Data mining project
This presentation is the property of its rightful owner.
Sponsored Links
1 / 12

DATA MINING PROJECT PowerPoint PPT Presentation


  • 131 Views
  • Uploaded on
  • Presentation posted in: General

DATA MINING PROJECT. PARTNERSHIP BETWEEN ATC AND UDEL PRINCIPAL INVESTIGATORS Ashfaq Khokhar, Phd. Alan Scramlin. DATA MINING ADDING VALUE TO THE VISION PROCESS. VISION - From data collection to data storage & retrieval DATA MINING - Discovering knowledge in databases. DATA MINING.

Download Presentation

DATA MINING PROJECT

An Image/Link below is provided (as is) to download presentation

Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author.While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server.


- - - - - - - - - - - - - - - - - - - - - - - - - - E N D - - - - - - - - - - - - - - - - - - - - - - - - - -

Presentation Transcript


Data mining project

DATA MINING PROJECT

  • PARTNERSHIP BETWEEN ATC AND UDEL

  • PRINCIPAL INVESTIGATORS

    • Ashfaq Khokhar, Phd.

    • Alan Scramlin


Data mining project

DATA MININGADDING VALUE TO THE VISION PROCESS

  • VISION - From data collection to data storage & retrieval

  • DATA MINING - Discovering knowledge in databases


Data mining

DATA MINING

  • The process of extracting

  • previously unknown, valid, and actionable informationfrom large databases and then using the information

  • to make meaningful knowledge decisions in testing andevaluating Army materiel.


Vpg data mining applications

VPG DATA MINING APPLICATIONS

  • RELATING ALERTS TO SUBSEQUENT FAILURES

  • DATA CLASSIFICATION - INITIAL SCORING

  • QUALITY CONTROL - ERROR DETECTION


Data mining process

DATA MINING PROCESS

  • DETERMINE OBJECTIVES

  • SELECT DATA SET

  • PRE-PROCESS DATA SET (DATA QUALITY)

  • TRANSFORM DATA SET (ANALYTICAL MODEL)

  • MINE THE DATA SET

  • ANALYZE RESULTS

  • ASSIMILATE KNOWLEDGE


Data mining applications

DATA MINING APPLICATIONS

  • ASSOCIATION RULES

  • CLASSIFICATION

  • NON-LINEAR PREDICTION MODELS

  • CLUSTERING

  • SEQUENTIAL PATTERNS

  • TIME SEQUENTIAL PATTERNS

  • VISUALIZATION


Current phase

CURRENT PHASE

  • CASE STUDY - BRADLEY PQT DATA

  • HOW CAN DATA MINING BE USED

  • WHAT TECHNIQUES ARE NEEDED

  • WHAT ALGORITHMS ARE NEEDED

  • WHAT COTS SOFTWARE CAN BE USED


Data mining project

DMAR - DATA MINING ASSOCIATION RULES


Data mining project

FUTURE WORK

  • META-RULES FOR PRUNING

  • DISTRIBUTED PROCESSING

  • TIME-SEQUENTIAL PATTERNS


Data mining how atc has taken the lead

DATA MININGHOW ATC HAS TAKEN THE LEAD

  • FORMING PARTNERSHIPS WITH ACADEMIA

  • EXTENDING RESULTS TO ALL TEST CENTERS

    • VISION

    • WORKING GROUPS

  • ADDING VALUE - TECOM CUSTOMERS


  • Acknowledgements to

    ACKNOWLEDGEMENTS TO:

    • INFORMATION MANAGEMENT AUTOMATION TEAM

      • Eileen Viars

      • Doug Gipprich

  • RAM/ILS EVALUATION TEAM

    • Nellie Duprey

    • Bill Males


  • Login