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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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2 results for “EEG-EOG”

Capsule Attention for Multimodal EEG-EOG Representation Learning with Application to Driver Vigilance Estimationcs.LG

Paper proposes a capsule attention mechanism for EEG-EOG vigilance estimation.

problem Driver vigilance estimation for safer transportation.

method Capsule attention mechanism following LSTM network for multimodal EEG-EOG analysis.

result Capsule attention improves vigilance estimation robustness and accuracy.

driver vigilance EEG-EOG capsule attention multimodal LSTM

2019-12-17abs ↗pdf ↗

Addressing Class Imbalance in Classification Problems of Noisy Signals by using Fourier Transform Surrogateseess.SP

Randomizing the Fourier-transform (FT) phases of temporal-spatial data generates surrogates that approximate examples from the data-generating distribution. We propose such FT surrogates as a novel tool to augment and analyze training of neural networks and explore the approach in the example of sleep-stage classificat…

2018-06-20abs ↗pdf ↗