Confirmation Theory - Article by Michael Huemer defending inductive inference against Hume's argument by appeal to `inference to the best explanation', contrasting his approach to those of Goodman and Hempel. - http://home.sprynet.com/~owl1/confirma.htm
Mathematical Induction - Lecture notes by Peter Suber, explaining the difference between inductive inference and mathematical induction (which is a species of deductive inference). - http://www.earlham.edu/~peters/courses/logsys/math-ind.htm
Conjectures - PhD thesis of Peter Flach, investigating the `logic of induction' from philosophical and machine-learning perspectives. - http://www.cs.bris.ac.uk/~flach/Conjectures/
The Problem of Induction - Essay by Karl Popper, arguing that there is no such thing as inductive inference. - http://dieoff.org/page126.htm