Research Article

Learning Domain-Independent Deep Representations by Mutual Information Minimization

Table 1

Definitions of symbols.

SymbolDefinition

i-th data point
Set of data points of the l-th class
Set of unlabeled data points
zDomain transfer representation of a data point
Parameters of the CNN model of the l-th class
Intraclass neighborhood of the i-th data point
Interclass neighborhood of the i-th data point
Intraclass affinity between the i-th and j-th data points
Interclass affinity between the i-th and -th data points
Domain indicator of the i-th data point
Soft weight of the the j-th data point in the i-th neighborhood