End-to-End Feature-Aware Label Space Encoding for Multilabel Classification With Many Classes

IEEE Transactions on Neural Networks and Learning Systems
Zijia LinLing Shao

Abstract

To make the problem of multilabel classification with many classes more tractable, in recent years, academia has seen efforts devoted to performing label space dimension reduction (LSDR). Specifically, LSDR encodes high-dimensional label vectors into low-dimensional code vectors lying in a latent space, so as to train predictive models at much lower costs. With respect to the prediction, it performs classification for any unseen instance by recovering a label vector from its predicted code vector via a decoding process. In this paper, we propose a novel method, namely End-to-End Feature-aware label space Encoding (E2FE), to perform LSDR. Instead of requiring an encoding function like most previous works, E2FE directly learns a code matrix formed by code vectors of the training instances in an end-to-end manner. Another distinct property of E2FE is its feature awareness attributable to the fact that the code matrix is learned by jointly maximizing the recoverability of the label space and the predictability of the latent space. Based on the learned code matrix, E2FE further trains predictive models to map instance features into code vectors, and also learns a linear decoding matrix for efficiently recovering the label vector of ...Continue Reading

References

Apr 4, 2009·IEEE Transactions on Neural Networks·Mingqing HuJames Tin-Yau Kwok
May 19, 2012·Neural Computation·Farbound Tai, Hsuan-Tien Lin
May 9, 2014·IEEE Transactions on Neural Networks and Learning Systems·Yong LuoYonggang Wen
May 9, 2014·IEEE Transactions on Neural Networks and Learning Systems·Chun-Sung Ferng, Hsuan-Tien Lin
Oct 8, 2014·IEEE Transactions on Neural Networks and Learning Systems·Francisco CharteFrancisco Herrera
Nov 25, 2014·IEEE Transactions on Neural Networks and Learning Systems·Wei Bi, James T Kwok
Nov 25, 2014·IEEE Transactions on Neural Networks and Learning Systems·Shizhi ChenYingli Tian
Dec 30, 2014·IEEE Transactions on Neural Networks and Learning Systems·Qingyao WuShen-Shyang Ho
Jan 13, 2015·IEEE Transactions on Neural Networks and Learning Systems·Jianxin Wu, Hao Yang
Mar 10, 2015·IEEE Transactions on Neural Networks and Learning Systems·Raghvendra Mall, Johan A K Suykens
Apr 17, 2015·IEEE Transactions on Neural Networks and Learning Systems·Dimitrios BouzasAnastasios Tefas
May 9, 2015·IEEE Transactions on Neural Networks and Learning Systems·Zhihui LaiDavid Zhang
Aug 5, 2015·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Xueming QianJunwei Han
Oct 7, 2015·IEEE Transactions on Neural Networks and Learning Systems·Lingfeng WangChunhong Pan
Nov 4, 2015·IEEE Transactions on Neural Networks and Learning Systems·Xiaochun CaoQi Tian
Nov 17, 2015·IEEE Transactions on Neural Networks and Learning Systems·Dingwen ZhangLing Shao
Dec 2, 2015·IEEE Transactions on Neural Networks and Learning Systems·Jonathan Ortigosa-HernandezJose A Lozano
Sep 14, 2016·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society· Guiguang Ding Yue Gao
Nov 17, 2016·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society· Xiaoqiang Lu Xuelong Li

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