A tutorial on multi-view autoencoders using the multi-view-AE library

arXiv:2403.07456v1 Announce Type: new
Abstract: There has been a growing interest in recent years in modelling multiple modalities (or views) of data to for example, understand the relationship between modalities or to generate missing data. Multi-view autoencoders have gained significant traction for their adaptability and versatility in modelling multi-modal data, demonstrating an ability to tailor their approach to suit the characteristics of the data at hand. However, most multi-view autoencoders have inconsistent notation and are often implemented using different coding …

abstract adaptability arxiv autoencoders cs.lg data example generate library modal modelling multi-modal multiple relationship stat.ml tutorial type view