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Non-linear Transfer Learning Model
一种面向非线性回归的迁移学习模型

Keywords: Transfer learning,Bayesian hierarchical model,Regression,RBF network
迁移学习
,层次贝叶斯,回归,RBF神经网络

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Abstract:

Multi-task learning utilizes labeled data from other "similar" tasks and can achieve efficient knowledge-sharing between tasks.Previous research mainly focused on multi-task learning for linear regression.A novel Bayesian multi-task learning model for non-linear regression,i.e.HiRBF,was proposed.HiRBF is constructed under a hierarchical Bayesian framework.According to whether the input-to-hidden is shared by all tasks or not,we have two options to build the HiRBF model.There is a comparison between them in ...

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