BriefGPT.xyz
Nov, 2016
无限变分自编码器用于半监督学习
Infinite Variational Autoencoder for Semi-Supervised Learning
HTML
PDF
Ehsan Abbasnejad, Anthony Dick, Anton van den Hengel
TL;DR
本文提出了一种基于混合模型和狄利克雷过程的无限变分自编码器，其容量能够适应输入数据，从而使得自动编码器数量能够根据数据自动变化，实验结果表明该方法在半监督学习中具有很高的灵活性。
Abstract
This paper presents an
infinite variational autoencoder
(VAE) whose capacity adapts to suit the input data. This is achieved using a
mixture model
where the mixing coefficients are modeled by a
→