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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.

168,657 papers · 148 categories

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3 results for “SiMLR”

Interpretable, similarity-driven multi-view embeddings from high-dimensional biomedical datastat.ML

SiMLR reduces complex biomedical data into simpler, interpretable forms.

problem Handling high-dimensional biomedical data for better understanding and prediction.

method Similarity-driven multi-view linear reconstruction (SiMLR) with novel objective function and regularization.

result SiMLR outperforms other methods in various biomedical datasets.

SiMLR multi-view reconstruction biomedical data interpretability

2020-06-11abs ↗pdf ↗

Clustering Alzheimer's Disease Subtypes via Similarity Learning and Graph Diffusioncs.LG

Study identifies five AD subtypes using graph diffusion and similarity learning.

problem Identifying homogeneous AD subtypes to improve diagnosis and treatment.

method Unsupervised clustering with graph diffusion and similarity learning.

result Five distinct AD subtypes identified with significant differences in biomarkers and clinical features.

Alzheimer's disease subtyping graph diffusion similarity learning magnetic resonance imaging

2024-10-04abs ↗pdf ↗

Clustering with feature selection using alternating minimization, Application to computational biologycs.LG

This paper deals with unsupervised clustering with feature selection. The problem is to estimate both labels and a sparse projection matrix of weights. To address this combinatorial non-convex problem maintaining a strict control on the sparsity of the matrix of weights, we propose an alternating minimization of the Fr…

2017-11-08abs ↗pdf ↗