The connections between layers can be reduced.  The minimum number of connections is one per node and the maximum is that produced by fully connecting the two adjacent layers of nodes.  In this neural network the input layer has six nodes and the first hidden layer has five nodes.  The fully connected neural network would have thirty connections between the input and the first hidden layer.  The connections could be reduced to any number between six and thirty.