Federated singular value decomposition for high-dimensional data

The FeatureCloud Platform for Federated Learning in Biomedicine: Unified Approach

(2023) Julian Matschinske et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

The AIMe registry for artificial intelligence in biomedical research

(2021) Julian Matschinske et al.   NATURE METHODS

A survey on security and privacy of federated learning

(2020) Viraaji Mothukuri et al.   Future Generation Computer Systems-The International Journal of eScience

Benefits and limitations of genome-wide association studies

(2019) Vivian Tam et al.   NATURE REVIEWS GENETICS

Consequences of PCA graphs, SNP codings, and PCA variants for elucidating population structure

(2019) Hugh G. Gauch et al.   PLoS One

Secure genome-wide association analysis using multiparty computation

(2018) Hyunghoon Cho et al.   NATURE BIOTECHNOLOGY

A Review of Distributed Algorithms for Principal Component Analysis

(2018) Sissi Xiaoxiao Wu et al.   PROCEEDINGS OF THE IEEE

Fast Principal-Component Analysis Reveals Convergent Evolution of ADH1B in Europe and East Asia

(2016) Kevin J. Galinsky et al.   AMERICAN JOURNAL OF HUMAN GENETICS

FastPop: a rapid principal component derived method to infer intercontinental ancestry using genetic data

(2016) Yafang Li et al.   BMC BIOINFORMATICS

Distributed Gram-Schmidt orthogonalization with simultaneous elements refinement

(2016) Ondrej Slučiak et al.   EURASIP Journal on Advances in Signal Processing

A global reference for human genetic variation

(2015) Richard A. Gibbs et al.   NATURE

A covariance-free iterative algorithm for distributed principal component analysis on vertically partitioned data

(2011) Yue-Fei Guo et al.   PATTERN RECOGNITION

Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions

(2011) N. Halko et al.   SIAM REVIEW

CoAIMs: A Cost-Effective Panel of Ancestry Informative Markers for Determining Continental Origins

(2010) Eric R. Londin et al.   PLoS One