Visual data mining: Recognizing telephone calling fraud

被引:48
作者
Cox, KC [1 ]
Eick, SG [1 ]
Wills, GJ [1 ]
Brachman, RJ [1 ]
机构
[1] AT&T Bell Labs, Lucent Technol, Naperville, IL 60566 USA
关键词
visualization; fraud; information discovery; interaction; telecommunications data mining;
D O I
10.1023/A:1009740009307
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Human pattern recognition skills me remarkable and in many situations far exceed the ability of automated mining algorithms. By building domain-specific interfaces that present information visually, we can combine human detection with machines' far greater computational capacity. We illustrate our ideas by describing a suite of visual interfaces we built for telephone fraud detection.
引用
收藏
页码:225 / 231
页数:7
相关论文
共 6 条
  • [1] ANTIS JM, 1996, IEEE SOFTWARE, P72
  • [2] Software visualization in the large
    Ball, T
    Eick, SG
    [J]. COMPUTER, 1996, 29 (04) : 33 - &
  • [3] VISUALIZING NETWORK DATA
    BECKER, RA
    EICK, SG
    WILKS, AR
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 1995, 1 (01) : 16 - 28
  • [4] ALGORITHMS FOR DRAWING GRAPHS - AN ANNOTATED-BIBLIOGRAPHY
    DIBATTISTA, G
    EADES, P
    TAMASSIA, R
    TOLLIS, IG
    [J]. COMPUTATIONAL GEOMETRY-THEORY AND APPLICATIONS, 1994, 4 (05): : 235 - 282
  • [5] Visualizing corporate data
    Eick, SG
    Fyock, DE
    [J]. AT&T TECHNICAL JOURNAL, 1996, 75 (01): : 74 - 86
  • [6] EICK SG, 1993, VISUALIZATION 93, PROCEEDINGS, P204