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May, 2023
DIVA: 基于狄利克雷过程的变分自编码器增量深度聚类算法
DIVA: A Dirichlet Process Based Incremental Deep Clustering Algorithm via Variational Auto-Encoder
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Zhenshan Bing, Yuan Meng, Yuqi Yun, Hang Su, Xiaojie Su...
TL;DR
提出了一种基于无穷高斯混合先验的非参数深度聚类框架 DIVA,使用了记忆化的在线变分推理方法使聚类更加动态自适应,不需要先验知识,特别在处理具有增量特征的复杂动态变化数据中表现出色。
Abstract
Generative model-based
deep clustering
frameworks excel in classifying complex data, but are limited in handling dynamic and complex features because they require prior knowledge of the number of clusters. In this paper, we propose a
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