ShapeWordNet: An Interpretable Shapelet Neural Network for Physiological Signal Classification

Patchnet: Interpretable Neural Networks for Image Classification

The ability to visually understand and interpret learned features from complex predictive models is crucial for their acceptance in sensitive areas such as health care. To move closer to this goal of truly interpretable complex models, we present PatchNet, a network that restricts global context for image classification tasks in order to easily provide visual representations of learned texture ...

An Interpretable Lstm Neural Network for Autoregressive Exogenous Model

In this paper, we propose an interpretable LSTM recurrent neural network, i.e., multi-variable LSTM for time series with exogenous variables. Currently, widely used attention mechanism in recurrent neural networks mostly focuses on the temporal aspect of data and falls short of characterizing variable importance. To this end, our multi-variable LSTM equipped with tensorized hidden states is dev...

An Improved Fuzzy Neural Network for Solving Uncertainty in Pattern Classification and Identification

Dealing with uncertainty is one of the most critical problems in complicatedpattern recognition subjects. In this paper, we modify the structure of a useful UnsupervisedFuzzy Neural Network (UFNN) of Kwan and Cai, and compose a new FNN with 6 types offuzzy neurons and its associated self organizing supervised learning algorithm. Thisimproved five-layer feed forward Supervised Fuzzy Neural Netwo...

Neural network adaptive wavelets for signal representation and classification

An Immune Neural Network Used for Classification

Based on analyzing the immune phenomena in nature and utilizing performances of ANN, a novel network model, i.e., an immune neural network (INN), is proposed which integrates the immune mechanism and the function of neural information processing. The learning algorithm of INN is mainly about the selection of an excitation function and an adaptive algorithm of the network. This model makes it ea...