PDF Publication Title:
Text from PDF Page: 119
Fig. 4. Deep learning CNN model The previous models can be combined in a single model as presented in Fig. 5. In this combined model, the final tensor of several chained CNNs is reshaped into a matrix that can act as the input to an RNN (LSTM network). To reshape the tensor as a matrix we keep the dimension associated with the filter’s action unchanged, performing a flattening on the other two dimensions, to finally reach a matrix shape. The values produced by the filters of the last CNN will be the equivalent of feature vectors, and the flattened vector produced by the reshaping operation will act as the time dimension needed by the LSTM layer. Fig. 5. Combination of CNN and single-layer RNN Finally, the model introduced in Fig. 6 is similar to the previous model with the inclusion of an additional LSTM layer. When several LSTM layers are concatenated, the LSTM behavior is Doctoral Thesis: Novel applications of Machine Learning to NTAP - 117PDF Image | Novel applications of Machine Learning to Network Traffic Analysis
PDF Search Title:
Novel applications of Machine Learning to Network Traffic AnalysisOriginal File Name Searched:
456453_1175348.pdfDIY PDF Search: Google It | Yahoo | Bing
Cruise Ship Reviews | Luxury Resort | Jet | Yacht | and Travel Tech More Info
Cruising Review Topics and Articles More Info
Software based on Filemaker for the travel industry More Info
The Burgenstock Resort: Reviews on CruisingReview website... More Info
Resort Reviews: World Class resorts... More Info
The Riffelalp Resort: Reviews on CruisingReview website... More Info
CONTACT TEL: 608-238-6001 Email: greg@cruisingreview.com (Standard Web Page)