snehasinghania/stresnet

A TensorFlow Implementation of Deep Spatio-Temporal Residual Networks (ST-ResNet): https://arxiv.org/abs/1610.00081

stresnet's Issues

Weather data

I can not find the weather data and corresponding source codes.
However, the weather data is contained in the original paper.

reproduce the results

Hi Senhasinghuania,

Thanks for you work. Have you ever run the code with dataset used in the original paper and replicate the results?

Thanks
Lei

数据集在哪里寻找？

  老师，您好！想请问您一下，关于ST-ResNet网络的论文《Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction》中提到的两个数据集TaxiBJ和BikeNYC在哪里下载？期待您的早日回复，万分感谢!  

'outputs' is not used in moduls.py at line 23

'outputs' is not used in moduls.py at line 23

# perform a 2D convolution
outputs = tf.layers.conv2d(outputs, filters, kernel_size, strides, padding="SAME", name="conv1", reuse=reuse)          
# use layernorm before applying convolution
outputs = tf.contrib.layers.layer_norm(inputs, scope="layernorm2", reuse=reuse)

Should we replace 'inputs' with 'outputs' at line 25?

How to acquire the dataset？

Thank you.

Wrong type of multiplication in function Fusion,

Hello,

I was using this code as inspiration as I am building my own, to see what functions and keras libraries to use. When multiplying close_output with the weights matrix, you used matmul which is a standard matrix multiplication when the paper used 'Hadamard product (i.e., element-wise multiplication)'.

I believe tf.keras.layers.Multiply should be used intead.

Thank you for providing this code and I hope this helps :)