References: [1] Ciresan, D., Meier, U., Gambardella, L., Schmidhuber, J. (2010). Deep Big Simple Neural Nets Excel on Handwritten Digit Recognition, Neural Computation, Vol. 22, MIT, USA. [2] Cire_an, D., Meier, U., Schmidhuber, J. (2012). Multi-column Deep Neural Networks for Image Classification, Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference, DOI: 10.1109/CVPR.2012.6248110, IEEE, 2012. [3] Sato, I., Nishimura, H., Yokoi, K. (2015). APAC: Augmented Pattern Classification with Neural Networks, https://arxiv.org/abs/1505.03229, 2015. [4] Chang, J.-R., Chen, Y.-S. (2015). Batch-normalized Maxout Network in Network, https://arxiv.org/abs/1511.02583, 2015. [5] Chen-Yu, L., Gallagher, P., Zhuowen, T. (2015). Generalizing Pooling Functions in Convolutional Neural Networks: Mixed, Gated, and Tree, https://arxiv.org/abs/1509.08985. [6] Abadi, M., Agarwal, A., et. al. (2016). TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems, arXiv:1603.04467v2. [7] Basit, N., Zhang, Y., Wu, H., Liu, H., Bin, J., He, Y., Hendawi, A. (2016). MapReduce-based deep learning with handwritten digit recognition case study, Big Data (Big Data), 2016 IEEE International Conference, DOI: 10.1109/BigData.2016.7840783, IEEE. [8] http://yann.lecun.com/exdb/mnist/ |