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.

169,051 papers · 148 categories

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3 results for “BSP-Tree”

Binary Space Partitioning Forestsstat.ML

The BSP-Forest extends 2D BSP-Tree to dD for regression tasks.

problem Extending BSP-Tree to higher dimensions for regression.

method Generate cutting hyperplanes parallel to d-2 dimensions, sample two free dimensions.

result BSP-Forest achieves similar performance with fewer cuts and outperforms other regression forests.

BSP-Tree regression higher dimensions Bayesian forest

2019-03-22abs ↗pdf ↗

The Binary Space Partitioning-Tree Processstat.ML

Proposes a new BSP-Tree process for flexible space partition modeling.

problem Limited modelling flexibility of axis-aligned partitions in Mondrian process.

method Introduces a self-consistent Binary Space Partitioning (BSP)-Tree process with oblique cuts.

result Clear inferential improvements over standard Mondrian process and related methods.

Binary Space Partitioning Mondrian process Monte Carlo inference Space partition modeling Markov jump process

2019-03-22abs ↗pdf ↗

Online Binary Space Partitioning Forestsstat.ML

Online BSP-Forest improves space partitioning for large-scale classification and regression.

problem Efficient space partitioning for large-scale classification and regression problems.

method Developed an online BSP-Forest framework that expands space coverage and refines partition structure in real-time.

result Guaranteed universal consistency for both classification and regression problems.

Online learning Binary Space Partitioning Forest Space partitioning Classification

2020-02-29abs ↗pdf ↗