Machine learning, optimization, and big data : first International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised selected papers /: first International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised selected papers. (2015)

• Record Type: Book
• Other Titles: MOD 2015
• Further Information: Note: Panos Pardalos, Mario Pavone, Giovanni Maria Farinella, Vincenzo Cutello (eds.).
• Editors: Pardalos, P. M (Panos M.), 1954-; (Professor of Computer Science), Pavone, Mario; Farinella, Giovanni Maria; Cutello, Vincenzo
• Other Names: MOD (Workshop), 1st
• 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 Efficient 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.
• Publisher Details: Cham : Springer
• Publication Date: 2015
• Extent: 1 online resource (xv, 372 pages), illustrations
• Subjects: 006.3/1; Computer science; Machine learning -- Congresses; Mathematical optimization -- Congresses; Big data -- Congresses; Big data; Machine learning; Mathematical optimization; Computer Science; Engineering & Applied Sciences; Computer Science; Information Systems Applications (incl. Internet); Algorithm Analysis and Problem Complexity; Artificial Intelligence (incl. Robotics); Computation by Abstract Devices; Database Management; Information Storage and Retrieval; Computers -- Programming -- Algorithms; Computers -- Intelligence (AI) & Semantics; Computers -- Machine Theory; Computers -- Database Management -- General; Computers -- System Administration -- Storage & Retrieval; Algorithms & data structures; Artificial intelligence; User interface design & usability; Databases; Information retrieval; Computer software; Artificial intelligence; Database management; Information storage and retrieva; Computers -- Information Technology; Llibres electrònics; Congressos; Conference papers and proceedings; Electronic books
• Languages: English
• ISBNs: 9783319279268; 3319279262; 3319279254; 9783319279251
• Related ISBNs: 9783319279251
• Notes: Note: Online resource; title from PDF title page (SpringerLink, viewed January 15, 2016).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.