Ontology highlight
ABSTRACT:
SUBMITTER: Stojanov P
PROVIDER: S-EPMC6730632 | biostudies-literature | 2019 Apr
REPOSITORIES: biostudies-literature
Stojanov Petar P Gong Mingming M Carbonell Jaime G JG Zhang Kun K
Proceedings of machine learning research 20190401
A key problem in domain adaptation is determining what to transfer across different domains. We propose a data-driven method to represent these changes across multiple source domains and perform unsupervised domain adaptation. We assume that the joint distributions follow a specific generating process and have a small number of identifiable changing parameters, and develop a data-driven method to identify the changing parameters by learning low-dimensional representations of the changing class-c ...[more]