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Machine Learning, Optimization, and Big Data = First International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised Selected Papers /

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Machine Learning, Optimization, and Big Data/ edited by Panos Pardalos, Mario Pavone, Giovanni Maria Farinella, Vincenzo Cutello.
Reminder of title:	First International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised Selected Papers /
other author:	Pardalos, Panos.
Description:	XV, 372 p. 115 illus.online resource. :
Contained By:	Springer Nature eBook
Subject:	Application software. -
Online resource:	https://doi.org/10.1007/978-3-319-27926-8
ISBN:	9783319279268

Machine Learning, Optimization, and Big Data = First International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised Selected Papers /
Machine Learning, Optimization, and Big DataFirst International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised Selected Papers /[electronic resource] :edited by Panos Pardalos, Mario Pavone, Giovanni Maria Farinella, Vincenzo Cutello. - 1st ed. 2015. - XV, 372 p. 115 illus.online resource. - Information Systems and Applications, incl. Internet/Web, and HCI ;9432. - Information Systems and Applications, incl. Internet/Web, and HCI ;9149.

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.

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. .

ISBN: 9783319279268

Standard No.: 10.1007/978-3-319-27926-8doiSubjects--Topical Terms:

528147
Application software.

LC Class. No.: QA76.76.A65

Dewey Class. No.: 005.7

Machine Learning, Optimization, and Big Data = First International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised Selected Papers /
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