Receptive field optimisation and supervision of a fuzzy spiking neural network.

This paper presents a supervised training algorithm that implements fuzzy reasoning on a spiking neural network. Neuron selectivity is facilitated using receptive fields that enable individual neurons to be responsive to certain spike train firing rates and behave in a similar manner as fuzzy membership functions. The connectivity of the hidden and output layers in the fuzzy spiking neural network (FSNN) is representative of a fuzzy rule base.

An STDP training algorithm for a spiking neural network with dynamic threshold neurons.

This paper proposes a supervised training algorithm for Spiking Neural Networks (SNNs) which modifies the Spike Timing Dependent Plasticity (STDP)learning rule to support both local and network level training with multiple synaptic connections and axonal delays. The training algorithm applies the rule to two and three layer SNNs, and is benchmarked using the Iris and Wisconsin Breast Cancer (WBC) data sets. The effectiveness of hidden layer dynamic threshold neurons is also investigated and results are presented.

SWAT: a spiking neural network training algorithm for classification problems.

This paper presents a synaptic weight association training (SWAT) algorithm for spiking neural networks (SNNs). SWAT merges the Bienenstock-Cooper-Munro (BCM) learning rule with spike timing dependent plasticity (STDP). The STDP/BCM rule yields a unimodal weight distribution where the height of the plasticity window associated with STDP is modulated causing stability after a period of training.

Effect of streptozotocin diabetes on development of nitrosamine-induced pancreatic carcinoma when diabetes induction occurs after nitrosamine exposure.

Diabetes mellitus has been suggested as a possible risk factor for the development of pancreatic cancer in humans. Previous studies in our laboratory have shown, however, that streptozotocin (STZ) diabetes inhibits the development of cancer of the exocrine pancreas in hamsters when STZ is administered prior to treatment with the pancreatic carcinogen N-nitrosobis(2-oxopropyl)amine (BOP). It has been reported by others that the concurrent administration of BOP and STZ enhances pancreatic carcinogenesis in hamsters.

Mechanism of prevention of development of N-nitrosobis(2-oxopropyl)amine induced pancreatic carcinoma by a protein-free diet in hamsters.

It has been shown that feeding a protein-free diet prior to injection of N-nitrosobis(2-oxopropyl)amine (BOP) can inhibit the development of pancreatic carcinoma in the hamster. The purpose of this study was to determine whether this inhibition is due to a direct effect on the pancreas or to a systemic mechanism. Pancreas transplantation was used to create four groups of two-pancreas hamsters (Group 1: protein-containing diet donor/protein-containing diet host; Group 2: protein-containing diet donor/protein-free diet host; Group 3: protein-free diet donor/protein-containing diet host; Group 4: protein-free diet donor/protein-free diet host).