COMBINING MULTI-CLASS MAXIMUM MARGIN CLASSIFICATION WITH LINEAR DISCRIMINANT ANALYSIS FOR HUMAN ACTION RECOGNITION

机译：结合多级最大保证金分类，对人类行动认可线性判别分析

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In this paper, a new multi-class classification method is proposed and evaluated in the problem of human action recognition in unconstrained environments. The proposed method exploits both the maximum margin property of multi-class Support Vector Machines and Linear Discriminant Analysis-based discrimination. Experiments indicate that by exploiting such discriminant information in a multi-class maximum margin framework, classification performance can be enhanced, leading to state-of-the-art performance in human action recognition.

机译：本文提出了一种新的多级分类方法，并在无约束环境中的人类行动识别问题中评估。该方法利用多级支持向量机和基于线性判别分析的歧视的最大边缘特性。实验表明，通过利用在多级最大保证金框架中的这种判别信息，可以提高分类性能，从而导致人类行动识别中的最先进的性能。

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《IEEE International Conference on Image Processing》|2016年|3857-4512p|共5页
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Alexandros Iosifidis; Moncef Gabbouj;
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中图分类 TP391.41-53;
关键词
Maximum Margin Classification; Linear Discriminant Analysis; Multi-class Support Vector Machine;

机译：最大保证金分类;线性判别分析;多级支持向量机;

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1. Intent recognition of torso motion using wavelet transform feature extraction and linear discriminant analysis ensemble classification [J] . Kadrolkar Abhijit, Sup Frank C. Biomedical signal processing and control . 2017,第sepa期

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2. Combining Fuzzy Vector Quantization With Linear Discriminant Analysis for Continuous Human Movement Recognition [J] . Gkalelis N., Tefas A., Pitas I. IEEE Transactions on Circuits and Systems for Video Technology . 2008,第11期

机译：模糊矢量量化与线性判别分析相结合的连续人体运动识别
3. Discriminant feature extraction for image recognition using complete robust maximum margin criterion [J] . Xiaobo Chen, Yingfeng Cai, Long Chen, Machine Vision and Applications . 2015,第7a8期

机译：使用完全鲁棒的最大余量准则进行鉴别特征提取以进行图像识别
4. Combining multi-class maximum margin classification with linear discriminant analysis for human action recognition [C] . Alexandros Iosifidis, Moncef Gabbouj IEEE International Conference on Image Processing . 2016

机译：将多类别最大余量分类与线性判别分析相结合以进行人类动作识别
5. Human Activity Recognition by L1-Norm Linear Discriminant Analysis of Radar Micro-Doppler Signatures [D] . ?Zlotnikov, Sivan 2020

机译：雷达微多普勒签名的L1-NAR NACL线性判别分析的人类活动识别
6. A Feature Extraction Method Based on Differential Entropy and Linear Discriminant Analysis for Emotion Recognition [O] . Dong-Wei Chen, Rui Miao, Wei-Qi Yang, 2019

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7. Multi-class Classification of EEG Activities to Explore a Virtual City-Linear Discriminant Analysis- [O] . Hideaki Touyama, Michitaka Hirose 2007

机译：EEG活动的多级分类探索虚拟城市线性判别分析 -

COMBINING MULTI-CLASS MAXIMUM MARGIN CLASSIFICATION WITH LINEAR DISCRIMINANT ANALYSIS FOR HUMAN ACTION RECOGNITION

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