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ISCA
1998
IEEE
119views Hardware» more  ISCA 1998»
15 years 11 months ago
Using Prediction to Accelerate Coherence Protocols
Most large shared-memory multiprocessors use directory protocols to keep per-processor caches coherent. Some memory references in such systems, however, suffer long latencies for ...
Shubhendu S. Mukherjee, Mark D. Hill
DMIN
2006
122views Data Mining» more  DMIN 2006»
15 years 8 months ago
Cost-Sensitive Analysis in Multiple Time Series Prediction
- In this paper we propose a new methodology for Cost-Benefit analysis in a multiple time series prediction problem. The proposed model is evaluated in a real world application bas...
Chamila Walgampaya, Mehmed M. Kantardzic
NIPS
2004
15 years 8 months ago
Schema Learning: Experience-Based Construction of Predictive Action Models
Schema learning is a way to discover probabilistic, constructivist, predictive action models (schemas) from experience. It includes methods for finding and using hidden state to m...
Michael P. Holmes, Charles Lee Isbell Jr.
ICML
1997
IEEE
16 years 7 months ago
Predicting Multiprocessor Memory Access Patterns with Learning Models
Machine learning techniques are applicable to computer system optimization. We show that shared memory multiprocessors can successfully utilize machine learning algorithms for mem...
M. F. Sakr, Steven P. Levitan, Donald M. Chiarulli...
DSD
2007
IEEE
164views Hardware» more  DSD 2007»
16 years 1 months ago
Execution-time Prediction for Dynamic Streaming Applications with Task-level Parallelism
— Programmable multiprocessor systems-on-chip are becoming the preferred implementation platform for embedded streaming applications. This enables using more software components,...
Peter Poplavko, Twan Basten, Jef L. van Meerbergen