by Remko Tronçon
In Proceedings of the Sixth International Workshop on Automated Debugging, AADEBUG 2005
http://www.cs.kuleuven.ac.be/~dtai/publications/files/41742.pdf
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Abstract:
We present a trace based approach for analyzing the runs of Inductive Logic Programming Data Mining systems, without needing to modify the actual implementation of the ILP mining algorithms. We discuss the use of traces as the basis for easy and fast, semi-automated debugging of the underlying (query) execution engine of the ILP system. Our approach also provides a way to monitor the behavior of queries generated by the ILP algorithm, allowing an evaluation and comparison of the impact of different execution mechanisms. The traces can be extended further, and as such be useful for visualization and monitoring of other aspects of ILP data mining systems.
Citations
|
345
|
Inductive logic programming : Theory and methods
– Muggleton, Raedt
- 1994
|
|
147
|
data mining to knowledge discovery in databases
– Fayyad, Piatetsky-Shapiro, et al.
- 1996
|
|
139
|
Theories for mutagenicity: A study of first-order and feature based induction
– Srinivasan, Muggleton, et al.
- 1996
|
|
102
|
Discovery of frequent datalog patterns
– Dehaspe, Toivonen
- 1999
|
|
90
|
Raedt. Top-down induction of first order logical decision trees
– Blockeel, De
- 1998
|
|
71
|
The Transparent Prolog Machine (TPM): An Execution Model and Graphical Debugger for Logic Programming
– Eisenstadt, Brayshaw
- 1988
|
|
68
|
Understanding the control flow of prolog programs
– Byrd
- 1980
|
|
42
|
Improving the efficiency of Inductive Logic Programming through the use of query packs
– Blockeel, Dehaspe, et al.
|
|
26
|
Coca: An automated debugger for C
– Ducassé
- 1999
|
|
22
|
An assessment of ILP-assisted models for toxicology and the PTE-3 experiment
– Srinivasan, King, et al.
- 1999
|
|
20
|
Query transformations for improving the efficiency of ILP systems
– Costa, Srinivasan, et al.
- 2002
|
|
14
|
Opium: An extendable trace analyser for prolog. The Journal of Logic programming
– Ducassé
- 1999
|
|
6
|
Generic program monitoring by trace analysis. Theory and Practice of Logic Programming
– Jahier, Ducasse
- 2002
|
|
4
|
Query optimization: Combining query packs and the once-tranformation
– Tronçon, Vandecasteele, et al.
- 2003
|
|
2
|
Fast query evaluation with (lazy) control flow compilation
– Tronçon, Janssens, et al.
- 2004
|
