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ICDE
2008
IEEE
165views Database» more  ICDE 2008»
16 years 5 months ago
Online Failure Forecast for Fault-Tolerant Data Stream Processing
In this paper, we present a new online failure forecast system to achieve predictive failure management for fault-tolerant data stream processing. Different from previous reactive ...
Xiaohui Gu, Spiros Papadimitriou, Philip S. Yu, Sh...
HPCA
2004
IEEE
16 years 4 months ago
Program Counter Based Techniques for Dynamic Power Management
Reducing energy consumption has become one of the major challenges in designing future computing systems. This paper proposes a novel idea of using program counters to predict I/O...
Chris Gniady, Y. Charlie Hu, Yung-Hsiang Lu
ICDM
2008
IEEE
145views Data Mining» more  ICDM 2008»
15 years 10 months ago
Paired Learners for Concept Drift
To cope with concept drift, we paired a stable online learner with a reactive one. A stable learner predicts based on all of its experience, whereas a reactive learner predicts ba...
Stephen H. Bach, Marcus A. Maloof
144
Voted
ICDM
2008
IEEE
182views Data Mining» more  ICDM 2008»
15 years 10 months ago
Multiple-Instance Regression with Structured Data
We present a multiple-instance regression algorithm that models internal bag structure to identify the items most relevant to the bag labels. Multiple-instance regression (MIR) op...
Kiri L. Wagstaff, Terran Lane, Alex Roper
151
Voted
IPPS
2007
IEEE
15 years 10 months ago
Recurrent neural networks towards detection of SQL attacks
In the paper we present a new approach based on application of neural networks to detect SQL attacks. SQL attacks are those attacks that take advantage of using SQL statements to ...
Jaroslaw Skaruz, Franciszek Seredynski