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斯堪尼亚卡车APS故障和运行数据

斯堪尼亚卡车APS故障和运行数据

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Computer Classification

Data Set Information:This file is part of APS Failure and Operational Data for Scania Trucks.Attribute Information:The a......

数据结构 ? 20M

    Data Structure ?

    * 以上分析是由系统提取分析形成的结果,具体实际数据为准。

    README.md

    Data Set Information:

    This file is part of APS Failure and Operational Data for Scania Trucks.

    Attribute Information:

    The attribute names of the data have been anonymized for
      proprietary reasons. It consists of both single numerical
      counters and histograms consisting of bins with different
      conditions. Typically the histograms have open-ended
      conditions at each end. For example if we measuring
      the ambient temperature 'T' then the histogram could
      be defined with 4 bins where:

      bin 1 collect values for temperature T < -20
      bin 2 collect values for temperature T >= -20 and T < 0    
      bin 3 collect values for temperature T >= 0 and T < 20  
      bin 4 collect values for temperature T > 20

      |  b1  |  b2  |  b3  |  b4  |  
      -----------------------------
            -20     0      20

    The attributes are as follows: class, then
    anonymized operational data. The operational data have
    an identifier and a bin id, like 'Identifier_Bin'.
    In total there are 171 attributes, of which 7 are
    histogram variabels. Missing values are denoted by 'na'.


    Relevant Papers:

    Industrial Challenge 2016 at The 15th International Symposium on Intelligent Data Analysis (IDA)
      -- Results:        
        The top three contestants                                                | Score | Number of Type 1 faults | Number of Type 2 faults
        ------------------------------------------------------------------------------------------------------------------------------------
        Camila F. Costa and Mario A. Nascimento                                  | 9920  | 542                     | 9
        Christopher Gondek, Daniel Hafner and Oliver R. Sampson                  | 10900 | 490                     | 12
        Sumeet Garnaik, Sushovan Das, Rama Syamala Sreepada and Bidyut Kr. Patra | 11480 | 398                     | 15


    Citation Request:

    If you have no special citation requests, please leave this field blank.


    -- Creator: Scania CV AB
                  Vagnmakarv?¤gen 1
                  151 32 S??dert?¤lje
                  Stockholm
                  Sweden
      -- Donor:   Tony Lindgren (tony '@' dsv.su.se) and Jonas Biteus (jonas.biteus '@' scania.com)
      -- Date:    September, 2016




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