On April 12, 1865 Lieutenant John Lafferty and a detachment of Native Cavalry, encountered the outlaw John Mason far to the southwest of the camp at the head of the Great Panoche Valley.
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In collaboration with John Lafferty and Fernando Pereira, McCallum developed conditional random fields, first described in a paper presented at the International Conference on Machine Learning (ICML).