Nils Sturma

Publications

Algebraic Sparse Factor Analysis

SIAM Journal on Applied Algebra and Geometry

journal-article

Matching Criterion for Identifiability in Sparse Factor Analysis

other

Trek-Based Parameter Identification for Linear Causal Models With Arbitrarily Structured Latent Variables

other

Algebraic Sparse Factor Analysis

SIAM Journal on Applied Algebra and Geometry

journal-article

Mixtures of discrete decomposable graphical models

Algebraic Statistics

journal-article

Identifiability and Statistical Inference in Latent Variable Modeling

dissertation-thesis

Singularity-agnostic incomplete U-statistics for testing polynomial constraints in Gaussian covariance matrices

other

Testing many constraints in possibly irregular models using incomplete U-statistics

Journal of the Royal Statistical Society. Series B: Statistical Methodology

journal-article

Testing many constraints in possibly irregular models using incomplete U-statistics

Journal of the Royal Statistical Society Series B: Statistical Methodology

journal-article

Unpaired Multi-Domain Causal Representation Learning

Advances in Neural Information Processing Systems

conference-paper

Half-trek criterion for identifiability of latent variable models

The Annals of Statistics

journal-article

HALF-TREK CRITERION FOR IDENTIFIABILITY OF LATENT VARIABLE MODELS

Annals of Statistics

journal-article