Glia-augmented artificial neural networks: foundations and applications

Information processing in the human brain has always been considered as a source of inspiration in Artificial Intelligence; in particular, it has led researchers to develop different tools such as artificial neural networks. Recent findings in Neurophysiology provide evidence that not only neurons but also isolated and networks of astrocytes are responsible for processing information in the human brain. Artificial neural net- works (ANNs) model neuron-neuron communications. Artificial neuron-glia networks (ANGN), in addition to neuron-neuron communications, model neuron-astrocyte con- nections. In continuation of the research on ANGNs, first we propose, and evaluate a model of adaptive neuro fuzzy inference systems augmented with artificial astrocytes. Then, we propose a model of ANGNs that captures the communications of astrocytes in the brain; in this model, a network of artificial astrocytes are implemented on top of a typical neural network. The results of the implementation of both networks show that on certain combinations of parameter values specifying astrocytes and their con- nections, the new networks outperform typical neural networks. This research opens a range of possibilities for future work on designing more powerful architectures of artificial neural networks that are based on more realistic models of the human brain.

Perceptions of Social Supports and Services for Intimate Partner Violence Victims

Intimate partner violence (IPV) is a complex issue. The present study explored how media exposure to female and male victims of IPV affected participants’ support for both groups. It was hypothesized that female victims would be supported more than male victims and that presenting stimuli that drew attention to male victims would not decrease support for female victims. Participants were presented with one of three posters, drawing attention to male victims, female victims, or both. A questionnaire was then used to assess perceptions of support for IPV victims, which was completed by 121 participants. Results indicated that females were supported more than males and that drawing attention to male victims did not decrease participants’ support for female victims. An exploratory analysis also revealed that women, overall, have high support for all victims, while men’s level of support changed depending on the type of information to which they were exposed.