conditions. [PDF]
Xu X, Ju R, Jiao W, Li L.
europepmc +1 more source

