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Actuarial Model Optimal Fit

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Actuarial Model Optimal Fit. for Fitting Data to. Probability Density Functions (PDFs) ... Actuary's often need to find the best fit PDF for a set of data. ... – PowerPoint PPT presentation

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Title: Actuarial Model Optimal Fit


1
  • Actuarial Model Optimal Fit
  • for Fitting Data to
  • Probability Density Functions (PDFs)

2
Probably Dense
  • Team Leader Daniel Hanson
  • Lead Developer Matthew Miller
  • Q.A. Manager Jon Swenson
  • Lead Tester Edward Badgley
  • Advisor Dr. James Schwing
  • Client Dr. Yvonne Chueh

3
Problem
  • Actuarys often need to find the best fit PDF for
    a set of data.
  • Many programs fit data to one PDF, but not the
    mixed distributions often encountered in the
    Actuarial Field.

4
Solution
  • We will develop a program to find a best fit
    distribution for a data set.
  • The program will find a best fit mixed
    distribution if required.

5
Overview
  • Project Requirements
  • Prototype Demonstration
  • Quality Assurance Plan

6
Project Requirements
  • Matthew Miller
  • Lead Developer

7
Computer Requirements
  • Development
  • IBM PC compatible Pentium equivalent or higher
  • 128MB RAM or greater
  • Windows 2000 or XP
  • C/C compiler
  • Target Installation
  • IBM PC compatible Pentium equivalent or higher
  • 64MB RAM, recommended 128MB or greater
  • Windows 95/98, NT 4.0, 2000, or XP

8
Functional Requirements
  • Run Calculations
  • Data Statistics
  • Maximize the Maximum Likelihood Estimate (MLE)
    for the 22 PDFs and if needed, the mixed
    distributions
  • Determine the Best Fit PDF
  • Request Plots
  • Histogram of data
  • Best fit PDF
  • Best fit PDF with Histogram of data

9
Functional Requirements (contd)
  • Enter Data
  • Data is entered or imported
  • Open Workspace
  • Data is read in
  • Variables are initialized
  • Save Workspace
  • Data is written to file
  • Statistics are written to file

10
Non-Functional Requirements
  • Reliability
  • Program Execution Time
  • Calculations finish within 10 minutes
  • Ease of Use
  • Feel of a standard office application
  • Development Deadline
  • Mid-March
  • Quality Assurance Conformance

11
Prototype Demonstration
  • Edward Badgley
  • Lead Tester

12
Quality Assurance Plan
  • Jon Swenson
  • Q.A. Manager

13
Q.A. Overview
  • In order to maximize team efficiency and minimize
    the risk of errors encountered during this
    project, QA standards and procedures have been
    developed specific to our project.
  • Document Standards
  • Coding Standards
  • User Interface Guidelines
  • Change Control Process
  • Testing Process
  • Risks and Risk Management

14
Document Standards
  • Provides a framework to allow consistency of
    documentation throughout the project and to
    ensure the completeness of project documentation.
  • All deliverable documents use the Professional
    Report template found in MS Word.
  • The creation of documentation shall be
    accomplished by using a table of contents
    consisting of sections which satisfy document
    requirements specific to each deliverable
    document assignment.
  • All deliverable documents must have rough drafts
    completed at least three days prior to delivery
    for group review and editing.

15
Coding Standards
  • Provides a framework to allow consistency of code
    generated throughout the project and to ensure
    the delivery of well-written code.
  • Module headers will describe the flow and
    operation of the module
  • Function headers will describe the flow and
    operation of the function
  • One code statement per line

16
User Interface Style Guidelines
  • Provides a framework to allow consistency of GUIs
    generated throughout the project and to ensure
    the delivery of well-designed, user-friendly
    graphical user interfaces.
  • All GUIs will be designed to mimic the look and
    feel of a Microsoft Windows GUI.

17
Change Control Process
  • Provides a framework to allow all parties
    affected by proposed changes to accepted work
    products or specifications to assess the
    schedule, and/or product impact of the changes.
  • Formative Development
  • Product Acceptance
  • Change Proposal
  • Approving or Rejecting Proposed Changes
  • Change Control Board

18
Testing Process
  • Test each module at completion
  • White Box Testing
  • Test integrated program upon completion of all
    modules
  • White Box Testing
  • Black Box Testing

19
Risks and Risk Management
  • Time Constraints
  • Probability High
  • Impact Serious
  • Team Experience
  • Probability Moderate
  • Impact Tolerable
  • Loss of Team Member
  • Probability Low
  • Impact Catastrophic
  • Poor Usability
  • Probability Low
  • Impact Serious
  • User Non-acceptance
  • Probability Low
  • Impact Serious
  • Platform Issues
  • Probability Low
  • Impact Tolerable

20
Status Report
  • Developing the Algorithm for the calculations.
  • Writing the Software Requirements document.
  • Creating the Quality Assurance document.

21
Conclusion
  • Challenging Development Process
  • Software Requirements
  • Prototype
  • Quality Assurance Plan
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