https://nptel.ac.in/courses/106/106/106106048/
1. Raj Jain,"The Art of Computer Systems Performance Analysis: Techniques for Experimental Design, Measurement, Simulation, and Modeling", Wiley- Interscience, 1991.
2. K.S. Trivedi,"Probability and Statistics with Reliability, Queueing and Computer Science Applications", John Wiley and Sons, 2001.
Modules / Lectures
Performance Evaluation of Computer Systems
Introduction to performance evaluation of computer systems
How to avoid common mistakes
Selection of techniques and metrics
Case study: Selection of techniques and metrics
Random Variables and probability distributions
Probability distributions-I
Probability distributions-II
Probability distributions-III
Stochastic process
Markov Chain
Slotted Aloha protocol model and discrete-time birth death process
Continuous time Markov chain and queuing theory-I
Queuing theory – I (Continued)
Queuing theory-II
Queuing theory-III
Queuing theory-IV
Queuing theory-V
Queuing theory-VI
Queuing networks-I
Queuing networks-II
Slotted Aloha Markov model
Simulations-I
Simulations-II
Simulations-III
Operational laws-I
Operational laws-II
Open and closed queuing networks
Approximate MVA
Convolution algorithm-I
Convolution algorithm-II
Load-dependent service centers
Hierarchical decomposition
Balanced Job Bounds
Confidence interval for propotions and introduction to experimental design
2k factorial design
2k r factorial design and 2k-p fractional factorial design
Programming aspects of discrete-event simulations-I
Programming aspects of discrete-event simulations-II
Discrete-event simulations-III
PetriNets-III
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