Clustering structured data in Deep learning
Two other Potential Methods:

KMeans + Autoencoder (a simple deep learning architecture with
kmeans and reducing the dimensionality of the data using autoencoders). 
Deep Embedded Clustering algorithm (advanced deep learning)
Are there any Deep Learning literature/references where they performed clustering in structured data?
I know it can be done using Kmeans, GMM etc. But is there any chance that cluster analysis to be done using Deep Neural Nets and the like? Thanks.