~/talk

What Online Dating Taught Me About Algorithms

Talkat Carolina Code Conference 2024 · 2024-08-23..08-24· [machine-learning]
slides:none on file

History of dating services starts with St James and Operation Match using mailed questionnaires, punch cards and outputting six names and phone numbers; compatibility uses weighted ordinal encoding and Euclidean/KNN-style similarity. OKCupid computes a match percentage via weighted scoring and geometric mean, then adjusts for unread messages, attractiveness and a random factor. Tinder relies on an Elo score style ranking (examples show a 200→182 drop after a swipe), and Hinge applies the Gale‑Shapley stable matching approach.

AI-written summary · about

  1. 0:00Introduction
  2. 1:271960s computer dating
  3. 8:54OKCupid algorithm deep dive
  4. 17:47Modern dating app matchmaking
  5. 22:24Hinge and Gale-Shapley
  6. 27:43Takeaways and conclusions
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