Matching Component Analysis for Transfer Learning

DOI10.1137/19M1285123zbMath1483.65094arXiv1909.01797OpenAlexW3021960028MaRDI QIDQ5027030

Theresa Scarnati, Charles Clum, Dustin G. Mixon

Publication date: 3 February 2022

Published in: SIAM Journal on Mathematics of Data Science (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1909.01797

zbMATH Keywords

classificationdimensionality reductiontransfer learningdomain adaptation

Mathematics Subject Classification ID

Numerical mathematical programming methods (65K05) Applications of mathematical programming (90C90) Learning and adaptive systems in artificial intelligence (68T05) Stochastic programming (90C15) Pattern recognition, speech recognition (68T10)

Related Items

Lie PCA: density estimation for symmetric manifolds

Uses Software

• MNIST
• ImageNet
• t-SNE
• CycleGAN
• pix2pix
• AlexNet

Cites Work

• Unnamed Item
• AlexNet
• Sparse representation based Fisher discrimination dictionary learning for image classification
• Matrix concentration inequalities via the method of exchangeable pairs
• High-Dimensional Probability
• SqueezeFit: Label-Aware Dimensionality Reduction by Semidefinite Programming
• Deep Learning: An Introduction for Applied Mathematicians
• An Introduction to Matrix Concentration Inequalities