Découverte des soft-skypatterns avec une approche PPC

Willy Ugarte; Patrice Boizumault; Samir Loudni; Bruno Crémilleux; Alban Lepailleur

Découverte des soft-skypatterns avec une approche PPC

Translated title of the contribution: Discovery of soft-skypatterns with constraint programming approach

Willy Ugarte
, Patrice Boizumault
, Samir Loudni
, Bruno Crémilleux
, Alban Lepailleur

University of Caen Basse-Normandie
University of Caen

Research output: Contribution to journal › Conference article › peer-review

Abstract

Within the pattern mining area, skypatterns enable to express a user-preference point of view according to the domination relation. In this paper, we deal with the introduction of softness in the skypattern mining problem. We show how softness can provide convenient patterns that would be missed otherwise. Then, thanks to Constraint Programming, we propose an efficient method to mine skypatterns as well as soft ones. Finally, we show the relevance of our approach through a case study in chemoinformatics for discovering toxicophores.

Translated title of the contribution	Discovery of soft-skypatterns with constraint programming approach
Original language	French
Pages (from-to)	217-228
Number of pages	12
Journal	Revue des Nouvelles Technologies de l'Information
Volume	E.24
State	Published - 2013
Externally published	Yes
Event	13emes Journees Francophones sur l'Extraction et la Gestion des Connaissances, EGC 2013 - 13th French-Speaking Conference on Knowledge Discovery and Management, EGC 2013 - Toulouse, France Duration: 29 Jan 2013 → 1 Feb 2013

Cite this

@article{5080d692f6cc441eaa88d3107f59f674,

title = "D{\'e}couverte des soft-skypatterns avec une approche PPC",

abstract = "Within the pattern mining area, skypatterns enable to express a user-preference point of view according to the domination relation. In this paper, we deal with the introduction of softness in the skypattern mining problem. We show how softness can provide convenient patterns that would be missed otherwise. Then, thanks to Constraint Programming, we propose an efficient method to mine skypatterns as well as soft ones. Finally, we show the relevance of our approach through a case study in chemoinformatics for discovering toxicophores.",

author = "Willy Ugarte and Patrice Boizumault and Samir Loudni and Bruno Cr{\'e}milleux and Alban Lepailleur",

year = "2013",

language = "Franc{\'e}s",

volume = "E.24",

pages = "217--228",

journal = "Revue des Nouvelles Technologies de l'Information",

issn = "1764-1667",

note = "13emes Journees Francophones sur l'Extraction et la Gestion des Connaissances, EGC 2013 - 13th French-Speaking Conference on Knowledge Discovery and Management, EGC 2013 ; Conference date: 29-01-2013 Through 01-02-2013",

}

TY - JOUR

T1 - Découverte des soft-skypatterns avec une approche PPC

AU - Ugarte, Willy

AU - Boizumault, Patrice

AU - Loudni, Samir

AU - Crémilleux, Bruno

AU - Lepailleur, Alban

PY - 2013

Y1 - 2013

N2 - Within the pattern mining area, skypatterns enable to express a user-preference point of view according to the domination relation. In this paper, we deal with the introduction of softness in the skypattern mining problem. We show how softness can provide convenient patterns that would be missed otherwise. Then, thanks to Constraint Programming, we propose an efficient method to mine skypatterns as well as soft ones. Finally, we show the relevance of our approach through a case study in chemoinformatics for discovering toxicophores.

AB - Within the pattern mining area, skypatterns enable to express a user-preference point of view according to the domination relation. In this paper, we deal with the introduction of softness in the skypattern mining problem. We show how softness can provide convenient patterns that would be missed otherwise. Then, thanks to Constraint Programming, we propose an efficient method to mine skypatterns as well as soft ones. Finally, we show the relevance of our approach through a case study in chemoinformatics for discovering toxicophores.

UR - https://www.scopus.com/pages/publications/84877277949

M3 - Artículo de la conferencia

AN - SCOPUS:84877277949

SN - 1764-1667

VL - E.24

SP - 217

EP - 228

JO - Revue des Nouvelles Technologies de l'Information

JF - Revue des Nouvelles Technologies de l'Information

T2 - 13emes Journees Francophones sur l'Extraction et la Gestion des Connaissances, EGC 2013 - 13th French-Speaking Conference on Knowledge Discovery and Management, EGC 2013

Y2 - 29 January 2013 through 1 February 2013

ER -

Découverte des soft-skypatterns avec une approche PPC

Abstract

Other files and links

Fingerprint

Cite this