On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,341 papers · 148 categories

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3 results for “RGCCA”

A general multiblock method for structured variable selectionstat.ML

A new method for structured variable selection in multiblock analysis.

problem Addressing variable selection issues in multiblock analysis.

method Proposes an extension of Sparse Generalized Canonical Correlation Analysis (SGCCA) to include structural relationships and full RGCCA model.

result Illustrates the method's ability to reconstruct true underlying weight vectors on simulated data.

multiblock analysis variable selection RGCCA sparse structural relationships

2016-10-29abs ↗pdf ↗

Tensor Generalized Canonical Correlation Analysisstat.ML

TGCCA analyzes higher-order tensors using orthogonal rank-R CP decomposition.

problem Handling higher-order structures in multi-block data analysis.

method Tensor Generalized Canonical Correlation Analysis (TGCCA) with orthogonal rank-R CP decomposition.

result TGCCA outperforms state-of-the-art methods on simulated and real data.

Tensor Canonical Correlation Analysis Higher-order structures CP decomposition Multi-block data

2023-02-10abs ↗pdf ↗

Functional Generalized Canonical Correlation Analysis for studying multiple longitudinal variablesstat.ME

New method for analyzing multiple longitudinal data processes.

problem Exploring associations between multiple random processes observed jointly.

method Functional Generalized Canonical Correlation Analysis (FGCCA) based on multiblock Regularized Generalized Canonical Correlation Analysis (RGCCA).

result FGCCA framework is robust to sparsely and irregularly observed data.

Canonical Correlation Analysis Functional Data Analysis Longitudinal Data Bayesian Estimation Predictive Applications

2023-10-11abs ↗pdf ↗