stochastic

Intermediatezipf 3.11

Pronunciation

/stəˈkæstɪk/(stuh-KAS-tik)

Part of speech

adjectivemathematics / science

Chinese

随机的;概率性的

Definition

Randomly determined; having a random probability distribution that may be analysed statistically but not predicted precisely.

Word family

  • stochastically(adv)
  • stochasticity/ˌstɒkæˈstɪsɪti/(n)

Collocations

  • stochastic process
  • stochastic model
  • stochastic gradient descent
  • stochastic variable
  • stochastic simulation

Examples

  1. 1.Weather systems are stochastic — we can model probabilities, but precise long-range prediction remains impossible. (randomly determined)
  2. 2.Large language models are trained using stochastic gradient descent, updating parameters with random data batches rather than the full dataset. (probability-based)

Synonyms

  • random/ˈrændəm/happening without pattern
  • probabilistic/ˌprɒbəbɪˈlɪstɪk/based on probability
  • non-deterministicnot having a single predictable outcome

Etymology

from Greek "stokhastikos" (able to guess) — from "stokhazesthai" (to aim at, to guess) — from "stokhos" (target) — aiming at a target you can estimate but never hit exactly