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J-GLOBAL ID:201702235966380547   Reference number:17A0690303

低ランク近似を用いた深層学習の行列積の高速化

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Volume: 2017  Issue: HPC-158  Page: Vol.2017-HPC-158,No.24,1-7 (WEB ONLY)  Publication year: Mar. 01, 2017
JST Material Number: U0451A  Document type: Proceedings
Article type: 原著論文  Country of issue: Japan (JPN)  Language: JAPANESE (JA)
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Numerical computation 
Reference (25):
  • Krizhevsky, A., Sutskever, I. and Hinton, G. E.: ImageNet Classification with Deep Convolutional Neural Networks, Advances in Neural Information Processing Systems 25 (Bartlett, P., Pereira, F., Burges, C., Bottou, L. and Weinberger, K., eds.), pp. 1106-1114 (online), available from (2012).
  • Russakovsky, O., Deng, J., Su, H., Krause, J., Satheesh, S., Ma, S., Huang, Z., Karpathy, A., Khosla, A., Bernstein, M., Berg, A. C. and Fei-Fei, L.: ImageNet Large Scale Visual Recognition Challenge, International Journal of Computer Vision (IJCV), Vol. 115, No. 3, pp. 211-252 (online), DOI: 10.1007/s11263-015-0816-y (2015).
  • Simonyan, K. and Zisserman, A.: Very Deep Convolutional Networks for Large-Scale Image Recognition, CoRR, Vol. abs/1409.1556 (2014).
  • Szegedy, C., Liu, W., Jia, Y., Sermanet, P., Reed, S., Anguelov, D., Erhan, D., Vanhoucke, V. and Rabinovich, A.: Going Deeper with Convolutions, Computer Vision and Pattern Recognition (CVPR), (online), available from (2015).
  • He, K., Zhang, X., Ren, S. and Sun, J.: Deep Residual Learning for Image Recognition, CoRR, Vol. abs/1512.03385 (online), available from (2015).
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