notesum.ai

Published at October 23

Scalable Random Feature Latent Variable Models

q-bio.GN

cs.AI

cs.LG

68T07 (Primary) 92D20, 92C40 (Secondary)

I.2.7; J.3

Released Date: October 23, 2024

Authors: Ying Li¹, Zhidi Lin, Yuhao Liu¹, Michael Minyi Zhang¹, Pablo M. Olmos¹, Petar M. Djurić

Aff.: ¹Not specified

Arxiv: https://arxiv.org/abs/2410.17700v1

Model

Scalable

model

Advanced

kernel

Probabilistic

mapping

Bayesian inference

of latent variables

Computational

complexity

Data Likelihood

Reference

vae

✓

✗

✓

Gaussian

[17]

nbvae

✓

✗

✓

Negative Binomial

[42]

cvq-vae

✓

✗

✓

Gaussian

[43]

gplvm

✗

✓

✗

\mathcal{O}(N^{3})

Gaussian

[18]

bgplvm

✓

✗

✓

\mathcal{O}(NU^{2})

Gaussian

[44]

gplvm-svi

✓

✗

✓

\mathcal{O}(MU^{3})

Any

[45]

rflvm

✗

✓

✗

\mathcal{O}(NL^{2})

Any

[24]

srflvm

✓

\mathcal{O}(NL^{2})

Any

This work