Search Results for author: Shunji Umetani

Found 5 papers, 0 papers with code

Exploiting variable associations to configure efficient local search algorithms in large-scale binary integer programs

no code implementations28 Apr 2016 Shunji Umetani

We present a data mining approach for reducing the search space of local search algorithms in a class of binary integer programs including the set covering and partitioning problems.

Relaxation heuristics for the set multicover problem with generalized upper bound constraints

no code implementations14 May 2017 Shunji Umetani, Masanao Arakawa, Mutsunori Yagiura

For the conventional SCP, the pricing method has been introduced to reduce the size of instances, and several efficient heuristic algorithms based on such reduction techniques have been developed to solve large-scale instances.

An efficient branch-and-bound algorithm for submodular function maximization

no code implementations10 Nov 2018 Naoya Uematsu, Shunji Umetani, Yoshinobu Kawahara

Nemhauser and Wolsey developed an exact algorithm called the constraint generation algorithm that starts from a reduced BIP problem with a small subset of constraints taken from the constraints and repeats solving a reduced BIP problem while adding a new constraint at each iteration.

An efficient branch-and-cut algorithm for approximately submodular function maximization

no code implementations26 Apr 2019 Naoya Uematsu, Shunji Umetani, Yoshinobu Kawahara

For the problem of maximizing an approximately submodular function (ASFM problem), a greedy algorithm quickly finds good feasible solutions for many instances while guaranteeing ($1-e^{-\gamma}$)-approximation ratio for a given submodular ratio $\gamma$.

Coordinate descent heuristics for the irregular strip packing problem of rasterized shapes

no code implementations9 Apr 2021 Shunji Umetani, Shohei Murakami

We consider the irregular strip packing problem of rasterized shapes, where a given set of pieces of irregular shapes represented in pixels should be placed into a rectangular container without overlap.

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