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researcher

Andreas T. Ernst

Monash University

14 papers hereh-index 367.3k citations154 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author6
  • last author6

Across the 13 of 14 papers where every author was matched, so the position is known.

fields
  • math.OC9
  • cs.NE2
  • cs.AI1
  • cs.CE1
  • cs.LG1
affiliations
  • Monash University
Homepage

identity via Semantic Scholar / OpenAlex

activity
20142023
most citedGeneralization of Machine Learning for Problem Reduction: A Case Study on Travelling Salesman Problems

39 citations · 59 across the 13 of their papers we have counts for

collaborators
Showing 2020Show all

3 papers · 1 filter

math.OC2020★ 1 cited

Instance Space Analysis for the Car Sequencing Problem

Yuan Sun, Samuel Esler, Dhananjay Thiruvady +3

We investigate an important research question for solving the car sequencing problem, that is, which characteristics make an instance hard to solve? To do so, we carry out an insta…

cs.NE2020★ 3 cited

Boosting Ant Colony Optimization via Solution Prediction and Machine Learning

Yuan Sun, Sheng Wang, Yunzhuang Shen +3

This paper introduces an enhanced meta-heuristic (ML-ACO) that combines machine learning (ML) and ant colony optimization (ACO) to solve combinatorial optimization problems. To ill…

cs.LG2020★ 39 cited

Generalization of Machine Learning for Problem Reduction: A Case Study on Travelling Salesman Problems

Yuan Sun, Andreas Ernst, Xiaodong Li +1

Combinatorial optimization plays an important role in real-world problem solving. In the big data era, the dimensionality of a combinatorial optimization problem is usually very la…

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