Process Performance Models: Statistical, Probabilistic & Simulation
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About this ebook
Explains the various techniques of PPM development, simulation and optimization. All the explanations are given with IT industry and usage of alternate techniques to build PPM to suit even smaller organizations. Application of Statistical, Probablistic and Simulation models are elaborated.
Vishnuvarthanan Moorthy
I am Someone working in IT Industry and one among the 500+ Crore people and one among the 250+ crore middle income group. I think like you, i live like you, i enjoy like you and cry like you! I had questions and thinking like you and now they are in front you as Books!Writing should be truthful and should represent the society and time period. These books are history for future and we have to truthfully tell the future generation, how we lived! and the same for current generation, its how we are living :)
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Process Performance Models - Vishnuvarthanan Moorthy
Process Performance Models
: Statistical, Probabilistic & Simulation
VishnuVarthanan Moorthy
Smashwords Edition
Copyright 2014 VishnuVarthanan Moorthy
Contents
Modelling in CMMI
What are the Characteristics of a Good PPM?
The role of Simulation & Optimization
Types of Models - Definitions
Tree of Models
Process of Modelling
Regression
Bayesian Belief Networks
Neural Network
Reliability Modelling
Process Modelling (Queuing System)
Fuzzy Logic
Monte Carlo Simulation
Model Selection Flow
References
Modelling in CMMI
Process Performance Models in Information Technology Industry is pretty young concept even after many models and standards described its need from prediction and control point of view. Especially Capability Maturity Model Integrated call for it to assess an organization as Highly Matured Organization.
In CMMI Model, the Process Area ‘Organization Process Performance’ calls for useful Process Performance Model (PPM)s establishment (& calibration) and Quantitative Project Management and Organizational Performance Management process areas gets more benefit by using these models to predict or to understand the uncertainties , thereby helping in reducing risk by controlling relevant process/sub processes.
The PPM’s are built to predict the Quality and Process Performance Objectives and sometimes to Business Objectives (using integrated PPMs)
Modelling plays a vital role in CMMI in the name of Process Performance Models. In fact we have seen Organizations decide on the goals and immediately starts looking at what are their Process Performance Model. It’s also because of lack of options and clarity, considering in software the data points derived are smaller in nature and also because of process variation.
Considering it’s a growing filed and many wants to learn the techniques which can be applied in IT Industry, we are writing this book. At the end of this short book, you will be able to appreciate your learning on new Process Performance Models in IT Industry and work on few samples. Don’t forget to claim your free data set from us to try these models.
What are the Characteristics of a Good PPM?
One or more of the measureable attributes represent controllable inputs tied to a sub process to enable performance of ―what-if analyses for planning, dynamic re-planning, and problem resolution.
Process performance models include statistical, probabilistic and simulation based models that predict interim or final results by connecting past performance with future outcomes.
They model the