nipalsMCIA: flexible multi-block dimensionality reduction in R via nonlinear iterative partial least squares. [PDF]
Mattessich M +6 more
europepmc +1 more source
A prognostic risk score for development and spread of chronic pain. [PDF]
Tanguay-Sabourin C +17 more
europepmc +1 more source
The iterated score regression estimation algorithm for PCA-based missing data with high correlation. [PDF]
Guo G, Song H, Zhu L.
europepmc +1 more source
On the Foundational Arguments of Sufficient Dimension Reduction
Contemporary Sufficient Dimension Reduction, a versatile method for extracting material information from data, can serve as a preprocessor for classical modeling and inference, or as a standalone theory that leads directly to statistical inference. ABSTRACT Sufficient dimension reduction (SDR) refers to supervised methods of dimension reduction that ...
R. Dennis Cook
wiley +1 more source
Tinnitus risk factors and its evolution over time. [PDF]
Hobeika L +6 more
europepmc +1 more source
A primer on correlation-based dimension reduction methods for multi-omics analysis. [PDF]
Downing T, Angelopoulos N.
europepmc +1 more source
LDAcoop: Integrating non‐linear population dynamics into the analysis of clonogenic growth in vitro
Limiting dilution assays (LDAs) quantify clonogenic growth by seeding serial dilutions of cells and scoring wells for colony formation. The fraction of negative wells is plotted against cells seeded and analyzed using the non‐linear modeling of LDAcoop.
Nikko Brix +13 more
wiley +1 more source
Sparse Canonical Correlation Analysis for Multiple Measurements With Latent Trajectories. [PDF]
Senar N, Zwinderman AH, Hof MH.
europepmc +1 more source
A Bottom‐Up Design Framework for Multifunctional Lattice Metamaterials
This study introduces a generative AI framework for designing multifunctional lattice metamaterials. The method combines 3D Gaussian voxel generation with deep learning, enabling greater design freedom and structural performance. The optimized lattice metamaterials achieve enhanced energy absorption by 40–200% compared to conventional structures and ...
Zongxin Hu +13 more
wiley +1 more source
Characterizing the omics landscape based on 10,000+ datasets. [PDF]
Brombacher E, Schilling O, Kreutz C.
europepmc +1 more source

