A flexible symbolic regression method for constructing interpretable clinical prediction models. [PDF]
La Cava WG +7 more
europepmc +1 more source
ABSTRACT Class Switch Recombination (CSR) is essential for generating high‐affinity antibody isotypes from IgM during adaptive humoral responses. Despite well‐established roles for various transcription factors, whether CSR is subject to dedicated post‐transcriptional control represents a significant gap in knowledge.
Siyuan Sun +19 more
wiley +1 more source
Unsupervised Hierarchical Symbolic Regression for Interpretable Property Modeling in Complex Multi-Variable Systems. [PDF]
Lou S, Liu C, Zhang D, Chen Y, Mo F.
europepmc +1 more source
A computational framework for physics-informed symbolic regression with straightforward integration of domain knowledge. [PDF]
Keren LS, Liberzon A, Lazebnik T.
europepmc +1 more source
Scalable Neural Symbolic Regression using Control Variables
Symbolic regression (SR) is a powerful technique for discovering the analytical mathematical expression from data, finding various applications in natural sciences due to its good interpretability of results.
Qi, Hairong +5 more
core
Mechanism‐Informed Machine Learning Enables Discovery of Oncolytic Peptides for Cancer Immunotherapy
MISPOP integrates ensemble learning with membrane‐active physicochemical priors to identify Dermaseptin‐S9, a natural oncolytic peptide that disrupts tumor membranes, triggers immunogenic cell death, and shows strong antitumor activity. The study illustrates a mechanism‐informed route from peptide sequence data to cancer immunotherapy leads.
Wen Zhang +11 more
wiley +1 more source
Hybrid PSO-SVM and symbolic regression model for agricultural water demand prediction. [PDF]
Lv H, Zhao Y, Wang W, Hou K, Zheng X.
europepmc +1 more source
Contemporary Symbolic Regression Methods and their Relative Performance. [PDF]
La Cava W +7 more
europepmc +1 more source
Inhibitory Decay and Supercritical Brain Dynamics During Sleep Deprivation
Sleep deprivation progressively shifts human brain dynamics from near‐critical toward supercritical states, as revealed by neuronal avalanche analysis of resting‐state fMRI. These changes track subjective sleep pressure rather than vigilance lapses and show marked network heterogeneity. A circuit model suggests that reduced inhibitory efficacy provides
Dai Zhang +6 more
wiley +1 more source
Learning Approximate Symbolic Solutions to Burgers' Equation using Symbolic Regression. [PDF]
Cohen BG, Beykal B, Bollas GM.
europepmc +1 more source

