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» Data Mining: Machine Learning, Statistics, and Databases
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NIPS
2007
15 years 3 months ago
The Tradeoffs of Large Scale Learning
This contribution develops a theoretical framework that takes into account the effect of approximate optimization on learning algorithms. The analysis shows distinct tradeoffs for...
Léon Bottou, Olivier Bousquet
KDD
2007
ACM
177views Data Mining» more  KDD 2007»
16 years 2 months ago
Mining optimal decision trees from itemset lattices
We present DL8, an exact algorithm for finding a decision tree that optimizes a ranking function under size, depth, accuracy and leaf constraints. Because the discovery of optimal...
Élisa Fromont, Siegfried Nijssen
SSDBM
2005
IEEE
100views Database» more  SSDBM 2005»
15 years 7 months ago
An Information Theoretic Model for Database Alignment
As with many large organizations, the Government's data is split in many different ways and is collected at different times by different people. The resulting massive data he...
Patrick Pantel, Andrew Philpot, Eduard H. Hovy
VLDB
2004
ACM
155views Database» more  VLDB 2004»
15 years 7 months ago
AWESOME - A Data Warehouse-based System for Adaptive Website Recommendations
Recommendations are crucial for the success of large websites. While there are many ways to determine recommendations, the relative quality of these recommenders depends on many f...
Andreas Thor, Erhard Rahm
NAR
2007
115views more  NAR 2007»
15 years 1 months ago
DroSpeGe: rapid access database for new Drosophila species genomes
The Drosophila species comparative genome database DroSpeGe (http://insects.eugenes.org/ DroSpeGe/) provides genome researchers with rapid, usable access to 12 new and old Drosoph...
Donald G. Gilbert