# An Online Stochastic Kernel Machine for Robust Signal Classification

arXiv: https://arxiv.org/abs/1905.07686 · HTML: https://mlsanity.com/paper/1905.07686/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 19 May 2019.

## Built on by (most cited first, 1 of 1)

- [Nonparametric Decentralized Detection and Sparse Sensor Selection via Multi-Sensor Online Kernel Scalar Quantization](https://mlsanity.com/paper/2205.10681/) (2022)

## Abstract (arXiv)

We present a novel variation of online kernel machines in which we exploit a consensus based optimization mechanism to guide the evolution of decision functions drawn from a reproducing kernel Hilbert space, which efficiently models the observed stationary process.