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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.

168,742 papers · 148 categories

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0.3%0.5%0.8%0.2% · Feb 201719922001200920172026
7 results for downsizing

Study examines downsizing impact on Indian construction firms' profitability.

problem Impact of downsizing layoffs on construction firms' profitability in India.
method Used Co-integration test, OLS, and VAR models on secondary data of 15 companies.
result Employee Expenses and Number of Employees have significant impact on profitability.

For massive data, the family of subsampling algorithms is popular to downsize the data volume and reduce computational burden. Existing studies focus on approximating the ordinary least squares estimate in linear regression, where statistical leverage scores are often used to define subsampling probabilities. In this p…

2017-02-03abs ↗pdf ↗

The paper analyzes how combining samples from two tasks can improve performance, especially in high dimensions.

problem Understanding when combining samples from two related tasks outperforms learning with one task alone.
method Applying random matrix theory to high-dimensional linear regression, focusing on proportional sample size increases.
result Precise high-dimensional asymptotics for bias and variance of HPS estimator, showing phase transitions in transfer performance.

AnoNet detects anomalies in textured surfaces with minimal training data.

problem Automating anomaly detection in textured surfaces with limited labeled data.
method AnoNet is a compact fully convolutional network that pre-seeds with an engineered filter bank to detect anomalies from few labeled images.
result AnoNet achieves state-of-the-art performance with 94% fewer parameters and 106% improvement in F1 score.