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Treffer: 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: First International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised Selected Papers
Contributors:
Cutello, Vincenzo, editor., Farinella, Giovanni Maria, editor., Pavone, Mario, editor., Pardalos, Panos, editor.
Publication Year:
2015
Physical Description:
XV, 372 p. 115 illus. online resource.
Series:
Lecture Notes in Computer Science
Lecture Notes in Computer Science
Subject Terms:
Artificial Intelligence (incl. Robotics), Information Systems Applications (incl. Internet), Information retrieval., Information organization., Computer science., Computers., Algorithms., Database management., Artificial intelligence., Computer Science., Algorithm Analysis and Problem Complexity., Computation by Abstract Devices., Database Management., Information Storage and Retrieval.
Contents Note:
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.
Original Identifier:
(Springer)9783319279268
Document Type:
Buch Book
Language:
English
ISBN:
978-3-319-27926-8
978-3-319-27925-1
3-319-27926-2
3-319-27925-4
Rights:
This record is part of the Harvard Library Bibliographic Dataset, which is provided by the Harvard Library under its Bibliographic Dataset Use Terms and includes data made available by, among others, OCLC Online Computer Library Center, Inc. and the Library of Congress.
Accession Number:
edshlc.014601331.X
Database:
Harvard Library Bibliographic Dataset

Weitere Informationen

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. .