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Mathematical optimization in classification and regression trees [PDF]
TOP, 2021 Classification and regression trees, as well as their variants, are off-the-shelf methods in Machine Learning. In this paper, we review recent contributions within the Continuous Optimization and the Mixed-Integer Linear Optimization paradigms to develop
E. Carrizosa +2 more
semanticscholar +6 more sources
Rigorous mathematical optimization of synthetic hepatic vascular trees [PDF]
J R Soc Interface, 2022 In this paper, we introduce a new framework for generating synthetic vascular trees, based on rigorous model-based mathematical optimization. Our main contribution is the reformulation of finding the optimal global tree geometry into a nonlinear ...
Etienne Jessen +3 more
semanticscholar +2 more sources
Robot Dance: A mathematical optimization platform for intervention against COVID-19 in a complex network [PDF]
EURO Journal on Computational Optimization, 2022 Robot Dance is a computational optimization platform developed in response to the COVID-19 outbreak, to support the decision-making on public policies at a regional level.
L. Nonato +4 more
semanticscholar +2 more sources
Selected Mathematical Optimization Methods for Solving Problems of Engineering Practice
Energies, 2022 Engineering optimization is the subject of interest for many scientific research teams on a global scale; it is a part of today’s mathematical modelling and control of processes and systems.
Alena Vagaska +2 more
exaly +2 more sources
Optim: A mathematical optimization package for Julia
Journal of Open Source Software, 2018 Optim provides a range of optimization capabilities written in the Julia programming language (Bezanson et al. 2017). Our aim is to enable researchers, users, and other Julia packages to solve optimization problems without writing such algorithms ...
P. K. Mogensen, A. N. Riseth
semanticscholar +2 more sources
Achieving Healthy and Sustainable Diets: A Review of the Results of Recent Mathematical Optimization Studies. [PDF]
Adv Nutr, 2019 Climate protection and other environmental concerns render it critical that diets and agriculture systems become more sustainable. Mathematical optimization techniques can assist in identifying dietary patterns that both improve nutrition and reduce ...
N. Wilson +4 more
semanticscholar +2 more sources
JuMP: A Modeling Language for Mathematical Optimization [PDF]
SIAM Review, 2015 JuMP is an open-source modeling language that allows users to express a wide range of optimization problems (linear, mixed-integer, quadratic, conic-quadratic, semidefinite, and nonlinear) in a high-level, algebraic syntax.
Iain Dunning, Joey Huchette, Miles Lubin
semanticscholar +4 more sources
Supervised classification and mathematical optimization [PDF]
Computers and Operations Research, 2013 Data Mining techniques often ask for the resolution of optimization problems. Supervised Classification, and, in particular, Support Vector Machines, can be seen as a paradigmatic instance. In this paper, some links between Mathematical Optimization methods and Supervised Classification are emphasized.
Emilio Carrizosa +1 more
exaly +4 more sources
Mathematical Optimization to Explore Tomorrow's Sustainable Diets: A Narrative Review [PDF]
Adv Nutr, 2018 A sustainable diet is, by definition, nutritionally adequate, economically affordable, culturally acceptable, and environmentally respectful. Designing such a diet has to integrate different dimensions of diet sustainability that may not be compatible ...
R. Gazan +5 more
semanticscholar +2 more sources