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D. Pedreschi

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IS Journal 2005 Journal Article

ExAnte: A Preprocessing Method for Frequent-Pattern Mining

  • F. Bonchi
  • F. Giannotti
  • A. Mazzanti
  • D. Pedreschi

Our main research objective is to define a data mining query language, supported by a system that can optimize constraint-based data mining queries. We have invented ExAnte, a simple yet effective preprocessing technique for frequent-pattern mining. ExAnte exploits constraints to dramatically reduce the analyzed data to those containing patterns of interest. This data reduction, in turn, induces a strong reduction of the candidate patterns' search space, thus supporting substantial performance improvements in subsequent mining.

Details DOI

I&C Journal 1993 Journal Article

Reasoning about Termination of Pure Prolog Programs

  • K.R. Apt
  • D. Pedreschi

We provide a theoretical basis for studying termination of (general) logic programs with the Prolog selection rule. To this end we study the class of left terminating programs. These are logic programs that terminate with the Prolog selection rule for all ground goals. We offer a characterization of left terminating positive programs by means of the notion of an acceptable program that provides us with a practical method of proving termination. The method is illustrated by giving a simple proof of termination of the quicksort program for the desired class of goals. Then we extend this approach to the class of general logic programs by modifying the concept of acceptability. We prove that acceptable general programs are left terminating. The converse implication does not hold but we show that under the assumption of non-floundering from ground goals every left terminating general program is acceptable. Finally, we prove that various ways of defining semantics coincide for acceptable general programs. We illustrate the use of this extension by giving simple proofs of termination of a "game" program and the transitive closure program for the desired class of goals.

Details DOI
v2026.09.13