The learning shell : Automated macro construction

Nico Jacobs and Hendrik Blockeel. In M. Bauer and P. Gmytrasiewicz, editors, Proceedings of the 8th International Conference on User Modeling (UM 2001), volume 2109 of Lecture Notes in Artificial Intelligence, pages 34--43. Springer-Verlag, July 2001. More behind this link.

Abstract

By analysing sequences of actions performed by a user, one can find frequent subsequences that can be suggested as macro (script) definitions. However, often these `actions' have additional features. In this paper we combine an algorithm to detect frequent subsequences with an inductive logic programming system to automatically generate for each frequent subsequence the most specific `template' for these additional features that is consistent with the observed frequent subsequences. The resulting system is implemented and used in an application where we automatically generate macros from logs of the use of a Unix command shell.

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N Jacobs, nico@cs.kuleuven.ac.be,