Patent ID: 11868443
Assignee: AMAZON TECHNOLOGIES, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 11:
12. The method of claim 10, further comprising:
determining a set of margins, wherein each margin of the set of margins is indicative of a boundary between adjacent classes of the set of ordered classes;
determining, for a sample of the plurality of samples, a predicted value that is within the ordered continuum of classes; and
the ordered classification loss function comprising:
determining, based on the set of margins, a plurality of binary class variations, wherein each binary class variation of the plurality of binary class variations consists of a first binary class and a second binary class;
determining, for the each sample of the plurality of samples, a plurality of intermediate loss values, wherein each intermediate loss value of the plurality of intermediate loss values comprises a binary cross-entropy loss value for each of the binary class variation of the plurality of binary class variations; and
determining, based on the plurality of intermediate loss values, the loss value associated with the sample.