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Department of CSE, REC



                                                    SEMESTER IV
             MA 17453              PROBABILITY, STATISTICS AND QUEUEING THEORY  L T P C
                                                                                                     3  2 0 4
            OBJECTIVES:
               ●  To provide the required mathematical support in real life problems.
               ●  To develop probabilistic models which can be used in several areas of Science and Engineering.

            UNIT I        ONE – DIMENSIONAL RANDOM VARIABLE                                              15
            Discrete and continuous random  variables  – Moments – Moment generating functions  –Binomial, Poisson,
            Geometric,  Uniform,  Exponential,  Gamma,  Weibull  and  Normal  distributions  –  Functions  of  Random
            Variable.

            UNIT II       TWO - DIMENSIONAL RANDOM VARIABLES                                                15
            Joint distributions – Marginal and conditional distributions – Covariance – Correlation and Linear regression
            – Transformation of random variables-Applications of Central Limit Theorem.

            UNIT III      TESTING OF HYPOTHESIS                                                                                         15
            Statistical  hypothesis  -  Large  sample  test  based  on  Normal  distribution  for  single  mean  and  difference  of
            means  -Tests  based  on  tF  and  Chi-square  test  for  single  sample  standard  deviation.  Chi-square  tests  for
            independence of attributes and goodness of fit.

            UNIT IV       RANDOM PROCESSES                                                                                             15
            Classification – Stationary process – Markov process - Poisson process and its properties – Discrete parameter
            Markov chain – Chapman Kolmogorov equations – Limiting distributions.

            UNIT V        QUEUEING MODELS                                                                                                 15
            Markovian queues – Birth and Death processes –Queueing Models - (M/M/1):(GD/∞/∞), (M/M/1):(GD/k/∞),
            (M/M/c):( GD/∞/∞),), (M/M/c):( GD/k/∞), - (M/G/1) :  /GD).
                                                                                          TOTAL:  75 PERIODS
            OUTCOMES:
            On successful completion of this course, the student will be able to:
               ●  Apply the basic concepts of probability, one dimensional and two dimensional Random Variables.
               ●  Apply the concept of correlation and regression in real life situation.
               ●  Use the concepts of Testing of Hypothesis for industrial problems.
               ●  Characterize phenomena which evolve with respect to time in a probabilistic manner.
               ●  Characterize features of a queuing system and analyze Different queuing models.

            TEXT BOOKS:
               1.  T.  Veerarajan,  Probability,  Statistics  and  Random  Processes  with  Queuing  Theory  and  Queuing
                  Networks, McGraw Hill, 2016.
               2.  Gross. D. and Harris. C.M., Fundamentals of Queuing Theory, Wiley Student edition, 2004.
               3.  Oliver Cibe, Fundamentals of Applied Probability and Random Processes, Second edition, Academic
                  Press, June 2014

            REFERENCES:
               1.  Robertazzi, Computer Networks and Systems: Queuing Theory and performance evaluation, Springer,
                   Third Edition, 2006.
               2.  Taha. H.A., Operations Research, Pearson Education, Asia, Eighth Edition, 2007.
               3.  Trivedi.K.S., Probability and Statistics with Reliability, Queuing and Computer Science Applications,
                   John Wiley and Sons, Second Edition, 2002.




            Curriculum and Syllabus | B.E. Computer Science and Engineering | R2017                    Page 42
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