Stochastic Modeling and the Theory of Queues

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Free Online Course: Stochastic Modeling and the Theory of Queues provided by Swayam is a comprehensive online course, which lasts for 12 weeks long. The course is taught in English and is free of charge. Upon completion of the course, you can receive an e-certificate from Swayam. Stochastic Modeling and the Theory of Queues is taught by Prof. Krishna Jagannathan.

Overview
  • This is a PG level course on discrete stochastic processes and queuing, aimed at students working in areas such as communication networks, operations research, and machine learning. It covers Poisson processes, renewal processes, renewal reward theory, queuing models and analyses, Markov chains in discrete as well as continuous time (countable state-space only). A graduate level probability background will be assumed.INTENDED AUDIENCE : This is a PG/PhD level course on discrete stochastic processes, which will also cover queuing examples and applications.PREREQUISITES : EE5110: Probability Foundations for EEhttps://nptel.ac.in/courses/108/106/108106083/INDUSTRIES SUPPORT : NIL

Syllabus
  • Week-1:Poisson Processes
    Week-2:Poisson Processes
    Week-3:Renewal Processes and Renewal Reward Theory Week-4:Renewal Processes and Renewal Reward Theory
    Week-5:Renewal Processes and Renewal Reward Theory
    Week-6:Renewal Processes and Renewal Reward Theory
    Week-7:Discrete Time Markov Chains (DTMCs)
    Week-8:Discrete Time Markov Chains (DTMCs)
    Week-9:Discrete Time Markov Chains (DTMCs)
    Week-10:Continuous Time Markov Chains
    Week-11:Continuous Time Markov Chains
    Week-12:Continuous Time Markov Chains