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_aMachine Learning, Optimization, and Big Data _h[electronic resource] : _bFirst International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised Selected Papers / _cedited by Panos Pardalos, Mario Pavone, Giovanni Maria Farinella, Vincenzo Cutello. |
250 | _a1st ed. 2015. | ||
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2015. |
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300 |
_aXV, 372 p. 115 illus. _bonline resource. |
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336 |
_atext _btxt _2rdacontent |
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337 |
_acomputer _bc _2rdamedia |
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_aonline resource _bcr _2rdacarrier |
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347 |
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490 | 1 |
_aInformation Systems and Applications, incl. Internet/Web, and HCI, _x2946-1642 ; _v9432 |
|
505 | 0 | _aLearning 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 KeypointPrediction -- 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. | |
520 | _aThis 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. . | ||
650 | 0 |
_aApplication software. _9128876 |
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650 | 0 |
_aAlgorithms. _93390 |
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650 | 0 |
_aArtificial intelligence. _93407 |
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650 | 0 |
_aComputer science. _99832 |
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650 | 0 |
_aDatabase management. _93157 |
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650 | 0 |
_aInformation storage and retrieval systems. _922213 |
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650 | 1 | 4 |
_aComputer and Information Systems Applications. _9128877 |
650 | 2 | 4 |
_aAlgorithms. _93390 |
650 | 2 | 4 |
_aArtificial Intelligence. _93407 |
650 | 2 | 4 |
_aTheory of Computation. _9128878 |
650 | 2 | 4 |
_aDatabase Management. _93157 |
650 | 2 | 4 |
_aInformation Storage and Retrieval. _923927 |
700 | 1 |
_aPardalos, Panos. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9128879 |
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700 | 1 |
_aPavone, Mario. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9128880 |
|
700 | 1 |
_aFarinella, Giovanni Maria. _eeditor. _0(orcid) _10000-0002-6034-0432 _4edt _4http://id.loc.gov/vocabulary/relators/edt _9128881 |
|
700 | 1 |
_aCutello, Vincenzo. _eeditor. _4edt _4http://id.loc.gov/vocabulary/relators/edt _9128882 |
|
710 | 2 |
_aSpringerLink (Online service) _9128883 |
|
773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9783319279251 |
776 | 0 | 8 |
_iPrinted edition: _z9783319279275 |
830 | 0 |
_aInformation Systems and Applications, incl. Internet/Web, and HCI, _x2946-1642 ; _v9432 _9128884 |
|
856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-319-27926-8 |
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