Algorithm-Dependent Generalization Bounds for Multi-Task Learning

Liu, Tongliang; Tao, Dacheng; Song, Mingli; Maybank, Stephen J

doi:10.1109/tpami.2016.2544314

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Algorithm-Dependent Generalization Bounds for Multi-Task Learning.

Published in IEEE transactions on pattern analysis and machine intelligence • Feb 1, 2017

NobleIDNI6P47W98R27S20

Authors:

Tongliang Liu

,

Dacheng Tao

,

Mingli Song

Abstract

Often, tasks are collected for multi-task learning (MTL) because they share similar feature structures. Based on this observation, in this paper, we present novel algorithm-dependent generalization bounds for MTL by exploiting the notion of algorithmic stability. We focus on the performance of one p...

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