Coverart for item
The Resource Local pattern detection : international seminar, Dagstuhl Castle, Germany, April 12-16, 2004 : revised selected papers, Katharina Morik, Jean Franc̦ois Boulicaut, Arno Siebes (eds.)

Local pattern detection : international seminar, Dagstuhl Castle, Germany, April 12-16, 2004 : revised selected papers, Katharina Morik, Jean Franc̦ois Boulicaut, Arno Siebes (eds.)

Label
Local pattern detection : international seminar, Dagstuhl Castle, Germany, April 12-16, 2004 : revised selected papers
Title
Local pattern detection
Title remainder
international seminar, Dagstuhl Castle, Germany, April 12-16, 2004 : revised selected papers
Statement of responsibility
Katharina Morik, Jean Franc̦ois Boulicaut, Arno Siebes (eds.)
Creator
Contributor
Subject
Genre
Language
eng
Summary
Introduction The dramatic increase in available computer storage capacity over the last 10 years has led to the creation of very large databases of scienti?c and commercial information. The need to analyze these masses of data has led to the evolution of the new?eld knowledge discovery in databases (KDD) at the intersection of machine learning, statistics and database technology. Being interdisciplinary by nature, the?eld o?ers the opportunity to combine the expertise of di?erent?elds intoacommonobjective. Moreover, withineach?elddiversemethodshave been developed and justi?ed with respect to di?erent quality criteria. We have toinvestigatehowthesemethods cancontributeto solvingthe problemofKDD. Traditionally, KDD was seeking to?nd global models for the data that - plain most of the instances of the database and describe the general structure of the data. Examples are statistical time series models, cluster models, logic programs with high coverageor classi?cation models like decision trees or linear decision functions. In practice, though, the use of these models often is very l- ited, because global models tend to?nd only the obvious patterns in the data, 1 which domain experts already are aware of . What is really of interest to the users are the local patterns that deviate from the already-known background knowledge. David Hand, who organized a workshop in 2002, proposed the new?eld of local patterns
Member of
Cataloging source
GW5XE
Dewey number
006.3/12
Illustrations
illustrations
Index
index present
LC call number
QA76.9.D343
LC item number
I587 2005
Literary form
non fiction
http://bibfra.me/vocab/lite/meetingDate
2004
http://bibfra.me/vocab/lite/meetingName
International Seminar on Local Pattern Detection
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1958-
http://library.link/vocab/relatedWorkOrContributorName
  • Morik, Katharina
  • Boulicaut, Jean-François
  • Siebes, Arno
Series statement
  • Lecture notes in computer science,
  • Lecture notes in artificial intelligence
  • State-of-the-art survey
Series volume
3539.
http://library.link/vocab/subjectName
  • Data mining
  • Pattern recognition systems
  • COMPUTERS
  • Informatique
  • Data mining
  • Pattern recognition systems
  • Data Mining
  • Maschinelles Lernen
  • Produktionsregelsystem
  • Wissensextraktion
  • Reconnaissance des formes
  • Exploration de données
Label
Local pattern detection : international seminar, Dagstuhl Castle, Germany, April 12-16, 2004 : revised selected papers, Katharina Morik, Jean Franc̦ois Boulicaut, Arno Siebes (eds.)
Instantiates
Publication
Note
"International Seminar on Local Pattern Detection"--Page 4 of cover
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Pushing constraints to detect local patterns / Francesco Bonchi, Fosca Giannotti -- From local to global patterns : evaluation issues in rule learning algorithms / Johannes Fürnkranz -- Pattern discovery tools for detecting cheating in student coursework / David J. Hand, Niall M. Adams, Nick A. Heard -- Local pattern detection and clustering / Frank Höppner -- Local patterns : theory and practice of constraint-based relational subgroup discover -- Nada Lavrač,̌ Filip Železný, Sašo Džeroski -- Visualizing very large graph using clustering neighborhoods / Dunja Mladenic, Marko Grobelnik -- Features for learning local patterns in time-stamped data / Katharina Morik, Hanna Köpcke -- Boolean property encoding for local set pattern discovery : an application to gene expression data analysis / Ruggero G. Pensa, Jean-François Boulicaut -- Local pattern discovery in array-CGH data -- Céline Rouveirol, François Radvanyi -- Learning with local models / Stefan Rüping -- Knowledge-based sampling for subgroup discovery / Martin Scholz -- Temporal evolution and local patterns / Myra Spiliopoulou, Steffan Baron -- Undirected expection rule discovery as local pattern detection / Einoshin Suzuki -- From local to global analysis of music time series / Claus Weihs, Uwe Ligges
Control code
262680934
Dimensions
unknown
Extent
1 online resource (ix, 231 pages)
Form of item
online
Isbn
9783540318941
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
  • 9786611403485
  • 2249207
  • 9783540265436
Other physical details
illustrations.
http://library.link/vocab/ext/overdrive/overdriveId
978-3-540-26543-6
Specific material designation
remote
System control number
(OCoLC)262680934
Label
Local pattern detection : international seminar, Dagstuhl Castle, Germany, April 12-16, 2004 : revised selected papers, Katharina Morik, Jean Franc̦ois Boulicaut, Arno Siebes (eds.)
Publication
Note
"International Seminar on Local Pattern Detection"--Page 4 of cover
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Pushing constraints to detect local patterns / Francesco Bonchi, Fosca Giannotti -- From local to global patterns : evaluation issues in rule learning algorithms / Johannes Fürnkranz -- Pattern discovery tools for detecting cheating in student coursework / David J. Hand, Niall M. Adams, Nick A. Heard -- Local pattern detection and clustering / Frank Höppner -- Local patterns : theory and practice of constraint-based relational subgroup discover -- Nada Lavrač,̌ Filip Železný, Sašo Džeroski -- Visualizing very large graph using clustering neighborhoods / Dunja Mladenic, Marko Grobelnik -- Features for learning local patterns in time-stamped data / Katharina Morik, Hanna Köpcke -- Boolean property encoding for local set pattern discovery : an application to gene expression data analysis / Ruggero G. Pensa, Jean-François Boulicaut -- Local pattern discovery in array-CGH data -- Céline Rouveirol, François Radvanyi -- Learning with local models / Stefan Rüping -- Knowledge-based sampling for subgroup discovery / Martin Scholz -- Temporal evolution and local patterns / Myra Spiliopoulou, Steffan Baron -- Undirected expection rule discovery as local pattern detection / Einoshin Suzuki -- From local to global analysis of music time series / Claus Weihs, Uwe Ligges
Control code
262680934
Dimensions
unknown
Extent
1 online resource (ix, 231 pages)
Form of item
online
Isbn
9783540318941
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
  • 9786611403485
  • 2249207
  • 9783540265436
Other physical details
illustrations.
http://library.link/vocab/ext/overdrive/overdriveId
978-3-540-26543-6
Specific material designation
remote
System control number
(OCoLC)262680934

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