CASIA OpenIR  > 类脑智能研究中心
Local Laplacian Coding From Theoretical Analysis of Local Coding Schemes for Locally Linear Classification
Junbiao Pang; Lei Qin; Chunjie Zhang; Weigang Zhang; Qingming Huang; Baocai Yin
2015
发表期刊IEEE TRANSACTIONS ON CYBERNETICS
卷号45期号:12页码:2937-2947
摘要Local coordinate coding (LCC) is a framework to
approximate a Lipschitz smooth function by combining linear
functions into a nonlinear one. For locally linear classification,
LCC requires a coding scheme that heavily determines the nonlinear
approximation ability, posing two main challenges: 1) the
locality making faraway anchors have smaller influences on
current data and 2) the flexibility balancing well between the
reconstruction of current data and the locality. In this paper, we
address the problem from the theoretical analysis of the simplest
local coding schemes, i.e., local Gaussian coding and local
student coding, and propose local Laplacian coding (LPC) to
achieve the locality and the flexibility. We apply LPC into
locally linear classifiers to solve diverse classification tasks.
The comparable or exceeded performances of state-of-the-art
methods demonstrate the effectiveness of the proposed
method.
关键词Image Classification Local Coordinate Coding Local Gaussian Coding Local Laplacian Coding Local Student Coding Locally Linear Classification Nonlinear Approximation
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/15389
专题类脑智能研究中心
推荐引用方式
GB/T 7714
Junbiao Pang,Lei Qin,Chunjie Zhang,et al. Local Laplacian Coding From Theoretical Analysis of Local Coding Schemes for Locally Linear Classification[J]. IEEE TRANSACTIONS ON CYBERNETICS,2015,45(12):2937-2947.
APA Junbiao Pang,Lei Qin,Chunjie Zhang,Weigang Zhang,Qingming Huang,&Baocai Yin.(2015).Local Laplacian Coding From Theoretical Analysis of Local Coding Schemes for Locally Linear Classification.IEEE TRANSACTIONS ON CYBERNETICS,45(12),2937-2947.
MLA Junbiao Pang,et al."Local Laplacian Coding From Theoretical Analysis of Local Coding Schemes for Locally Linear Classification".IEEE TRANSACTIONS ON CYBERNETICS 45.12(2015):2937-2947.
条目包含的文件 下载所有文件
文件名称/大小 文献类型 版本类型 开放类型 使用许可
07117376.pdf(1857KB)期刊论文作者接受稿开放获取CC BY-NC-SA浏览 下载
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Junbiao Pang]的文章
[Lei Qin]的文章
[Chunjie Zhang]的文章
百度学术
百度学术中相似的文章
[Junbiao Pang]的文章
[Lei Qin]的文章
[Chunjie Zhang]的文章
必应学术
必应学术中相似的文章
[Junbiao Pang]的文章
[Lei Qin]的文章
[Chunjie Zhang]的文章
相关权益政策
暂无数据
收藏/分享
文件名: 07117376.pdf
格式: Adobe PDF
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。