Search Results for author: Eldan Cohen

Found 3 papers, 0 papers with code

Optimal Decision Trees For Interpretable Clustering with Constraints (Extended Version)

no code implementations30 Jan 2023 Pouya Shati, Eldan Cohen, Sheila Mcilraith

In this work, we present a novel SAT-based framework for interpretable clustering that supports clustering constraints and that also provides strong theoretical guarantees on solution quality.

Constrained Clustering

Ising-based Consensus Clustering on Specialized Hardware

no code implementations4 Mar 2020 Eldan Cohen, Avradip Mandal, Hayato Ushijima-Mwesigwa, Arnab Roy

The emergence of specialized optimization hardware such as CMOS annealers and adiabatic quantum computers carries the promise of solving hard combinatorial optimization problems more efficiently in hardware.

Clustering Combinatorial Optimization

(Unconstrained) Beam Search is Sensitive to Large Search Discrepancies

no code implementations27 Sep 2018 Eldan Cohen, J. Christopher Beck

We find that increasing the beam width leads to sequences that are disproportionately based on early and highly non-greedy decisions.

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