A Logical Framework for Frequent Pattern Discovery in Spatial Data

13 years 5 months ago

Download www.aaai.org

Inrecenttimes,severalextensionsofdataminingmethods andtechniqueshavebeenexploredaimingatdealingwith advanceddatabases.Manypromisingapplicationsof inductivelogicprogramming(ILP)toknowledgediscovery indatabaseshavealsoemergedinordertobenefitfrom semanticsandinferencerulesoffirst-orderlogic.Inthis paper,anILPframeworkforfrequentpatterndiscoveryin spatialdataispresented.Thepatterndiscoveryalgorithm operatesonfirst-orderlogicdescriptionscomputedbyan initialstepoffeatureextractionfromaspatialdatabase.The algorithmbenefitsoftheavailablebackgroundknowledge onthespatialdomainandsystematicallyexploresthe hierarchical structure of task-relevantgeographiclayers. Preliminary results have beenobtained by running the algorithmSPADAonspatial data froman Italian province.

Donato Malerba, Floriana Esposito, Francesca A. Li

Real-time Traffic

Artificial Intelligence | FLAIRS 2001 | Froman Italian Province | Hierarchical Structure | Semanticsandinferencerulesoffirst-orderlogic.Inthis Paper |

claim paper

» Finding Frequent Patterns in a Large Sparse Graph

» Discovery of Frequent Distributed Event Patterns in Sensor Networks

» A Framework for Regional Association Rule Mining in Spatial Datasets

» Discovery of Frequent DATALOG Patterns

» Scrutinizing Frequent Pattern Discovery Performance

» MultiDimensional Relational Sequence Mining

» From frequent itemsets to semantically meaningful visual patterns

» Discovery of Geospatial Discriminating Patterns from Remote Sensing Datasets

Post Info
More Details (n/a)

Added	31 Oct 2010
Updated	31 Oct 2010
Type	Conference
Year	2001
Where	FLAIRS
Authors	Donato Malerba, Floriana Esposito, Francesca A. Lisi

Comments (0)

Sciweavers

A Logical Framework for Frequent Pattern Discovery in Spatial Data

Artificial Intelligence | FLAIRS 2001 | Froman Italian Province | Hierarchical Structure | Semanticsandinferencerulesoffirst-orderlogic.Inthis Paper |

Explore & Download

Productivity Tools

Document Tools

Image Tools

Sciweavers