82 results about "General algorithm" patented technology

The invention discloses a message anomaly detection method based on deep learning. According to the method, firstly, data is preprocessed into a two-dimensional matrix form, and in order to reduce anoverfitting phenomenon easily occurring in a general algorithm model, a shuffle function is used for randomly disturbing the data to prevent local optimum, so that the model is easier to converge; then effective features are learned from the preprocessed data by using a convolutional neural network (CNN), and finally classification processing is performed on the obtained vectors through a supportvector machine (SVM) classifier. According to the method, the advantage of high-dimensional learning of the convolutional neural network of deep learning is utilized to learn the effective features ofthe network transmission message; the model provided by the invention is subjected to experimental verification on a Beijing University data set and is subjected to experimental comparison with othertwo models with better effects verified on the data set, experiments prove that the accuracy and the stability are greatly improved, and the training and testing time consumption is obviously reduced.