In this lecture, we introduce the detailed process of input modeling. Input models are probabilistic models that introduce variation in simulation models of systems. Those input models must be chosen to match statistical distributions in data. Over this unit, we cover collection of data for this process, choice of probabilistic families to fit to these data, and then optimized parameter choice within those families and evaluation of fit with goodness of fit. In this lecture, we discuss issues related to data collection.
Archived lectures from undergraduate course on stochastic simulation given at Arizona State University by Ted Pavlic
Friday, October 14, 2022
Lecture G1 (2022-10-13): Input Modeling, Part 1 (Data Collection)
Labels:
podcast
Location:
Tempe, AZ, USA
Subscribe to:
Post Comments (Atom)
Popular Posts
-
In this lecture, we review statistical fundamentals – such as the origins of the t-test, the meaning of type-I and type-II error (and alter...
-
This lecture introduces students to IEE 475 (Simulating Stochastic Systems), a required course for Industrial Engineering majors that covers...
-
This lecture introduces the topic of modeling with particular focus on the role of quantitative modeling in industrial engineering and opera...
-
In this lecture, we continue discussing the choice of input models in stochastic simulation. Here, we pivot from talking about data collecti...
-
In this lecture, we introduce the measure-theoretic concept of a random variable (which is neither random nor a variable) and related terms,...
-
This lecture provides some historical background and motivation for System Dynamics Modeling (SDM) and Agent-Based Modeling (ABM), two other...
-
This lecture covers content related to implementing simulations with spreadsheets and the motivations for the use of special-purpose Discret...
-
In this lecture, we wrap up the course content in IEE 475. We first do a quick overview of the four variance reduction techniques (VRT's...
-
In this lecture, we prepare for the final exam and give a brief review of all topics from the course. Students are encouraged to bring their...
-
In this lecture, we outline the structure and purpose of IEE 475 (Simulating Stochastic Systems) for the Fall 2024 semester at Arizona State...
No comments:
Post a Comment