Coverart for item
The Resource Discovery science : 15th International Conference, DS 2012, Lyon, France, October 29-31, 2012 : proceedings, Jean-Gabriel Ganascia, Philippe Lenca, Jean-Marc Petit (eds.), (electronic resource)

Discovery science : 15th International Conference, DS 2012, Lyon, France, October 29-31, 2012 : proceedings, Jean-Gabriel Ganascia, Philippe Lenca, Jean-Marc Petit (eds.), (electronic resource)

Label
Discovery science : 15th International Conference, DS 2012, Lyon, France, October 29-31, 2012 : proceedings
Title
Discovery science
Title remainder
15th International Conference, DS 2012, Lyon, France, October 29-31, 2012 : proceedings
Statement of responsibility
Jean-Gabriel Ganascia, Philippe Lenca, Jean-Marc Petit (eds.)
Title variation
DS 2012
Creator
Contributor
Editor
Provider
Subject
Genre
Language
eng
Summary
This book constitutes the refereed proceedings of the 15th International Conference on Discovery Science, DS 2012, held in Lyon, France, in October 2012. The 22 papers presented in this volume were carefully reviewed and selected from 46 submissions. The field of discovery science aims at inducing and validating new scientific hypotheses from data. The scope of this conference includes the development and analysis of methods for automatic scientific knowledge discovery, machine learning, intelligent data analysis, theory of learning, tools for supporting the human process of discovery in science, as well as their application to knowledge discovery
Member of
Cataloging source
YDXCP
Image bit depth
0
LC call number
Q174
LC item number
.I5625 2012
Literary form
non fiction
http://bibfra.me/vocab/lite/meetingDate
2012
http://bibfra.me/vocab/lite/meetingName
International Conference on Discovery Science
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • SpringerLink
  • Ganascia, Jean-Gabriel
  • Lenca, Philippe
  • Petit, Jean-Marc
Series statement
Lecture Notes in Computer Science,
Series volume
7569
http://library.link/vocab/subjectName
  • Science
  • Discoveries in science
  • Research
  • Machine learning
  • Data mining
  • Informatique
  • Data mining
  • Discoveries in science
  • Machine learning
  • Research
  • Science
Label
Discovery science : 15th International Conference, DS 2012, Lyon, France, October 29-31, 2012 : proceedings, Jean-Gabriel Ganascia, Philippe Lenca, Jean-Marc Petit (eds.), (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and author index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Declarative Modeling for Machine Learning and Data Mining -- Recent Developments in Pattern Mining -- Exploring Sequential Data -- Large Scale Spectral Clustering Using Resistance Distance and Spielman-Teng Solvers -- Prediction of Quantiles by Statistical Learning and Application to GDP Forecasting -- Policy Search in a Space of Simple Closed-form Formulas: Towards Interpretability of Reinforcement Learning -- Towards Finding Relational Redescriptions -- Descriptive Modeling of Systemic Banking Crises -- A Trim Distance between Positions in Nucleotide Sequences -- Data Squashing for HSV Subimages by an Autonomous Mobile Robot -- Cohesive Co-evolution Patterns in Dynamic Attributed Graphs -- Efficient Redundancy Reduced Subgroup Discovery via Quadratic Programming -- HCAC: Semi-supervised Hierarchical Clustering Using Confidence- Based Active Learning -- LF-CARS: A Loose Fragment-Based Consensus Clustering Algorithm with a Robust Similarity -- Fast Approximation Algorithm for the 1-Median Problem -- Online Co-regularized Algorithms -- Fast Progressive Training of Mixture Models for Model Selection -- Including Spatial Relations and Scales within Sequential Pattern Extraction -- Predicting Ramp Events with a Stream-Based HMM Framework -- Burst Detection in a Sequence of Tweets Based on Information Diffusion Model -- Error-Correcting Output Codes as a Transformation from Multi-Class to Multi-Label Prediction -- An Assessment on Loan Performance from Combined Quantitative and Qualitative Data in XML -- Structural Change Pattern Mining Based on Constrained Maximal k-Plex Search -- Enhancing Patent Expertise through Automatic Matching with Scientific Papers -- Soft Threshold Constraints for Pattern Mining
Dimensions
unknown
Extent
1 online resource (xiii, 327 pages)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783642334924
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-642-33492-4
Other physical details
illustrations.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (OCoLC)818317976
  • (OCoLC)ocn818317976
Label
Discovery science : 15th International Conference, DS 2012, Lyon, France, October 29-31, 2012 : proceedings, Jean-Gabriel Ganascia, Philippe Lenca, Jean-Marc Petit (eds.), (electronic resource)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and author index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Declarative Modeling for Machine Learning and Data Mining -- Recent Developments in Pattern Mining -- Exploring Sequential Data -- Large Scale Spectral Clustering Using Resistance Distance and Spielman-Teng Solvers -- Prediction of Quantiles by Statistical Learning and Application to GDP Forecasting -- Policy Search in a Space of Simple Closed-form Formulas: Towards Interpretability of Reinforcement Learning -- Towards Finding Relational Redescriptions -- Descriptive Modeling of Systemic Banking Crises -- A Trim Distance between Positions in Nucleotide Sequences -- Data Squashing for HSV Subimages by an Autonomous Mobile Robot -- Cohesive Co-evolution Patterns in Dynamic Attributed Graphs -- Efficient Redundancy Reduced Subgroup Discovery via Quadratic Programming -- HCAC: Semi-supervised Hierarchical Clustering Using Confidence- Based Active Learning -- LF-CARS: A Loose Fragment-Based Consensus Clustering Algorithm with a Robust Similarity -- Fast Approximation Algorithm for the 1-Median Problem -- Online Co-regularized Algorithms -- Fast Progressive Training of Mixture Models for Model Selection -- Including Spatial Relations and Scales within Sequential Pattern Extraction -- Predicting Ramp Events with a Stream-Based HMM Framework -- Burst Detection in a Sequence of Tweets Based on Information Diffusion Model -- Error-Correcting Output Codes as a Transformation from Multi-Class to Multi-Label Prediction -- An Assessment on Loan Performance from Combined Quantitative and Qualitative Data in XML -- Structural Change Pattern Mining Based on Constrained Maximal k-Plex Search -- Enhancing Patent Expertise through Automatic Matching with Scientific Papers -- Soft Threshold Constraints for Pattern Mining
Dimensions
unknown
Extent
1 online resource (xiii, 327 pages)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9783642334924
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-642-33492-4
Other physical details
illustrations.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
  • (OCoLC)818317976
  • (OCoLC)ocn818317976

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