Clustering Performance Analysis of Autoencoder with Skip Connection |
Jo, In-su
(단국대학교 컴퓨터공학부)
Kang, Yunhee (백석대학교 ICT학부) Choi, Dong-bin (단국대학교 컴퓨터공학부) Park, Young B. (단국대학교 소프트웨어학과) |
1 | C. Ding and X. He. "K-means clustering and principal component analysis." ICML, 2004. |
2 | R. Raskin and H. Terry, "A principal components analysis of the Narcissistic Personality Inventory and further evidence of its construct validlity," Journal of Personality and Social Psychology, Vol.54, pp.890-902, 1988. DOI |
3 | van der Maaten, L. and Hinton, G. "Visualizing data using t-sne," Journal of Machine Learning Research, Vol.9, 2008. |
4 | G. E. Hinton and S. T. Roweis. "Stochastic Neighbor Embedding," In Advances in Neural Information Processing Systems, Vol.15, pp.833-840, Cambridge, MA, USA, 2002. The MIT Press. |
5 | X., Peng, J. Feng, J. Lu, W. Y. Yau, and Z. Yi, "Cascade subspace clustering," In: AAAI Conference on Artificial Intelligence (AAAI). pp.2478-2484, 2017. |
6 | X. Peng, S. Xiao, J. Feng, W.Y. Yau, and Z. Yi, "Deep subspace clustering with sparsity prior," In: International Joint Conference on Artificial Intelligence (IJCAI), 2016. |
7 | J. Xie, R. Girshick, and A. Farhadi, "Unsupervised deep embedding for clustering analysis," In: International Conference on Machine Learning (ICML) (2016). |
8 | H. Liu, R. Xiong, J. Zhang, and W. Gao, "Image denoising viaadaptive soft-thresholding based on non-local samples," in 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015, pp.484-492. |
9 | F. Chen, L. Zhang, and H. Yu, "External patch prior guided internal clustering for image denoising," in 2015 IEEE International Conference on Computer Vision (ICCV), pp.603-611, 2015. |
10 | R. Timofte, V. D. Smet, and L. J. V. Gool, "A+: adjusted anchored neighborhood regression for fast superresolution," in Proc. Asian Conf. Comp. Vis., pp.111-126, 2014. |
11 | J. Yang, Z. Lin, and S. Cohen, "Fast image super-resolution based on in-place example regression," in 2013 IEEE Conference on Computer Vision and Pattern Recognition, pp.1059-1066, 2013. |
12 | M. A. Kramer, "Autoassociative neural networks," Computers & Chemical Engineering, Vol.16, No.4, pp.313-328, 1992. DOI |
13 | Xiao-Jiao Mao, Chunhua Shen, and Yu-Bin Yang, "Image restoration using convolutional autoencoders with symmetric skip connections," CoRR, abs/1606.08921, 2016a. |
14 | J. Long, E. Shelhamer, and T. Darrell, "Fully convolutional networks for semantic segmentation," In Computer Vision and Pattern Recognition, 2015. |
15 | K. He, X. Zhang, S. Ren, and J. Sun, "Deep residual learning for image recognition," In Computer Vision and Pattern Recognition, 2016 |
16 | Jeonghyeon Lee, "Problems with Chinese Ideographs Search in Unicode and Solutions to Them," Informatization Policy, Vol.19, No.3, pp.50-63, 2012. |
17 | H. Xiao, K. Rasul, and R. Vollgraf. Fashion-mnist: "a novel image dataset for benchmarking machine learning algorithms," arXiv preprint arXiv:1708.07747, 2017. |
18 | P. Vincent, H. Larochelle, Y. Bengio, P. A. Manzagol, "Extracting and composing robust features with denoising autoencoders," In: International Conference on Machine learning, pp.1096-1103, 2008. |
19 | K. He, G. Gkioxari, P. Dollar, and R. Girshick, "Mask r-cnn," arXiv:1703.06870, 2017. |
20 | G. Montufar, R. Pascanu, K. Cho, and Y. Bengio, "On the number of linear regions of deep neural networks," In Neural Information Processing Systems, 27, 2014. |
21 | P. Grother, "NIST special database 19 handprinted forms and characters database," National Institute of Standards and Technology, 1995. |
22 | Hochreiter, S. "The vanishing gradient problem during learning recurrent neural nets and problem solutions," International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, Vol.6, No.2, pp.107-116, 1998. DOI |
23 | X. Huo, X. Liu, E. Zheand and J. Yin, "Deep Clustering with Convolutional auto-encoders, International Conference on Neural Information Processing, pp.373-382, 2017. |
24 | P. Ji, T. Zhang, H. Li, M. Salzmann, and I. Reid, "Deep subspace clustering networks," in Neural Information Processing Systems, QC, Canada, pp.24-33, Dec. 2017. |
25 | S. Yang, W. Zhu, and Y. Zhu, "Residual encoder-decoder network for deep subspace clustering," arXiv:1910.05569, 2019, [online] Available: https://arxiv.org/abs/1910.05569 |