Search Results for author: Indradeep Ghosh

Found 3 papers, 0 papers with code

Towards Practical Explainability with Cluster Descriptors

no code implementations18 Oct 2022 Xiaoyuan Liu, Ilya Tyagin, Hayato Ushijima-Mwesigwa, Indradeep Ghosh, Ilya Safro

The goal is to find a representative set of tags for each cluster, referred to as the cluster descriptors, with the constraint that these descriptors we find are pairwise disjoint, and the total size of all the descriptors is minimized.

Clustering Combinatorial Optimization

Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware

no code implementations6 Dec 2020 Pouya Rezazadeh Kalehbasti, Hayato Ushijima-Mwesigwa, Avradip Mandal, Indradeep Ghosh

Recent advances in specialized hardware for solving optimization problems such quantum computers, quantum annealers, and CMOS annealers give rise to new ways for solving real-word complex problems.

Clustering Community Detection

Binary matrix factorization on special purpose hardware

no code implementations17 Oct 2020 Osman Asif Malik, Hayato Ushijima-Mwesigwa, Arnab Roy, Avradip Mandal, Indradeep Ghosh

In this work, we focus on the important binary matrix factorization (BMF) problem which has many applications in data mining.

Clustering Combinatorial Optimization

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