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.

168,695 papers · 148 categories

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3 results for “RWD”

Identifying roadway departure crash patterns on rural two-lane highways under different lighting conditions: association knowledge using data mining approachcs.LG

This study identifies RwD crash patterns on rural two-lane highways under different lighting conditions.

problem Insufficient investigation of RwD crashes under varying lighting conditions.

method Data mining using association rules mining (ARM) on crash database.

result Interesting crash patterns and risk factors identified under different lighting conditions.

roadway departure rural two-lane highways lighting conditions data mining crash patterns

2023-02-28abs ↗pdf ↗

Adaptive-TMLE for the Average Treatment Effect based on Randomized Controlled Trial Augmented with Real-World Datastat.ME

A-TMLE estimates ATE from RCT and RWD, achieving super-efficiency.

problem Estimating ATE from RCT and RWD data.

method Adaptive-TMLE framework for decomposing and estimating ATE.

result A-TMLE is root-n consistent and asymptotically normal, achieving super-efficiency.

ATE estimation RCT data RWD super-efficiency randomized controlled trial

2024-05-12abs ↗pdf ↗

Development and Validation of ML-DQA -- a Machine Learning Data Quality Assurance Framework for Healthcarestat.ML

Develops ML-DQA for healthcare data quality assurance.

problem Inconsistent use of real-world data in machine learning projects.

method Develops ML-DQA framework based on RWD best practices.

result Five generalizable practices emerge from ML-DQA implementation.

machine learning data quality assurance real world data healthcare clinical research

2022-08-04abs ↗pdf ↗