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1.Kipf, Thomas N., and Max Welling. "Semi-supervised classification with graph convolutional networks." arXiv preprint arXiv:1609.02907 (2016). 2.Deff ...
分类:其他好文   时间:2016-12-24 17:25:40    阅读次数:226
论文笔记之:Large Scale Distributed Semi-Supervised Learning Using Streaming Approximation
Large Scale Distributed Semi-Supervised Learning Using Streaming Approximation Google 官方 Blog 链接:https://research.googleblog.com/2016/10/graph-powered ...
分类:移动开发   时间:2016-10-09 14:10:01    阅读次数:311
常见半监督方法 (SSL) 代码总结
经典以及最新的半监督方法 (SSL) 代码总结 最近因为做实验需要,收集了一些半监督方法的代码,列出了一个清单: 1. NIPS 2015 Semi-Supervised Learning with Ladder Networks https://github.com/CuriousAI/ladde ...
分类:其他好文   时间:2016-07-07 00:43:19    阅读次数:379
论文笔记之:Heterogeneous Image Features Integration via Multi-Modal Semi-Supervised Learning Model
Heterogeneous Image Features Integration via Multi-Modal Semi-Supervised Learning Model ICCV 2013 本文提出了一种结合多种传统手工设计 feature 的多模态方法,在 label propagation ...
分类:其他好文   时间:2016-06-29 23:35:55    阅读次数:308
Graph-based Semi-Supervised Classification简单总结回顾
复习一下基本的基于图的半监督分类。主要给出LLGC,GFHF的构图及原理,以及LNP,RMGT的构图方式。 1. LLGC:Learning with Local and Global Consistency 首先构造一个相似度矩阵,采用的构图方式为全连接图(full connected graph ...
分类:其他好文   时间:2016-06-02 19:46:20    阅读次数:660
论文笔记之:Dynamic Label Propagation for Semi-supervised Multi-class Multi-label Classification ICCV 2013
Dynamic Label Propagation for Semi-supervised Multi-class Multi-label Classification ICCV 2013 在基于Graph的半监督学习方法中,分类的精度高度依赖于可用的有标签数据 和 相似性度量的精度。此处,本文提出 ...
分类:其他好文   时间:2016-05-23 17:19:23    阅读次数:1038
[Mechine Learning] Active Learning
1. 写在前面 在机器学习(Machine learning)领域,监督学习(Supervised learning)、非监督学习(Unsupervised learning)以及半监督学习(Semi-supervised learning)是三类研究比较多,应用比较广的学习技术,wiki上对这三种 ...
分类:其他好文   时间:2016-05-21 18:58:14    阅读次数:146
笔记:Semi-supervised domain adaptation with subspace learning for visual recognition (cvpr15)
本文基于子空间学习提出了一种半监督的域自适应框架(SDASL)。...
分类:其他好文   时间:2016-05-13 00:58:35    阅读次数:312
论文笔记之:Decoupled Deep Neural Network for Semi-supervised Semantic Segmentation
Decoupled Deep Neural Network for Semi-supervised Semantic Segmentation xx ...
分类:Web程序   时间:2016-04-25 14:57:08    阅读次数:317
self-taught learning setting && semi-supervised learning
参考文献:摘于上文献: The more general and powerful setting is theself-taught learningsetting, which does not assume that your unlabeled dataxuhas to be drawn ....
分类:其他好文   时间:2015-11-06 19:34:17    阅读次数:189
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