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Pregled bibliografske jedinice broj: 514635

Job Status Prediction – Catch Them Before They Fail

Grudenić, Igor; Bogunović, NIkola
Job Status Prediction – Catch Them Before They Fail // Lecture Notes in Computer Science, 6646 (2011), 3-12 doi:10.1007/978-3-642-20754-9_2 (međunarodna recenzija, članak, znanstveni)

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Naslov
Job Status Prediction – Catch Them Before They Fail

Autori
Grudenić, Igor ; Bogunović, NIkola

Izvornik
Lecture Notes in Computer Science (0302-9743) 6646 (2011); 3-12

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
Computer cluster; Job Status Prediction; Bayesian Classifier

Sažetak
Jobs in a computer cluster have several exit statuses caused by application properties, user and scheduler behavior. In this paper we analyze importance of job statuses and potential use of their prediction prior to job execution. Method for prediction of failed jobs based on Bayesian classifier is proposed and accuracy of the method is analyzed on several workloads. This method is integrated to the EASY algorithm adapted to prioritize jobs that are likely to fail. System performance for both failed jobs and the entire workload is analyzed.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA

Projekti:
036-0362980-1921 - Računalne okoline za sveprisutne raspodijeljene sustave (Srbljić, Siniša, MZO ) ( CroRIS)

Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb

Profili:

Avatar Url Igor Grudenić (autor)

Avatar Url Nikola Bogunović (autor)

Poveznice na cjeloviti tekst rada:

doi dx.doi.org

Citiraj ovu publikaciju:

Grudenić, Igor; Bogunović, NIkola
Job Status Prediction – Catch Them Before They Fail // Lecture Notes in Computer Science, 6646 (2011), 3-12 doi:10.1007/978-3-642-20754-9_2 (međunarodna recenzija, članak, znanstveni)
Grudenić, I. & Bogunović, N. (2011) Job Status Prediction – Catch Them Before They Fail. Lecture Notes in Computer Science, 6646, 3-12 doi:10.1007/978-3-642-20754-9_2.
@article{article, author = {Grudeni\'{c}, Igor and Bogunovi\'{c}, NIkola}, year = {2011}, pages = {3-12}, DOI = {10.1007/978-3-642-20754-9\_2}, keywords = {Computer cluster, Job Status Prediction, Bayesian Classifier}, journal = {Lecture Notes in Computer Science}, doi = {10.1007/978-3-642-20754-9\_2}, volume = {6646}, issn = {0302-9743}, title = {Job Status Prediction – Catch Them Before They Fail}, keyword = {Computer cluster, Job Status Prediction, Bayesian Classifier} }
@article{article, author = {Grudeni\'{c}, Igor and Bogunovi\'{c}, NIkola}, year = {2011}, pages = {3-12}, DOI = {10.1007/978-3-642-20754-9\_2}, keywords = {Computer cluster, Job Status Prediction, Bayesian Classifier}, journal = {Lecture Notes in Computer Science}, doi = {10.1007/978-3-642-20754-9\_2}, volume = {6646}, issn = {0302-9743}, title = {Job Status Prediction – Catch Them Before They Fail}, keyword = {Computer cluster, Job Status Prediction, Bayesian Classifier} }

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  • Scopus

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