Longitudinal Morphomolecular Monitoring of Head and Neck Carcinogenesis
Advanced Science, EarlyView.A miniaturized endoscopic probe that integrates Raman spectroscopy and optical coherence tomography, enabling simultaneous molecular and structural imaging of living tissue, was developed. Applied longitudinally in a mouse model of head and neck cancer, the system tracks disease progression from precancerous lesions to invasive cancer.
Jianrong Qiu +7 more
wiley +1 more source
Enhanced cricket match prediction using kernel methods for feature extraction and back-propagation neural networks. [PDF]
Sci RepDhinakaran K, Anbuchelian S.
europepmc +1 more source
Multiobjective optimization for model selection in kernel methods in regression. [PDF]
IEEE Trans Neural Netw Learn Syst, 2014 You D, Benitez-Quiroz CF, Martinez AM.
europepmc +1 more source
ML Workflows for Screening Degradation‐Relevant Properties of Forever Chemicals
Advanced Science, EarlyView.The environmental persistence of per‐ and polyfluoroalkyl substances (PFAS) necessitates efficient remediation strategies. This study presents physics‐informed machine learning workflows that accurately predict critical degradation properties, including bond dissociation energies and polarizability.
Pranoy Ray +3 more
wiley +1 more source
Exponential concentration in quantum kernel methods. [PDF]
Nat CommunThanasilp S, Wang S, Cerezo M, Holmes Z.
europepmc +1 more source
MR Image Reconstruction Using Block Matching and Adaptive Kernel Methods. [PDF]
PLoS One, 2016 Schmidt JF, Santelli C, Kozerke S.
europepmc +1 more source
Efficient Screening of Organic Singlet Fission Molecules Using Graph Neural Networks
Advanced Science, EarlyView.A high‐throughput screening framework based on graph neural networks (GNNs) and multi‐level validation facilitates the identification of singlet fission (SF) candidates. By efficiently predicting excitation energies across 20 million molecules, and integrating TDDFT calculations, synthetic accessibility assessments, and GW+BSE calculations, this ...
Li Fu +5 more
wiley +1 more source
Representing functional data in reproducing Kernel Hilbert Spaces with applications to clustering and classification [PDF]
Functional data are difficult to manage for many traditional statistical techniques given their very high (or intrinsically infinite) dimensionality. The reason is that functional data are essentially functions and most algorithms are designed to work ...
Alberto Muñoz, Javier González
core
A Unified and Comprehensible View of Parametric and Kernel Methods for Genomic Prediction with Application to Rice. [PDF]
Front Genet, 2016 Jacquin L, Cao TV, Ahmadi N.
europepmc +1 more source
Advanced Science, EarlyView.A physics‐informed property‐bridging framework links high‐throughput hardness screening to tensile performance in quenching and partitioning steels. By transferring metallurgically guided representations across properties, a single alloy composition is designed to achieve multiple strength grades through heat‐treatment tuning alone, offering a ...
Xiaolu Wei +7 more
wiley +1 more source