Easy Transfer Learning By Exploiting Intra-domain Structures

2 Apr 2019Jindong WangYiqiang ChenHan YuMeiyu HuangQiang Yang

Transfer learning aims at transferring knowledge from a well-labeled domain to a similar but different domain with limited or no labels. Unfortunately, existing learning-based methods often involve intensive model selection and hyperparameter tuning to obtain good results... (read more)

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Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Transfer Learning Amazon Review Polarity EasyTL Accuracy 79.5 # 1
Transfer Learning ImageCLEF-DA EasyTL Accuracy 88.2 # 1
Transfer Learning Office-Home EasyTL Accuracy 63.3 # 1