1972

Karen Spärck Jones publishes IDF

Karen Spärck Jones introduced inverse document frequency (IDFInverse document frequency — a search ranking signal that weights rare terms more heavily.) in 1972 — a cornerstone of search ranking and information retrieval.

What it was for

Karen Spärck JonesIDFInverse document frequency — a search ranking signal that weights rare terms more heavily. weights rare terms higher in search — the 'idf' in tf-idf used by Elasticsearch, Lucene, and early Google. Her work predates the web but powers every search engine developers integrate with.

People

  • Karen Spärck Jonesresearcher

Why it's here

IDFInverse document frequency — a search ranking signal that weights rare terms more heavily. is foundational math behind modern search ranking.

Why it mattered

It quantified term importance across document collections.

What it solved

Keyword matching alone ranked common words as important as distinctive ones.

Media

  • Karen Spärck Jones
    ImageKaren Spärck Jones

    en:user:Markus Kuhn, CC BY 2.5, via Wikimedia Commons