Unsupervised networks doesn't work by teaching (correspondance between desired output and computed output) but by data organization.
Competitive networks imply a competition between output neurons. Only winner neuron is modified in order to better caraterize current input.
Kohonen, Neural Gas, Growing Neural Gas and KMeans networks are based on competitive algorithm.