Coverart for item
The Resource Machine learning, optimization, and big data : first International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised selected papers, Panos Pardalos, Mario Pavone, Giovanni Maria Farinella, Vincenzo Cutello (eds.), (electronic book)

Machine learning, optimization, and big data : first International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised selected papers, Panos Pardalos, Mario Pavone, Giovanni Maria Farinella, Vincenzo Cutello (eds.), (electronic book)

Label
Machine learning, optimization, and big data : first International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised selected papers
Title
Machine learning, optimization, and big data
Title remainder
first International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised selected papers
Statement of responsibility
Panos Pardalos, Mario Pavone, Giovanni Maria Farinella, Vincenzo Cutello (eds.)
Title variation
MOD 2015
Creator
Contributor
Editor
Subject
Genre
Language
eng
Summary
This book constitutes revised selected papers from the First International Workshop on Machine Learning, Optimization, and Big Data, MOD 2015, held in Taormina, Sicily, Italy, in July 2015. The 32 papers presented in this volume were carefully reviewed and selected from 73 submissions. They deal with the algorithms, methods and theories relevant in data science, optimization and machine learning.
Member of
Cataloging source
GW5XE
Dewey number
006.3/1
Illustrations
illustrations
Index
index present
LC call number
Q325.5
Literary form
non fiction
http://bibfra.me/vocab/lite/meetingDate
2015
http://bibfra.me/vocab/lite/meetingName
International Workshop on Machine Learning, Optimization, and Big Data
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorDate
1954-
http://library.link/vocab/relatedWorkOrContributorName
  • Pardalos, P. M.
  • Pavone, Mario
  • Farinella, Giovanni Maria
  • Cutello, Vincenzo
Series statement
  • Lecture notes in computer science,
  • LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI
Series volume
9432
http://library.link/vocab/subjectName
  • Machine learning
  • Mathematical optimization
  • Big data
Label
Machine learning, optimization, and big data : first International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised selected papers, Panos Pardalos, Mario Pavone, Giovanni Maria Farinella, Vincenzo Cutello (eds.), (electronic book)
Instantiates
Publication
Note
Includes author index
Antecedent source
unknown
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
Learning with discrete least squares on multivariate polynomial spaces using evaluations at random or low-discrepancy point sets -- Automatic Tuning of Algorithms through Sensitivity Minimization -- Step down and step up statistical procedures for stock selection with Sharp ratio -- Differentiating the multipoint Expected Improvement for optimal batch design -- Dynamic Detection of Transportation Modes using Keypoint Prediction -- Effect of the dynamic topology on the performance of PSO-2S algorithm for continuous optimization -- Heuristic for Site-Dependent Truck and Trailer Routing Problem with Soft and Hard Time Windows and Split Deliveries -- Cross-Domain Matrix Factorization for Multiple Implicit-Feedback Domains -- Advanced Metamodeling Techniques Applied to Multidimensional Applications with Piecewise Responses -- Alternating direction method of multipliers for regularized multiclass support vector machines -- Tree-Based Response Surface Analysis -- A Single-Facility Manifold Location Routing Problem with an Application to Supply Chain Management and Robotics -- An Ecient Many-Core Implementation for Semi-Supervised Support Vector Machines -- Intent Recognition in a Simulated Maritime Multi-Agent Domain -- An Adaptive Classification Framework for Unsupervised Model Updating in Nonstationary Environments -- Global Optimization with Sparse and Local Gaussian Process Models -- Condense Mixed Convexity and Optimization with an Application in Data Service Optimization -- SoC-based pattern recognition device for Non Destructive Testing
Control code
SPR934795238
Dimensions
unknown
Extent
1 online resource (xv, 372 pages)
File format
unknown
Form of item
online
Isbn
9783319279251
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-27926-8
Other physical details
illustrations
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote
Label
Machine learning, optimization, and big data : first International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised selected papers, Panos Pardalos, Mario Pavone, Giovanni Maria Farinella, Vincenzo Cutello (eds.), (electronic book)
Publication
Note
Includes author index
Antecedent source
unknown
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
Learning with discrete least squares on multivariate polynomial spaces using evaluations at random or low-discrepancy point sets -- Automatic Tuning of Algorithms through Sensitivity Minimization -- Step down and step up statistical procedures for stock selection with Sharp ratio -- Differentiating the multipoint Expected Improvement for optimal batch design -- Dynamic Detection of Transportation Modes using Keypoint Prediction -- Effect of the dynamic topology on the performance of PSO-2S algorithm for continuous optimization -- Heuristic for Site-Dependent Truck and Trailer Routing Problem with Soft and Hard Time Windows and Split Deliveries -- Cross-Domain Matrix Factorization for Multiple Implicit-Feedback Domains -- Advanced Metamodeling Techniques Applied to Multidimensional Applications with Piecewise Responses -- Alternating direction method of multipliers for regularized multiclass support vector machines -- Tree-Based Response Surface Analysis -- A Single-Facility Manifold Location Routing Problem with an Application to Supply Chain Management and Robotics -- An Ecient Many-Core Implementation for Semi-Supervised Support Vector Machines -- Intent Recognition in a Simulated Maritime Multi-Agent Domain -- An Adaptive Classification Framework for Unsupervised Model Updating in Nonstationary Environments -- Global Optimization with Sparse and Local Gaussian Process Models -- Condense Mixed Convexity and Optimization with an Application in Data Service Optimization -- SoC-based pattern recognition device for Non Destructive Testing
Control code
SPR934795238
Dimensions
unknown
Extent
1 online resource (xv, 372 pages)
File format
unknown
Form of item
online
Isbn
9783319279251
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-27926-8
Other physical details
illustrations
Quality assurance targets
not applicable
Reformatting quality
unknown
Reproduction note
Electronic resource.
Sound
unknown sound
Specific material designation
remote

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