Polynomial-Computable Representation of Neural Networks in Semantic Programming

Dialogue Act Semantic Representation and Classification Using Recurrent Neural Networks

In this work, we present a model that incorporates Dialogue Act (DA) semantics in the framework of Recurrent Neural Networks (RNNs) for DA classification. Specifically, we propose a novel scheme for automatically encoding DA semantics via the extraction of salient keywords that are representative of the DA tags. The proposed model is applied to the Switchboard corpus and achieves 1.7% (absolute...

Prediction of Blasting Cost in Limestone Mines Using Gene Expression Programming Model and Artificial Neural Networks

The use of blasting cost (BC) prediction to achieve optimal fragmentation is necessary in order to control the adverse consequences of blasting such as fly rock, ground vibration, and air blast in open-pit mines. In this research work, BC is predicted through collecting 146 blasting data from six limestone mines in Iran using the artificial neural networks (ANNs), gene expression programming (G...

Solving Linear Semi-Infinite Programming Problems Using Recurrent Neural Networks

‎Linear semi-infinite programming problem is an important class of optimization problems which deals with infinite constraints‎. ‎In this paper‎, ‎to solve this problem‎, ‎we combine a discretization method and a neural network method‎. ‎By a simple discretization of the infinite constraints,we convert the linear semi-infinite programming problem into linear programming problem‎. ‎Then‎, ‎we use...

Knowledge Representation in Neural Networks

Recall the earlier definition of intelligence as doing the right thing at the right time, as judged by an outside human observer. As a key facilitator of intelligence, knowledge can then be defined as background information or general understanding (of a variety of domains) that enhances the ability to act intelligently, where domains include the natural, social, and even virtual worlds, as wel...

Computable Bounds for Polynomial Ergodicity