traveling salesman problem: meaning, definition, pronunciation and examples

Low (Academic/Technical)
UK/ˈtrævəlɪŋ ˈseɪlzmən ˌprɒbləm/US/ˈtrævəlɪŋ ˈseɪlzmən ˌprɑːbləm/

Formal, Technical

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Quick answer

What does “traveling salesman problem” mean?

A fundamental optimization problem in mathematics and computer science: find the shortest possible route that visits each given set of points exactly once and returns to the origin point.

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Pronunciation

Definition

Meaning and Definition

A fundamental optimization problem in mathematics and computer science: find the shortest possible route that visits each given set of points exactly once and returns to the origin point.

A classic NP-hard problem in combinatorial optimization, used as a benchmark for algorithmic efficiency. It models real-world logistics and routing challenges.

Dialectal Variation

British vs American Usage

Differences

Primarily spelling: British 'travelling salesman problem', American 'traveling salesman problem'. Concept and usage are identical.

Connotations

Identical technical connotations in both varieties.

Frequency

Equal technical frequency. Abbreviation 'TSP' is universal.

Grammar

How to Use “traveling salesman problem” in a Sentence

The TSP is [adjective: NP-hard, computationally intensive].Researchers [verb: study, solve, approximate] the TSP.An algorithm for the TSP.

Vocabulary

Collocations

strong
solve theNP-hardclassicapproximation algorithm for the
medium
instance of thecomplexity of theapplied to the
weak
difficultfamousmathematical

Examples

Examples of “traveling salesman problem” in a Sentence

verb

British English

  • The team is researching how to efficiently solve the travelling salesman problem.

American English

  • This new software aims to approximate the traveling salesman problem faster.

adjective

British English

  • The travelling-salesman-problem formulation is crucial for their model.

American English

  • They faced a classic traveling-salesman-problem scenario in logistics.

Usage

Meaning in Context

Business

Rarely used directly; underlying concept applies to logistics and delivery route planning.

Academic

Central concept in operations research, computer science, and applied mathematics.

Everyday

Virtually never used. Might be mentioned in popular science contexts.

Technical

Standard term for a specific class of optimization problems.

Vocabulary

Synonyms of “traveling salesman problem”

Neutral

TSP

Weak

routing problemcircuit problem

Watch out

Common Mistakes When Using “traveling salesman problem”

  • Using 'travelling salesman' problem' (incorrect apostrophe).
  • Assuming it has a simple, quick solution.
  • Using it as a general term for any difficult journey.

FAQ

Frequently Asked Questions

For the general case, no. It is NP-hard, meaning no known algorithm can solve all instances quickly as the number of points increases.

No, it has many practical applications in logistics, microchip manufacturing (circuit board drilling), DNA sequencing, and network planning.

It means the problem is at least as hard as the hardest problems in NP. In practice, it suggests that finding an optimal solution for large instances is computationally infeasible.

The TSP requires finding a Hamiltonian cycle (a cycle visiting each vertex once) with the minimum total edge weight. The Hamiltonian path problem simply asks if any such cycle/path exists, without considering weights.

A fundamental optimization problem in mathematics and computer science: find the shortest possible route that visits each given set of points exactly once and returns to the origin point.

Traveling salesman problem is usually formal, technical in register.

Traveling salesman problem: in British English it is pronounced /ˈtrævəlɪŋ ˈseɪlzmən ˌprɒbləm/, and in American English it is pronounced /ˈtrævəlɪŋ ˈseɪlzmən ˌprɑːbləm/. Tap the audio buttons above to hear it.

Learning

Memory Aids

Mnemonic

Think of a SALESMAN who must TRAVEL to all CITIES on his list in the shortest PATH. The first letters spell T-S-P-C-P.

Conceptual Metaphor

OPTIMIZATION IS A SHORTEST PATH. / COMPLEXITY IS A MAZE.

Practice

Quiz

Fill in the gap
The is a classic example of an NP-hard problem in optimization.
Multiple Choice

What does the 'traveling salesman problem' primarily model?

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