Learning device, learning method and program
AssigneeNEC Corporation
InventorAsuka Ishii
Life of this patent
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Abstract
The learning device includes: a first estimation unit configured to perform estimation using a temperature parameter, based on a student model; a second estimation unit configured to perform estimation using the temperature parameter, based on a teacher model; and a temperature calculation unit configured to calculate the temperature parameter, based on estimation information generated by the first estimation unit and the second estimation unit.
Claims11
A learning device comprising a processor configured to:
- perform first estimation using a temperature parameter, based on a student model;
- perform second estimation using the temperature parameter, based on a teacher model;
- and
- calculate the temperature parameter, based on estimation information generated by the first estimation and the second estimation, such that a magnitude balance of each of a plurality of classes of an estimation result generated by the second estimation is corrected or such that an order of the plurality of classes of the estimation result generated by the second estimation is balanced.
A learning method executed by a learning device, comprising:
- performing first estimation using a temperature parameter, based on a student model;
- performing second estimation using the temperature parameter, based on a teacher model;
- and
- calculating the temperature parameter, based on estimation information generated by the first estimation and the second estimation, such that a magnitude balance of each of a plurality of classes of an estimation result generated by the second estimation is corrected or such that an order of the plurality of classes of the estimation result generated by the second estimation is balanced.
A non-transitory computer-readable storage medium storing a program executed by a computer, the program causing the computer to:
- perform first estimation using a temperature parameter, based on a student model;
- perform second estimation using the temperature parameter, based on a teacher model;
- and
- calculate the temperature parameter, based on estimation information generated by the first estimation and the second estimation, such that a magnitude balance of each of a plurality of classes of an estimation result generated by the second estimation is corrected or such that an order of the plurality of classes of the estimation result generated by the second estimation is balanced.
Dependencies are inferred from the claim text.