activity
20142024
most citedFast Exact k-Means, k-Medians and Bregman Divergence Clustering in 1D

48 citations · 53 across the 6 of their papers we have counts for

collaborators

7 papers

quant-ph2024★ 1 cited

An Exponential Separation Between Quantum and Quantum-Inspired Classical Algorithms for Linear Systems

Allan Grønlund, Kasper Green Larsen

Achieving a provable exponential quantum speedup for an important machine learning task has been a central research goal since the seminal HHL quantum algorithm for solving linear…

cs.DS2023

Sublinear Time Shortest Path in Expander Graphs

Noga Alon, Allan Grønlund, Søren Fuglede Jørgensen +1

Computing a shortest path between two nodes in an undirected unweighted graph is among the most basic algorithmic tasks. Breadth first search solves this problem in linear time, wh…

cs.LG2021

Compression Implies Generalization

Allan Grønlund, Mikael Høgsgaard, Lior Kamma +1

Explaining the surprising generalization performance of deep neural networks is an active and important line of research in theoretical machine learning. Influential work by Arora…

math.OC2020

Explaining the poor performance of the KASS algorithm implementation

Allan Grønlund

By investigating the code for the KASS algorithm implementation used in the paper "Exploring the quantum speed limit with computer games" [1, arXiv:1506.09091] by Sørensen et al. (…

cs.DS2017★ 48 cited

Fast Exact k-Means, k-Medians and Bregman Divergence Clustering in 1D

Allan Grønlund, Kasper Green Larsen, Alexander Mathiasen +3

The -Means clustering problem on points is NP-Hard for any dimension , however, for the 1D case there exists exact polynomial time algorithms. Previous literature re…

cs.DS2016★ 4 cited

A Dichotomy for Regular Expression Membership Testing

Karl Bringmann, Allan Grønlund, Kasper Green Larsen

We study regular expression membership testing: Given a regular expression of size and a string of size , decide whether the string is in the language described by the regul…

cs.DS2014

Threesomes, Degenerates, and Love Triangles

Allan Grønlund, Seth Pettie

The 3SUM problem is to decide, given a set of real numbers, whether any three sum to zero. It is widely conjectured that a trivial -time algorithm is optimal and over t…