Computer Systems Performance Evaluation and Prediction


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Background

Machine Learning Models to Predict Performance of Computer System Design Alternatives Abstract: Computer manufacturers spend a huge amount of time, resources, and money in designing new systems and newer configurations, and their ability to reduce costs, charge competitive prices, and gain market share depends on how good these systems perform. In this work, we concentrate on both the system design and the architectural design processes for parallel computers and develop methods to expedite them.

Our methodology relies on extracting the performance levels of a small fraction of the machines in the design space and using this information to develop linear regression and neural network models to predict the performance of any machine in the whole design space. In the system design area, we utilize the previously published Standard Performance Evaluation Corporation SPEC benchmark numbers to predict the performance of future systems.

We concentrate on multiprocessor systems and show that our models can predict the performance of future systems within 2. Chapter 7 Queuing Theory. Chapter 8 Simulation Analysis.

Computer Systems Performance, Evaluation And Prediction

Chapter 12 Analysis of Computer Architectures. Chapter 13 Analysis of Operating System Components. Chapter 14 Database Systems Performance Analysis. Chapter 15 Analysis of Computer Networks Components. Patterns for Parallel Software Design. Jorge Luis Ortega-Arjona. An Introduction to Parallel Programming. Peter Pacheco. Serious Cryptography. Jean-Philippe Aumasson. Structured Parallel Programming.

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Computer Systems Performance Evaluation and Prediction Computer Systems Performance Evaluation and Prediction
Computer Systems Performance Evaluation and Prediction Computer Systems Performance Evaluation and Prediction
Computer Systems Performance Evaluation and Prediction Computer Systems Performance Evaluation and Prediction
Computer Systems Performance Evaluation and Prediction Computer Systems Performance Evaluation and Prediction
Computer Systems Performance Evaluation and Prediction Computer Systems Performance Evaluation and Prediction
Computer Systems Performance Evaluation and Prediction Computer Systems Performance Evaluation and Prediction

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