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Über dieses Buch

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.



2015 | OriginalPaper | Buchkapitel

Learning with Discrete Least Squares on Multivariate Polynomial Spaces Using Evaluations at Random or Low-Discrepancy Point Sets

Giovanni Migliorati

2015 | OriginalPaper | Buchkapitel

Automatic Tuning of Algorithms Through Sensitivity Minimization

Piero Conca, Giovanni Stracquadanio, Giuseppe Nicosia

2015 | OriginalPaper | Buchkapitel

Step Down and Step Up Statistical Procedures for Stock Selection with Sharp Ratio

A. P. Koldanov, V. A. Kalyagin, P. M. Pardalos

2015 | OriginalPaper | Buchkapitel

Differentiating the Multipoint Expected Improvement for Optimal Batch Design

Sébastien Marmin, Clément Chevalier, David Ginsbourger

2015 | OriginalPaper | Buchkapitel

Dynamic Detection of Transportation Modes Using Keypoint Prediction

Olga Birth, Aaron Frueh, Johann Schlichter

2015 | OriginalPaper | Buchkapitel

Effect of the Dynamic Topology on the Performance of PSO-2S Algorithm for Continuous Optimization

Abbas El Dor, Patrick Siarry

2015 | OriginalPaper | Buchkapitel

Heuristic for Site-Dependent Truck and Trailer Routing Problem with Soft and Hard Time Windows and Split Deliveries

Mikhail Batsyn, Alexander Ponomarenko

2015 | OriginalPaper | Buchkapitel

Cross-Domain Matrix Factorization for Multiple Implicit-Feedback Domains

Rohit Parimi, Doina Caragea

2015 | OriginalPaper | Buchkapitel

Advanced Metamodeling Techniques Applied to Multidimensional Applications with Piecewise Responses

Toufik Al Khawli, Urs Eppelt, Wolfgang Schulz

2015 | OriginalPaper | Buchkapitel

Alternating Direction Method of Multipliers for Regularized Multiclass Support Vector Machines

Yangyang Xu, Ioannis Akrotirianakis, Amit Chakraborty

2015 | OriginalPaper | Buchkapitel

Tree-Based Response Surface Analysis

Siva Krishna Dasari, Niklas Lavesson, Petter Andersson, Marie Persson

2015 | OriginalPaper | Buchkapitel

A Single-Facility Manifold Location Routing Problem with an Application to Supply Chain Management and Robotics

Emre Tokgöz, Iddrisu Awudu, Theodore B. Trafalis

2015 | OriginalPaper | Buchkapitel

An Efficient Many-Core Implementation for Semi-Supervised Support Vector Machines

Fabian Gieseke

2015 | OriginalPaper | Buchkapitel

Intent Recognition in a Simulated Maritime Multi-agent Domain

Mohammad Taghi Saffar, Mircea Nicolescu, Monica Nicolescu, Daniel Bigelow, Christopher Ballinger, Sushil Louis

2015 | OriginalPaper | Buchkapitel

An Adaptive Classification Framework for Unsupervised Model Updating in Nonstationary Environments

Piero Conca, Jon Timmis, Rogério de Lemos, Simon Forrest, Heather McCracken

2015 | OriginalPaper | Buchkapitel

Global Optimization with Sparse and Local Gaussian Process Models

Tipaluck Krityakierne, David Ginsbourger

2015 | OriginalPaper | Buchkapitel

Condense Mixed Convexity and Optimization with an Application in Data Service Optimization

Emre Tokgöz, Hillel Kumin

2015 | OriginalPaper | Buchkapitel

SoC-Based Pattern Recognition Systems for Non Destructive Testing

Omar Schiaratura, Pietro Ansaloni, Giovanni Lughi, Mattia Neri, Matteo Roffilli, Fabrizio Serpi, Andrea Simonetto

2015 | OriginalPaper | Buchkapitel

Node-Immunization Strategies in a Stochastic Epidemic Model

Juan Piccini, Franco Robledo, Pablo Romero

2015 | OriginalPaper | Buchkapitel

An Efficient Numerical Approximation for the Monge-Kantorovich Mass Transfer Problem

M. L. Avendaño-Garrido, J. R. Gabriel-Argüelles, L. Quintana-Torres, E. Mezura-Montes

2015 | OriginalPaper | Buchkapitel

Adaptive Targeting for Online Advertisement

Andrey Pepelyshev, Yuri Staroselskiy, Anatoly Zhigljavsky

2015 | OriginalPaper | Buchkapitel

Outlier Detection in Cox Proportional Hazards Models Based on the Concordance c-Index

João Diogo Pinto, Alexandra M. Carvalho, Susana Vinga

2015 | OriginalPaper | Buchkapitel

Characterization of the $$\#k$$ # k –SAT Problem in Terms of Connected Components

Giuseppe Nicosia, Piero Conca

2015 | OriginalPaper | Buchkapitel

A Bayesian Network Model for Fire Assessment and Prediction

Mehdi Ben Lazreg, Jaziar Radianti, Ole-Christoffer Granmo

2015 | OriginalPaper | Buchkapitel

Data Clustering by Particle Swarm Optimization with the Focal Particles

Tarık Küçükdeniz, Şakir Esnaf

2015 | OriginalPaper | Buchkapitel

Fast and Accurate Steepest-Descent Consistency-Constrained Algorithms for Feature Selection

Adrian Pino Angulo, Kilho Shin

2015 | OriginalPaper | Buchkapitel

Conceptual Analysis of Big Data Using Ontologies and EER

Kulsawasd Jitkajornwanich, Ramez Elmasri

2015 | OriginalPaper | Buchkapitel

A Parallel Consensus Clustering Algorithm

Olgierd Unold, Tadeusz Tagowski

2015 | OriginalPaper | Buchkapitel

Bandits and Recommender Systems

Jérémie Mary, Romaric Gaudel, Philippe Preux

2015 | OriginalPaper | Buchkapitel

Semi-Naive Mixture Model for Consensus Clustering

Marco Moltisanti, Giovanni Maria Farinella, Sebastiano Battiato

2015 | OriginalPaper | Buchkapitel

Consensus Decision Making in Random Forests

Raja Khurram Shahzad, Mehwish Fatima, Niklas Lavesson, Martin Boldt

2015 | OriginalPaper | Buchkapitel

Multi-objective Modeling of Ground Deformation and Gravity Changes of Volcanic Eruptions

Piero Conca, Gilda Currenti, Giovanni Carapezza, Ciro del Negro, Jole Costanza, Giuseppe Nicosia


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