Search Results for author: Kenneth D. Harris

Found 4 papers, 3 papers with code

On 1/n neural representation and robustness

1 code implementation NeurIPS 2020 Josue Nassar, Piotr Aleksander Sokol, SueYeon Chung, Kenneth D. Harris, Il Memming Park

In this work, we investigate the latter by juxtaposing experimental results regarding the covariance spectrum of neural representations in the mouse V1 (Stringer et al) with artificial neural networks.

Adversarial Robustness

Characterizing the invariances of learning algorithms using category theory

no code implementations6 May 2019 Kenneth D. Harris

Many learning algorithms have invariances: when their training data is transformed in certain ways, the function they learn transforms in a predictable manner.

regression

Fast and accurate spike sorting of high-channel count probes with KiloSort

1 code implementation NeurIPS 2016 Marius Pachitariu, Nicholas A. Steinmetz, Shabnam N. Kadir, Matteo Carandini, Kenneth D. Harris

Unlike previous algorithms that compress the data with PCA, KiloSort operates on the raw data which allows it to construct a more accurate model of the waveforms.

Clustering Spike Sorting +1

High-dimensional cluster analysis with the Masked EM Algorithm

1 code implementation11 Sep 2013 Shabnam N. Kadir, Dan F. M. Goodman, Kenneth D. Harris

Cluster analysis faces two problems in high dimensions: first, the `curse of dimensionality' that can lead to overfitting and poor generalization performance; and second, the sheer time taken for conventional algorithms to process large amounts of high-dimensional data.

Spike Sorting Vocal Bursts Intensity Prediction

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