A Consensus-Edge Initializer for Multi-start 2-opt on the Symmetric Euclidean Travelling Salesman Problem
Özet
We study a one-shot consensus-based initializer for multi-start 2-opt on symmetric Euclidean Travelling Salesman Problem (TSP) instances. Given the M local minima from best-of-M 2-opt, we count undirected edge frequencies, greedily assemble a tour from the most frequent edges with a length-biased tie-break, and run a single additional 2-opt descent from this seed. The local search operator is unchanged; the consensus stage reuses existingtours and adds only a small overhead beyond the M descents, and we characterise this overhead analytically while focusing evaluation on tour length improvements. On synthetic Euclidean instances from three generators, we evaluate performance over a grid of problem sizes n and restart budgets M. The consensus + 2-opt pipeline improves best-of-M 2-opt by roughly 3-6% in median tour length with high win rates for n >= 500 and moderate M, while for small n and large M the baseline saturates and gains shrink to zero or slightly negative values. Thus, even a single aggregation step over 2-opt local minima yields a simple, reproducible seed that is beneficial in the practically relevant regime of moderate budgets and larger instances and approximately neutral elsewhere.
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Tam Kayıt
| Alan | Değer | Dil |
|---|---|---|
| dc.contributor.author | Saygili, Ahmet Caglar | |
| dc.contributor.author | Kazan, Halim | |
| dc.date.accessioned | 2026-10-28T14:59:12.195773851Z | |
| dc.date.available | 2026-10-28T14:59:12.195773851Z | |
| dc.date.issued | 2026 | |
| dc.description.abstract | We study a one-shot consensus-based initializer for multi-start 2-opt on symmetric Euclidean Travelling Salesman Problem (TSP) instances. Given the M local minima from best-of-M 2-opt, we count undirected edge frequencies, greedily assemble a tour from the most frequent edges with a length-biased tie-break, and run a single additional 2-opt descent from this seed. The local search operator is unchanged; the consensus stage reuses existingtours and adds only a small overhead beyond the M descents, and we characterise this overhead analytically while focusing evaluation on tour length improvements. On synthetic Euclidean instances from three generators, we evaluate performance over a grid of problem sizes n and restart budgets M. The consensus + 2-opt pipeline improves best-of-M 2-opt by roughly 3-6% in median tour length with high win rates for n >= 500 and moderate M, while for small n and large M the baseline saturates and gains shrink to zero or slightly negative values. Thus, even a single aggregation step over 2-opt local minima yields a simple, reproducible seed that is beneficial in the practically relevant regime of moderate budgets and larger instances and approximately neutral elsewhere. | |
| dc.identifier.doi | 10.26650/ekoist.2026.xx.1824864 | |
| dc.identifier.endpage | 242 | |
| dc.identifier.issn | 2651-396X | |
| dc.identifier.issue | 44 | |
| dc.identifier.startpage | 217 | |
| dc.identifier.uri | https://rdlopen.rawdatalibrary.net/r/munzur/4339 | |
| dc.identifier.wos | WOS:001818840800011 | |
| dc.language.iso | en | |
| dc.publisher | ISTANBUL UNIV | |
| dc.relation.ispartof | EKOIST-JOURNAL OF ECONOMETRICS AND STATISTICS | |
| dc.rights | info:eu-repo/semantics/openAccess | |
| dc.subject | Travelling Salesman Problem | |
| dc.subject | local search | |
| dc.subject | -opt | |
| dc.subject | consensus edges | |
| dc.subject | heuristics | |
| dc.subject.classification | Economics | |
| dc.subject.classification | Statistics & Probability | |
| dc.subject.classification | Business & Economics | |
| dc.subject.classification | Mathematics | |
| dc.subject.other | LIN-KERNIGHAN | |
| dc.subject.other | ALGORITHM | |
| dc.subject.other | SEARCH | |
| dc.subject.other | TSP | |
| dc.subject.other | EQUIVALENCE | |
| dc.subject.other | STATISTICS | |
| dc.subject.other | CROSSOVER | |
| dc.subject.other | POPMUSIC | |
| dc.subject.other | TESTS | |
| dc.title | A Consensus-Edge Initializer for Multi-start 2-opt on the Symmetric Euclidean Travelling Salesman Problem | |
| dc.type | Article | |
| rdl.citation.openalex | 0 | |
| rdl.citation.wos | 0 | |
| rdl.oa.status | gold | |
| rdl.oa.url | https://doi.org/10.26650/ekoist.2026.xx.1824864 | |
| rdl.source.index | WOS | |
| rdl.wos.index | Emerging Sources Citation Index (ESCI) |
