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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.

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Data mining project
DATA MINING PROJECT

  • PARTNERSHIP BETWEEN ATC AND UDEL

  • PRINCIPAL INVESTIGATORS

    • Ashfaq Khokhar, Phd.

    • Alan Scramlin


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



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


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