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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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4 results for “Bathymetry”

Experimental Design for Bathymetry Editingcs.LG

Machine learning experiments show IID assumption is flawed for bathymetry editing.

problem Flawed IID assumption in machine learning for bathymetry editing.

method Real-world computer-assisted labeling task, IID assumption analysis.

result Common random split leads to poor performance in machine learning.

machine learning IID assumption bathymetry editing performance

2020-07-15abs ↗pdf ↗

Application of Deep Learning-based Interpolation Methods to Nearshore Bathymetrystat.ML

Deep learning improves nearshore bathymetry estimation from sparse data.

problem Estimating nearshore bathymetry from limited and often sparse data.

method Deep Neural Network (DNN) and Conditional Generative Adversarial Network (cGAN) for posterior estimates; Kriging for comparison.

result DNN-based methods outperform traditional Kriging in predicting nearshore bathymetry with sharp gradients.

Deep Learning Bathymetry Interpolation Gaussian Process Uncertainty Quantification

2020-11-19abs ↗pdf ↗

Informative Path Planning for Extreme Anomaly Detection in Environment Exploration and Monitoringstat.ML

Novel path planning improves UAV detection of extreme anomalies.

problem Improper criteria for UAV anomaly detection.

method Mathematical criteria guiding UAV towards strong anomalies.

result Proposed approach outperforms traditional methods in various applications.

UAV Anomaly detection Bayesian optimization Path planning Extreme features

2020-05-20abs ↗pdf ↗

Application of ERA5 and MENA simulations to predict offshore wind energy potentialphysics.ao-ph

Study predicts wind energy potential in Gulf of Oman using climate models.

problem Predicting future wind energy potential in the Gulf of Oman.

method Used ERA5 and MENA simulations to project historical and future wind energy variability.

result Selected locations have suitable potential for wind power turbine construction.

wind energy climate change ERA5 MENASimulations Gulf of Oman

2020-02-24abs ↗pdf ↗