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|Title:||Stimulus dependent habituation in a bottom - Up brain inspired model of learning and memory||Authors:||Ramanathan, K.
|Issue Date:||2012||Citation:||Ramanathan, K.,Battacharya, M.,Vadakkepat, P. (2012). Stimulus dependent habituation in a bottom - Up brain inspired model of learning and memory. Proceedings of the International Joint Conference on Neural Networks : -. ScholarBank@NUS Repository. https://doi.org/10.1109/IJCNN.2012.6252832||Abstract:||This paper explores how stimulus-dependent habituation can be integrated to modulate a cognitively inspired bottom up learning model of semantic representation. We first describe the equations governing habituation and associative habituation and describe how to integrate it to a bottom up hierarchical habituation model. Habituation is used to modulate the weights between the parent and children in the hierarchy. We investigate the behavior of habituation in the hierarchy, the properties of habituation and recovery in the model and show that while habituation has no detrimental effect on clustering, it reduces the number of neurons required for representation and therefore propose it as an important component of cognitively inspired memory systems. © 2012 IEEE.||Source Title:||Proceedings of the International Joint Conference on Neural Networks||URI:||http://scholarbank.nus.edu.sg/handle/10635/71869||ISBN:||9781467314909||DOI:||10.1109/IJCNN.2012.6252832|
|Appears in Collections:||Staff Publications|
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