self-tuning search strategy

noun phrase
UK /ˌsɛlf ˈtjuːnɪŋ sɜːtʃ ˈstrætədʒi/
US /ˌsɛlf ˈtuːnɪŋ sɜːrtʃ ˈstrætədʒi/

A way of searching that changes itself to work better each time.

The robot used a self-tuning search strategy to find the lost toy faster.


OTHER MEANINGS

2. In computing, an algorithm that automatically adjusts its own parameters while searching for a solution.

The compiler relies on a self-tuning search strategy to pick the fastest instruction order.

3. A business or research method that refines its own queries based on results over time.

Their marketing team adopted a self-tuning search strategy to improve ad targeting.

4. A learning approach where the search process improves by learning from past attempts.

The student's self-tuning search strategy helped her find better sources each week.