Multi-view contrastive clustering via integrating graph aggregation and confidence enhancement
Multi-view clustering endeavors to effectively uncover consistent clustering patterns across
multiple data sources or feature spaces. This field grapples with two key challenges:(1) the …
multiple data sources or feature spaces. This field grapples with two key challenges:(1) the …
Multi-View Representation Learning via View-Aware Modulation
Multi-view (representation) learning derives an entity's representation from its multiple
observable views to facilitate various downstream tasks. The most challenging topic is how …
observable views to facilitate various downstream tasks. The most challenging topic is how …
An Optimal Edge-weighted Graph Semantic Correlation Framework for Multi-view Feature Representation Learning
In this article, we present an optimal edge-weighted graph semantic correlation (EWGSC)
framework for multi-view feature representation learning. Different from most existing multi …
framework for multi-view feature representation learning. Different from most existing multi …
Efficient and Effective Multi-View Subspace Clustering for Large-scale Data
Y Lin, H Liu, R Wang, G Chen, C Zhang - arXiv preprint arXiv:2310.09718, 2023 - arxiv.org
Recent multi-view subspace clustering achieves impressive results utilizing deep networks,
where the self-expressive correlation is typically modeled by a fully connected (FC) layer …
where the self-expressive correlation is typically modeled by a fully connected (FC) layer …
Beyond the Known: Ambiguity-Aware Multi-view Learning
The inherent variability and unpredictability in open multi-view learning scenarios infuse
considerable ambiguity into the learning and decision-making processes of predictors. This …
considerable ambiguity into the learning and decision-making processes of predictors. This …
Task-Oriented Multi-View Representation Learning
Multi-view representation learning aims to learn a high-quality unified representation for an
entity from its multiple observable views to facilitate the performance of downstream tasks. A …
entity from its multiple observable views to facilitate the performance of downstream tasks. A …