Narrow Your Choices

Refine By Countries

Refine By Topic

Refine By Series

Refine By Language

Refine By Date

—

Refine By IMF Taxonomy

Refine By JEL Taxonomy

Refine by LOC Taxonomy

Refine By THEMA Taxonomy

  • Print
  • Save

Browse

You are looking at 1 - 1 of 1 items for :

  • Type: Journal Issue x
  • Personal Income, Wealth, and Their Distributions x
  • Intelligence (AI) & Semantics x
  • International trade x
  • Mathematics x
  • Neoclassical Models of Trade x
  • Western Hemisphere x
  • Cross-cutting issues x
Clear All Modify Search
Cover IMF Working Papers
Intelligent Export Diversification: An Export Recommendation System with Machine Learning
Ms. Natasha X Che
This paper presents a set of collaborative filtering algorithms that produce product recommendations to diversify and optimize a country's export structure in support of sustainable long-term growth. The recommendation system is able to accurately predict the historical trends in export content and structure for high-growth countries, such as China, India, Poland, and Chile, over 20-year spans. As a contemporary case study, the system is applied to Paraguay, to create recommendations for the country's export diversification strategy.
Keywords:
WP; SITC product lists; price boom; product-space literature; country-product space; export basket; export product; KNN implementation; export diversificiation; comparative advantage; machine learning; collaborative filtering; economic growth; international trade; RCA export; export structure; diversification strategy; KNN recommender; export diversification recommendation; product name; Exports; Export diversification; Personal income; East Asia; Caribbean; Africa; Global; export diversification strategy