Hunting the unknown: White-box database leakage detection

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Samenvatting

Data leakage causes significant losses and privacy breaches worldwide. In this paper we present a white-box data leakage detection system to spot anomalies in database transactions. We argue that our approach represents a major leap forward w.r.t. previous work because: i) it significantly decreases the False Positive Rate (FPR) while keeping the Detection Rate (DR) high; on our experimental dataset, consisting of millions of real enterprise transactions, we measure a FPR that is orders of magnitude lower than in state-of-the-art comparable approaches; and ii) the white-box approach allows the creation of self-explanatory and easy to update profiles able to explain why a given query is anomalous, which further boosts the practical applicability of the system.
Originele taal-2Engels
TitelData and Applications Security and Privacy XXVIII (28th Annual IFIP WG 11.3 Working Conference, DBSec 2014, Vienna, Austria, July 14-16, 2014)
RedacteurenV. Atluri, G. Pernul
UitgeverijSpringer
Pagina's243-259
ISBN van geprinte versie978-3-662-43935-7
DOI's
StatusGepubliceerd - 2014
Evenement28th Annual IFIP WG 11.3 Working Conference on Data and Applications Security (DBSec 2014), July 14-16, 2014, Vienna, Austria - Vienna, Oostenrijk
Duur: 14 jul. 201416 jul. 2014

Publicatie series

NaamLecture Notes in Computer Science
Volume8566
ISSN van geprinte versie0302-9743

Congres

Congres28th Annual IFIP WG 11.3 Working Conference on Data and Applications Security (DBSec 2014), July 14-16, 2014, Vienna, Austria
Verkorte titelDBSec 2014
Land/RegioOostenrijk
StadVienna
Periode14/07/1416/07/14
Ander28th Annual IFIP WG 11.3 Working Conference on Data and Applications Security

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