半监督学习(semi-supervised learning):与主动学习不同,半监督学习是一种在没有人类专家参与的情况下对未标注数据加以分析、利用的学习范式。通常,尽管未标注的样本没有明确的标签信息,但是其数据的分布特征与已标注样本的分布往往是相关的,这样的统计特性对于预测模型是十分有用的。 一个好的survey见(Chapelle, Schol...
Survey coding is the process of categorizing such text responses using a pre-specified hierarchy of classes (often called a code-frame ). In this paper, we identify the factors constraining the automation approaches to this problem and observe that a completely supervised learning approach is not ...
weak supervision甚至可以指label不完全，也就是semi-supervised learning的情况。
3. Yan Liu, Zhijie Zhang, Li Niu, Junjie Chen, Liqing Zhang, “Mixed Supervised Object Detection by Transferring Mask Prior and Semantic Similarity”, NeurIPS, 2021.4. Li Niu, “Weak Novel Categories without Tears: A Survey on Weak-Shot Learning”, arXiv preprint arXiv:2110.02651, 2021....
3. Yan Liu, Zhijie Zhang, Li Niu, Junjie Chen, Liqing Zhang, “Mixed Supervised Object Detection by Transferring Mask Prior and Semantic Similarity”, NeurIPS, 2021. 4. Li Niu, “Weak Novel Categories without Tears: A Survey on Weak-Shot Learning”, arXiv preprint arXiv:2110.02651, 2021. ...
Not-so-supervised: A survey of semi-supervised, multi-instance, and transfer learning in medical image analysis 2019, Medical Image Analysis Show abstract Multiple instance learning: A survey of problem characteristics and applications 2018, Pattern Recognition Citation Excerpt : If these results are ...
Yan Liu, Zhijie Zhang, Li Niu, Junjie Chen, Liqing Zhang, "Mixed Supervised Object Detection by Transferring Mask Prior and Semantic Similarity", NeurIPS, 2021. Li Niu, "Weak Novel Categories without Tears: A Survey on Weak-Shot Learning", arXiv preprint arXiv:2110.02651, 2021. ...
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Knowledge distillation: A survey. International Journal of Computer Vision, 129:1789–1819, 2021. (Cited on page 4) Yves Grandvalet and Yoshua Bengio. Semi-supervised learning by entropy minimization. Advances in neural information processing systems, 17, 2004. (Cited on page 4, 10, 33, 34)...
芝士确实是热量: Title: Weakly Supervised Anomaly Detection: A Survey Author: Minqi Jiang , Chaochuan Hou , Ao…阅读全文 赞同26 添加评论 分享收藏 X-Class:极弱监督的文本分类 世界很大然并卵 打工仔 世界很大然并卵: 论文标题:X-Class: Text Classification with Extremely Weak Sup...