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This dictionary looks like it's the index of The Algorithm Design Manual by Skiena: http://www.amazon.com/Algorithm-Design-Manual-Steve-Skiena/d...

I was thinking the same thing. The catalog of algorithms at the end of the book is indispensable.

This site does seem to cover a much broader range of algorithms though.