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FI20001997A0 - Poikkeamien havaintimekanismi ja menetelmä sen opettamiseksi - Google Patents

Poikkeamien havaintimekanismi ja menetelmä sen opettamiseksi

Info

Publication number
FI20001997A0
FI20001997A0 FI20001997A FI20001997A FI20001997A0 FI 20001997 A0 FI20001997 A0 FI 20001997A0 FI 20001997 A FI20001997 A FI 20001997A FI 20001997 A FI20001997 A FI 20001997A FI 20001997 A0 FI20001997 A0 FI 20001997A0
Authority
FI
Finland
Prior art keywords
teaching
procedure
detecting anomalies
anomalies
detecting
Prior art date
Application number
FI20001997A
Other languages
English (en)
Swedish (sv)
Other versions
FI114749B (fi
FI20001997A (fi
Inventor
Albert Hoeglund
Kimmo Haetoenen
Antti Sorvari
Original Assignee
Nokia Networks Oy
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Nokia Networks Oy filed Critical Nokia Networks Oy
Publication of FI20001997A0 publication Critical patent/FI20001997A0/fi
Priority to FI20001997A priority Critical patent/FI114749B/fi
Priority to EP01947345A priority patent/EP1325588A1/en
Priority to US10/363,745 priority patent/US7519860B2/en
Priority to AU2001269056A priority patent/AU2001269056A1/en
Priority to PCT/EP2001/006405 priority patent/WO2002021774A1/en
Priority to AU2001287759A priority patent/AU2001287759A1/en
Priority to EP01967371A priority patent/EP1334417A1/en
Priority to CNB018154476A priority patent/CN1196984C/zh
Priority to PCT/FI2001/000783 priority patent/WO2002021242A1/en
Priority to CA2421928A priority patent/CA2421928C/en
Priority to JP2002524792A priority patent/JP4436042B2/ja
Publication of FI20001997A publication Critical patent/FI20001997A/fi
Priority to US10/383,224 priority patent/US7613668B2/en
Application granted granted Critical
Publication of FI114749B publication Critical patent/FI114749B/fi

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/243Classification techniques relating to the number of classes
    • G06F18/2433Single-class perspective, e.g. one-against-all classification; Novelty detection; Outlier detection
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Medical Informatics (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
  • Alarm Systems (AREA)
  • Telephonic Communication Services (AREA)
  • General Factory Administration (AREA)
  • Debugging And Monitoring (AREA)
FI20001997A 2000-09-11 2000-09-11 Poikkeamien ilmaisujärjestelmä ja menetelmä sen opettamiseksi FI114749B (fi)

Priority Applications (12)

Application Number Priority Date Filing Date Title
FI20001997A FI114749B (fi) 2000-09-11 2000-09-11 Poikkeamien ilmaisujärjestelmä ja menetelmä sen opettamiseksi
EP01947345A EP1325588A1 (en) 2000-09-11 2001-06-06 System, device and method for automatic anomaly detection
US10/363,745 US7519860B2 (en) 2000-09-11 2001-06-06 System, device and method for automatic anomaly detection
AU2001269056A AU2001269056A1 (en) 2000-09-11 2001-06-06 System, device and method for automatic anomaly detection
PCT/EP2001/006405 WO2002021774A1 (en) 2000-09-11 2001-06-06 System, device and method for automatic anomaly detection
EP01967371A EP1334417A1 (en) 2000-09-11 2001-09-10 Anomaly detection system and a method of teaching it
AU2001287759A AU2001287759A1 (en) 2000-09-11 2001-09-10 Anomaly detection system and a method of teaching it
CNB018154476A CN1196984C (zh) 2000-09-11 2001-09-10 异常检测系统及其教导方法
PCT/FI2001/000783 WO2002021242A1 (en) 2000-09-11 2001-09-10 Anomaly detection system and a method of teaching it
CA2421928A CA2421928C (en) 2000-09-11 2001-09-10 Anomaly detection system and a method of teaching it
JP2002524792A JP4436042B2 (ja) 2000-09-11 2001-09-10 異常検出システム及びそれを教授する方法
US10/383,224 US7613668B2 (en) 2000-09-11 2003-03-07 Anomaly detection system and a method of teaching it

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
FI20001997 2000-09-11
FI20001997A FI114749B (fi) 2000-09-11 2000-09-11 Poikkeamien ilmaisujärjestelmä ja menetelmä sen opettamiseksi

Publications (3)

Publication Number Publication Date
FI20001997A0 true FI20001997A0 (fi) 2000-09-11
FI20001997A FI20001997A (fi) 2002-03-12
FI114749B FI114749B (fi) 2004-12-15

Family

ID=8559059

Family Applications (1)

Application Number Title Priority Date Filing Date
FI20001997A FI114749B (fi) 2000-09-11 2000-09-11 Poikkeamien ilmaisujärjestelmä ja menetelmä sen opettamiseksi

Country Status (8)

Country Link
US (2) US7519860B2 (fi)
EP (2) EP1325588A1 (fi)
JP (1) JP4436042B2 (fi)
CN (1) CN1196984C (fi)
AU (2) AU2001269056A1 (fi)
CA (1) CA2421928C (fi)
FI (1) FI114749B (fi)
WO (2) WO2002021774A1 (fi)

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Also Published As

Publication number Publication date
EP1325588A1 (en) 2003-07-09
EP1334417A1 (en) 2003-08-13
FI114749B (fi) 2004-12-15
JP2004508631A (ja) 2004-03-18
WO2002021774A1 (en) 2002-03-14
AU2001287759A1 (en) 2002-03-22
US20040039968A1 (en) 2004-02-26
AU2001269056A1 (en) 2002-03-22
CN1455890A (zh) 2003-11-12
US7613668B2 (en) 2009-11-03
US20030225520A1 (en) 2003-12-04
CA2421928C (en) 2011-11-15
CA2421928A1 (en) 2002-03-14
FI20001997A (fi) 2002-03-12
JP4436042B2 (ja) 2010-03-24
WO2002021242A1 (en) 2002-03-14
US7519860B2 (en) 2009-04-14
CN1196984C (zh) 2005-04-13

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