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CORR
2002
Springer
105views Education» more  CORR 2002»
13 years 9 months ago
Petabyte Scale Data Mining: Dream or Reality?
Science is becoming very data intensive1 . Today's astronomy datasets with tens of millions of galaxies already present substantial challenges for data mining. In less than 1...
Alexander S. Szalay, Jim Gray, Jan vandenBerg
ICDM
2008
IEEE
190views Data Mining» more  ICDM 2008»
14 years 4 months ago
Simultaneous Co-segmentation and Predictive Modeling for Large, Temporal Marketing Data
Several marketing problems involve prediction of customer purchase behavior and forecasting future preferences. We consider predictive modeling of large scale, bi-modal or multimo...
Meghana Deodhar, Joydeep Ghosh
SDM
2008
SIAM
140views Data Mining» more  SDM 2008»
13 years 11 months ago
Large-Scale Many-Class Learning
In many multiclass learning scenarios, the number of classes is relatively large (thousands,...), or the space and time efficiency of the learning system can be crucial. We invest...
Omid Madani, Michael Connor
KDD
2008
ACM
167views Data Mining» more  KDD 2008»
14 years 10 months ago
A sequential dual method for large scale multi-class linear svms
Efficient training of direct multi-class formulations of linear Support Vector Machines is very useful in applications such as text classification with a huge number examples as w...
S. Sathiya Keerthi, S. Sundararajan, Kai-Wei Chang...
KDD
2010
ACM
222views Data Mining» more  KDD 2010»
13 years 12 months ago
Large linear classification when data cannot fit in memory
Recent advances in linear classification have shown that for applications such as document classification, the training can be extremely efficient. However, most of the existing t...
Hsiang-Fu Yu, Cho-Jui Hsieh, Kai-Wei Chang, Chih-J...