Mining views: Database views for data mining

被引：6

作者：

Blockeel, Hendrik ^{[1
,2
]}

Calders, Toon ^{[3
]}

Fromont, Elisa ^{[1
]}

Goethals, Bart ^{[4
]}

Prado, Adriana ^{[4
]}

机构：

[1] Katholieke Univ Leuven, Louvain, Belgium

[2] Leiden Inst Adv Comp Sci, Leiden, Netherlands

[3] Techn Univ Eindhoven, Eindhoven, Netherlands

[4] Univ Antwerp, Antwerp, Belgium

来源：

2008 IEEE 24TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING, VOLS 1-3 | 2008年

关键词：

D O I：

10.1109/ICDE.2008.4497633

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

We present a system towards the integration of data mining into relational databases. To this end, a relational database model is proposed, based on the so called virtual mining views. We show that several types of patterns and models over the data, such as itemsets, association rules and decision trees, can be represented and queried using a unifying framework.

引用

页码：1608 / +

页数：2

共 50 条

[21] DEFINING DATABASE VIEWS AS DATA ABSTRACTIONS.
Claybrook, Billy G.
Claybrook, Anne-Marie
Williams, James
IEEE Transactions on Software Engineering, 1985, SE-11 (01) : 3 - 14
[22] Big Data Mining: In-Database Oracle Data Mining over Hadoop
Kovacheva, Zlatinka
Naydenova, Ina
Kaloyanova, Kalinka
Markov, Krasimir
PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2016 (ICNAAM-2016), 2017, 1863
[23] Multiversion views: Constructing views in a multiversion database
Medeiros, CB
Bellosta, MJ
Jomier, G
DATA & KNOWLEDGE ENGINEERING, 2000, 33 (03) : 277 - 306
[24] Web Database Based on Data Mining
Yang-bo, Wu
INFORMATION COMPUTING AND APPLICATIONS, ICICA 2013, PT II, 2013, 392 : 76 - 84
[25] Data mining: a database perspective.
Sousa, MS
Mattoso, MLQ
Ebecken, NFF
DATA MINING, 1998, : 413 - 431
[26] Spatial data mining: A database approach
Ester, M
Kriegel, HP
Sander, J
ADVANCES IN SPATIAL DATABASES, 1997, 1262 : 47 - 66
[27] Database compression with data mining methods
Goh, CL
Aisaka, K
Tsukamoto, H
Nishio, S
INFORMATION ORGANIZATION AND DATABASES: FOUNDATIONS OF DATA ORGANIZATION, 2000, 579 : 177 - 190
[28] Data mining with a distributed deductive database
Maskarinec, M
Neumann, K
INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL I AND II, 1999, : 115 - 121
[29] Mining hierarchies of models: From abstract views to concrete specifications
Greco, G
Guzzo, A
Pontieri, L
BUSINESS PROCESS MANAGEMENT, PROCEEDINGS, 2005, 3649 : 32 - 47
[30] A Database for Data Mining Applications in Astronomy
McConnell, S.
Henry, G.
Sturgeon, R.
Hurley, R.
ASTRONOMICAL DATA ANALYSIS SOFTWARE AND SYSTEMS XX, 2011, 442 : 529 - 532

← 1 2 3 4 5 →