High-performance knowledge extraction from data on PC-based networks of workstations

Cosimo Anglano, Attilio Giordana, Giuseppe Lo Bello

Risultato della ricerca: Capitolo in libro/report/atti di convegnoContributo a conferenzapeer review

Abstract

The automatic construction of classifiers (programs able to correctly classify data collected from the real world) is one of the major problems in pattern recognition and in a wide area related to Artificial Intelligence, including Data Mining. In this paper we present G-Net, a distributed algorithm able to infer classifiers from pre-collected data, and its implementation on PC-based Networks of Workstations (PC-NOWs). In order to effectively exploit the computing power provided by PCNOWs, G-Net incorporates a set of dynamic load distribution techniques that allow it to adapt its behavior to variations in the computing power due to resource contention. Moreover, it is provided with a fault tolerance scheme that enables it to continue its computation even if the majority of the machines become unavailable during its execution.

Lingua originaleInglese
Titolo della pubblicazione ospiteParallel and Distributed Processing - 11 th IPPS/SPDP 1999 Workshops Held in Conjunction with the 13th International Parallel Processing Symposium and 10th Symposium on Parallel and Distributed Processing, Proceedings
EditorJosé Rolim
EditoreSpringer Verlag
Pagine1131-1144
Numero di pagine14
ISBN (stampa)3540658319, 9783540658313
DOI
Stato di pubblicazionePubblicato - 1999
Evento13th International Parallel Processing Symposium, IPPS 1999 Held in Conjunction with the 10th Symposium on Parallel and Distributed Processing, SPDP 1999 - San Juan, United States
Durata: 12 apr 199916 apr 1999

Serie di pubblicazioni

NomeLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume1586
ISSN (stampa)0302-9743
ISSN (elettronico)1611-3349

???event.eventtypes.event.conference???

???event.eventtypes.event.conference???13th International Parallel Processing Symposium, IPPS 1999 Held in Conjunction with the 10th Symposium on Parallel and Distributed Processing, SPDP 1999
Paese/TerritorioUnited States
CittàSan Juan
Periodo12/04/9916/04/99

Fingerprint

Entra nei temi di ricerca di 'High-performance knowledge extraction from data on PC-based networks of workstations'. Insieme formano una fingerprint unica.

Cita questo