ǂAn ǂalgorithm for protecting knowledge discovery data

Boštjan Brumen (Avtor), Izidor Golob (Avtor), Tatjana Welzer-Družovec (Avtor), Ivan Rozman (Avtor), Marjan Družovec (Avtor), Hannu Jaakkola (Avtor)

Povzetek

In the paper, we present an algorithm that can be applied to protect data before a data mining process takes place. The data mining, a part of the knowledge discovery process, is mainly about building models from data. We address the following question: can we protect the data and still allow the data modelling process to take place? We consider the case where the distributions of original data values are preserved while the values themselves change, so that the resulting model is equivalent to the one built with original data. The presented formal approach is especially useful when the knowledge discovery process is outsourced. The application of the algorithm is demonstrated through an example.

Ključne besede

algoritem podatkovne varnosti;klasifikacijski algoritem;podatkovno rudarjenje;odkrivanje znanja;varnost podatkov;data protection algorithm;classification algorithm;disclosure control;data mining;knowledge discovery;data security;

Podatki

Jezik:	Angleški jezik
Leto izida:	2003
Tipologija:	1.01 - Izvirni znanstveni članek
Organizacija:	UM FERI - Fakulteta za elektrotehniko, računalništvo in informatiko
UDK:	004.6.05
COBISS:	8256534
ISSN:	0868-4952
Št. ogledov:	1741
Št. prenosov:	44
Ocena:	0 (0 glasov)
Metapodatki:

Ostali podatki

Sekundarne ključne besede:	algoritem podatkovne varnosti;klasifikacijski algoritem;podatkovno rudarjenje;odkrivanje znanja;varnost podatkov;
URN:	URN:SI:UM:
Strani:	str. 277-288
Letnik:	ǂVol. ǂ14
Zvezek:	ǂno. ǂ3
Čas izdaje:	2003
ID:	8718858