stochastic
Intermediatezipf 3.11Pronunciation
/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.Weather systems are stochastic — we can model probabilities, but precise long-range prediction remains impossible. (randomly determined)
- 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-deterministic— not 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