Using search effectively in taxonomies and correctly modeling your domain in Elasticsearch

Using search effectively in taxonomies and correctly modeling your domain in Elasticsearch

Apr 3, 2023

Finding matches when using a taxonomy is a common problem. A notable challenge is mapping a user’s query to the entity (or results) expected when searching for an entity inside a catalog mapping. Functional textual search models tend to rely on exact match or partial match, but both can lead to a frustrating experience when users aren’t familiar with the domain. Basic models often fail to support user typos, synonyms, acronyms, and/or hyponyms/hypernyms. Learn how to tackle these challenges and make search more intuitive when using a taxonomy. This talk covers:

  • A case study on how a fashion catalog may be modeled as a taxonomy
  • What to account for when modeling a static taxonomy
  • How word embeddings can be used as failback - Code examples, including the Elastic index and querying it

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