Can the Virtual Labels Obtained by Traditional LP Approaches Be Well Encoded in WLR?

Qiaolin Ye; Jian Yang; Tongming Yin; Zhao Zhang

首页> 外文期刊>Neural Networks and Learning Systems, IEEE Transactions on >Can the Virtual Labels Obtained by Traditional LP Approaches Be Well Encoded in WLR?

【24h】

Can the Virtual Labels Obtained by Traditional LP Approaches Be Well Encoded in WLR?

机译：传统LP方法获得的虚拟标签能否在WLR中很好地编码？

获取原文

获取原文并翻译 | 示例

掌桥外文数据库（机构版） >>

开具论文收录证明 >>

文献代查 >>

页面导航

摘要
著录项
相似文献
相关主题

摘要

Semisupervised dimension reduction via virtual label regression first derives the virtual labels of unlabeled data by employing a newly designed label propagation (LP) approach (called Special random walk (SRW)) and then encodes them in a weighted linear regression model. Nie et al. (2011) highlighted two important characteristics of SRW nonexistent in the previous LP approaches: outlier detection and probability value output, which guarantee the elegant encoding of the resultant virtual labels in the weighted label regression. However, in this brief, we show that the relationship between the SRW and the previous work on LP is very close. Naturally, a problem deserving investigation is whether traditional LP approaches are indeed unable to share the above two characteristics of SRW. We aim to address this problem.

机译：通过虚拟标签回归进行的半监督降维首先通过采用新设计的标签传播（LP）方法（称为特殊随机游走（SRW））来得出未标记数据的虚拟标签，然后将它们编码在加权线性回归模型中。 Nie等。（2011年）强调了以前的LP方法不存在的SRW的两个重要特征：离群值检测和概率值输出，这保证了加权标签回归中所得虚拟标签的优雅编码。但是，在本简介中，我们表明SRW与以前关于LP的工作之间的关系非常紧密。自然，值得研究的问题是传统的LP方法是否确实不能共享SRW的上述两个特征。我们旨在解决这个问题。

著录项

来源
《Neural Networks and Learning Systems, IEEE Transactions on》 |2016年第7期|1591-1598|共8页
作者
Qiaolin Ye; Jian Yang; Tongming Yin; Zhao Zhang;
展开▼
作者单位

College of Information Science and Technology, Nanjing Forestry University, Nanjing, China;

展开▼
收录信息
原文格式 PDF
正文语种 eng
中图分类
关键词
Label propagation (LP); outlier detection; semisupervised dimension reduction (SSDR); weighted linear regression; weighted linear regression.;

机译：标签传播（LP）;异常检测;半监督降维（SSDR）;加权线性回归;加权线性回归;

相似文献

外文文献
中文文献
专利

1. Approaches to the preparation of 4-benzyloxy-2-(alpha,alpha,alpha-D-3)methylphenol, a building block for labeled delta-tocopherol, and a new synthesis of R,R,R-5-D-3-alpha-tocopherol [J] . Mazzini F, Mandoli A, Salvadori P, European journal of organic chemistry . 2004,第23期

机译：制备4-苄氧基-2-（α，α，α-D-3）甲基苯酚，标记的δ-生育酚的基础材料以及R，R，R-5-D-3-的新合成方法α-生育酚
2. Virtual surgery simulation versus traditional approaches in training of residents in cervical pedicle screw placement [J] . Yang Hou Archives of orthopaedic and trauma surgery. . 2018,第6期

机译：虚拟手术模拟与颈椎椎弓根螺钉放置中居民训练的传统方法
3. A Comparative Study on the Effect of Virtual Field Trips (VFTs) Through Video Aided Learning (VAL) and Traditional Learning Approaches on Students Knowledge Acquisition [J] . Advanced Science Letters . 2016,第12期

机译：虚拟实地考察（VFTS）对学生知识获取的视频辅助学习（VAL）和传统学习方法的对比研究
4. ssn_nlp at SemEval-2020 Task 12: Offense Target Identification in Social Media using Traditional and Deep Machine Learning Approaches [C] . Thenmozhi D., Nandhinee PR, Arunima S, International Workshop on Semantic Evaluation . 2020

机译：SSN_NLP在Semeval-2020任务12：使用传统和深层机器学习方法的社交媒体中的冒犯目标识别
5. Determining the relationship between students' scores using traditional homework assignments to those who used assignments on a non-traditional interactive CD with tutor helps. [D] . Tinney, Charles Evan. 2007

机译：使用传统家庭作业确定学生分数与使用非传统互动CD上的家庭教师的分数之间的关系会有所帮助。
6. Deciphering the evolutionary affiliations among bacterial strains (Pseudomonas and Frankia sp.) inhabiting same ecological niche using virtual RFLP and simulation-based approaches [O] . Meenakshi Srivastava, Manish Singh Kaushik, Amrita Srivastava, 2016

机译：使用虚拟RFLP和基于仿真的方法对居住在同一生态位中的细菌菌株（假单胞菌和Frankia菌）之间的进化联系进行解释
7. Characterising live cell behaviour: traditional label-free and quantitative phase imaging approaches [O] . OToole Peter John, Kasprowicz Richard Mark Robert, Suman Rakesh 2017

机译：表征活细胞行为：传统的无标记和定量相位成像方法

Can the Virtual Labels Obtained by Traditional LP Approaches Be Well Encoded in WLR?

摘要

著录项

相似文献

相关主题

期刊订阅