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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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5 results for “time-lapse”

Data-Driven Prediction of Embryo Implantation Probability Using IVF Time-lapse Imagingcs.LG

Paper predicts embryo implantation probability from IVF time-lapse imaging.

problem Manual embryo selection in IVF has low success rates.

method Data-driven system trained on time-lapse imaging videos.

result Algorithm improves positive and negative predictive values.

IVF Embryo Implantation Time-lapse Imaging Artificial Intelligence

2020-06-01abs ↗pdf ↗

Multi-StyleGAN: Towards Image-Based Simulation of Time-Lapse Live-Cell Microscopycs.CV

Multi-StyleGAN simulates live cell microscopy imagery.

problem Costly and complex live cell experiments.

method Generative adversarial network (GAN) synthesizing multi-domain time-lapse images.

result Captures biophysical factors and time dependencies in cell imagery.

image synthesis live cell microscopy time-lapse generative adversarial networks biophysical factors

2021-06-15abs ↗pdf ↗

Estimating the time-lapse between medical insurance reimbursement with non-parametric regression modelscs.LG

Study compares non-parametric models for predicting medical insurance reimbursement delays.

problem Estimating the time-lapse between medical insurance reimbursement.

method Comparative study of four non-parametric regression models (KNNs, SVMs, Decision Trees, Random Forests) using R-squared metric.

result Each model's performance varies with training data size, feature space, and hyperparameters.

medical insurance reimbursement delay non-parametric regression K-Nearest Neighbors Support Vector Machines

2020-08-19abs ↗pdf ↗

Spatial-Temporal Mitosis Detection in Phase-Contrast Microscopy via Likelihood Map Estimation by 3DCNNcs.LG

A novel method detects multiple mitosis events and mitigates annotation gaps in phase-contrast microscopy.

problem Detecting multiple mitosis events and handling annotation gaps in closely placed cells.

method Estimating a spatiotemporal likelihood map via 3DCNN to detect multiple mitosis events and mitigate annotation gaps.

result Our method outperformed compared methods in terms of F1-score using a challenging dataset.

mitosis detection phase-contrast microscopy 3DCNN spatiotemporal likelihood map multiple events

2020-04-27abs ↗pdf ↗

Deep Learning Framework for History Matching CO2 Storage with 4D Seismic and Monitoring Well Datacs.LG

Deep learning calibrates CO2 storage formations from seismic and well data.

problem Uncertainty in CO2 storage formation properties.

method Two deep learning models for well and seismic data, integrated into MCMC history matching.

result Significant uncertainty reduction in key parameters and accurate CO2 plume predictions.

carbon storage history matching deep learning 4D seismic well data

2024-08-02abs ↗pdf ↗