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Marta Monaci

Unboxing Tree Ensembles for interpretability: a hierarchical visualization tool and a multivariate optimal re-built tree

Published: 2023/02/15
  • Marta Monaci
  • Laura Palagi
  • Giulia Di Teodoro
  • Categories (Mixed) Integer Linear Programming, Optimization in Data Science Tags interpretable machine learning, linear mixed-integer programming, optimal trees, Tree ensembles, visualizing forests

    Article Download View Unboxing Tree Ensembles for interpretability: a hierarchical visualization tool and a multivariate optimal re-built tree

    Margin Optimal Classification Trees

    Published: 2022/10/19, Updated: 2022/12/10
  • Federico D'Onofrio
  • Giorgio Grani
  • Marta Monaci
  • Laura Palagi
  • Categories (Mixed) Integer Nonlinear Programming, Nonlinear Optimization, Quadratic Programming Tags machine learning, mixed-integer programming, optimal classification trees, support vector machines

    Article Download View Margin Optimal Classification Trees

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    Keywords

    alternating direction method of multipliers approximation algorithms augmented lagrangian method bilevel optimization Branch-and-Bound branch-and-cut chance constraints column generation combinatorial optimization complexity compressed sensing conic optimization convex optimization cutting planes decomposition derivative-free optimization distributionally robust optimization duality dynamic programming first-order methods global convergence global optimization heuristics integer programming interior point methods large-scale optimization linear programming machine learning mixed-integer linear programming mixed-integer nonlinear programming mixed-integer programming nonconvex optimization nonlinear optimization nonlinear programming nonsmooth optimization optimal control optimization proximal point algorithm quadratic programming robust optimization semidefinite programming stochastic optimization stochastic programming trust-region methods unconstrained optimization

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