This note presents a complete and correct theoretical analysis of the algorithms for hypothesis selection that appeared in the paper ``Practical Algorithms for On-line Selection'' of the same authors, Technical Report C-123, Dept. of Math. and Comp. Sciences, Tokyo Institute of Technology, 1998.