Combining Missing Data Imputation and Internal Validation in Clinical Risk Prediction Models. [PDF]
Mi J +4 more
europepmc +1 more source
Engineering Neuronal Network Connectivity Through Precise and Scalable Electrical Modulation
This study presents a scalable all‐electrical method for precise neuronal‐circuit reconfiguration based on high‐density microelectrode arrays. By employing biologically inspired plasticity rules, targeted connectivity changes were successfully induced and quantified across diverse neuronal preparations.
Sreedhar S. Kumar +10 more
wiley +1 more source
Box-meter integrated solution for power data imputation through device design and deep learning integration. [PDF]
Gao C, Lin H, Lin Y.
europepmc +1 more source
DeepMicroGen: a generative adversarial network-based method for longitudinal microbiome data imputation. [PDF]
Choi JM, Ji M, Watson LT, Zhang L.
europepmc +1 more source
A self‐supervised multi‐view graph fusion framework integrates spatial multi‐omics, excelling in domain identification and denoising. It reconstructs spatial pseudo‐expression, jointly analyzes multi‐omics data, infers RNA velocity, predicts spatial omics features from single‐cell multi‐omics, and detects spatially dark genes and transcription factors,
Yuejing Lu +8 more
wiley +1 more source
A self-supervised framework for laboratory data imputation in electronic health records. [PDF]
Heilbroner SP +5 more
europepmc +1 more source
Missing data imputation techniques for wireless continuous vital signs monitoring. [PDF]
van Rossum MC +4 more
europepmc +1 more source
Decoding Spatial Heterogeneity and Multi‐Omics Regulation with Hierarchical Graph Learning
ABSTRACT Recent advances in spatial multi‐omics technologies have enabled the simultaneous profiling of multiple molecular layers within the same tissue slice, providing unprecedented opportunities to investigate tissue spatial organization. However, most existing computational methods identify spatial domains in a purely data‐driven manner, rarely ...
Jiazhou Chen +6 more
wiley +1 more source
Biomimetic model for computing missing data imputation and inconsistency reduction in pairwise comparisons matrices. [PDF]
Koczkodaj WW +3 more
europepmc +1 more source
This study establishes a CT‐based radiomics framework to quantify intratumoral heterogeneity (ITH) in HNSCC. Using unsupervised clustering, tumor ROIs and VOIs are analyzed to calculate 2D/3D ITH scores. The score shows strong predictive value for prognosis and immunotherapy response, and is associated with tumor metabolism and immune microenvironment,
Xinwei Chen +15 more
wiley +1 more source

