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Lilja, David J.
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Neural network classifiers using a hardware-based approximate activation function with a hybrid stochastic multiplier
Li B., Qin Y., Yuan B., Lilja D. ACM Journal on Emerging Technologies in Computing Systems 15(1): 1-21, 2019. Type: Article
Li et al. present a novel approach for optimizing neural network implementations, that is, “a new architecture of stochastic neural networks” with a hidden approximate activation function and a hybrid stochastic mul...
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May 1 2019
Designing digital computer systems with Verilog
Lilja D., Sapatnekar S., Cambridge University Press, New York, NY, 2004. 176 pp. Type: Book (9780521828666)
This book offers a very easy way to grasp the basics of both computer architecture and Verilog. It shows the reader, step-by-step, how to use a hardware description language (HDL) as a tool for developing a simple processor....
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May 18 2006
Measuring computer performance: a practitioner’s guide
Lilja D., Cambridge University Press, New York, NY, 2000. 261 pp. Type: Book (9780521641050), Reviews: (2 of 2)
The author states in the preface: “This book is intended to be used as the primary text in a one-semester course for advanced undergraduate and beginning graduate students in computer science and engineering who need to under...
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Jun 20 2002
Data prefetch mechanisms
Vanderwiel S., Lilja D. ACM Computing Surveys 32(2): 174-199, 2000. Type: Article
The growing gap between microprocessor and memory performance has made cache prefetching a key research issue in recent years. Vanderwiel and Lilja survey data prefetch mechanisms for both single-processor and multiprocessor architectu...
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May 1 2001
Measuring computer performance: a practitioner’s guide
Lilja D., Cambridge University Press, New York, NY, 2000. 261 pp. Type: Book (9780521641050), Reviews: (1 of 2)
Measuring computer system performance is no mean task. There is a lot of confusion among technicians and capacity planners about how to reasonably and intelligently approach the measurement problem and about which performance metrics t...
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Apr 1 2001
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