3 problems

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Generation conjecture for sparse two-factor analysis model ideals
A sparse two-factor analysis model is the model associated with a graph $G$ having two latent variables, with $M_{\leq 1}(G)$ denoting the set of model polynomials indexed by subse…
Conjectureopenalgebraic-statistics sparse-factor-analysis sparse-modelsarXiv posted 2 days ago
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The conjecture on more efficient convex-program solvers via sparse models
Solver-efficiency conjecture. More efficient solvers for the convex program should be developable for larger-scale experiments by utilizing its connection to sparse models.
Conjectureopenconvex-optimization neural-networks sparse-modelsarXiv posted 2 days ago
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Relaxing the noise moment assumptions in sparse linear cyclic causal models
Let $n \in \mathbb{N}$ be divisible by $E:= |\mathcal{E}|$ , let $n_e=n/E$ for $e\in\mathcal{E}$ , let $Z_k^e\sim\mathcal{N}(0,I)$ be independent and identically distributed Gaussian…
Conjectureopencausal-inference sparse-models statistical-estimationarXiv posted 2 days ago

Generation conjecture for sparse two-factor analysis model ideals