probabilistic
based on probability
using probabilities to describe what may happen or how likely something is
probabilistic [model/approach/estimate/forecast]
- The researchers used a probabilistic model to estimate how the disease might spread.
- A probabilistic forecast gives several possible outcomes instead of one guaranteed prediction.
- Modern speech recognition relies heavily on probabilistic methods.
- The report gives a probabilistic estimate of the cost.
- A probabilistic model shows what is most likely to happen.
governed by chance
not completely predictable, because chance affects what happens
a probabilistic [process/system/outcome/event]
- At very small scales, some physical events appear to be probabilistic rather than fully predictable.
- The simulation treats customer arrivals as a probabilistic process.
- The outcome is probabilistic: the same input can sometimes lead to different results.
- The game has probabilistic outcomes.
- This process is probabilistic, so we cannot know the result for sure.
- Base: probabilistic
probabilistic algorithm
1algorithm using randomness
a computer method that uses chance as part of how it works
- The software uses a probabilistic algorithm to find likely matches quickly.
- Some probabilistic algorithms trade a small chance of error for much faster performance.
probabilistic approach
1method using probabilities
a way of dealing with something by thinking in terms of likelihoods, not certainties
- The company adopted a probabilistic approach to demand planning.
- A probabilistic approach is useful when the available data is incomplete.
probabilistic forecasting
1forecast with probabilities
making a forecast that says how likely different results are
- Probabilistic forecasting can show the chance of heavy rain in different areas.
- The finance team uses probabilistic forecasting to plan for best-case and worst-case scenarios.
probabilistic inference
1inference from probabilities
using data and probabilities to guess what is probably true
- The system performs probabilistic inference to decide which diagnosis best fits the symptoms.
- Probabilistic inference allows the model to update its beliefs as new evidence appears.
probabilistic model
1model using probabilities
a model that shows what may happen and how likely each possibility is
- The team built a probabilistic model of traffic flow in the city.
- A probabilistic model can update its predictions when new data arrives.
probabilistic programming
1programming probability models
writing programs that describe uncertain situations with probabilities
- Probabilistic programming makes it easier to build complex statistical models.
- Researchers used probabilistic programming to test several explanations for the data.
probabilistic reasoning
1reasoning with likelihoods
thinking about what is most likely when you are not completely sure
- Doctors often use probabilistic reasoning when they interpret test results.
- Probabilistic reasoning helps the system choose the most likely explanation.
probabilistic risk assessment
1risk estimated by probabilities
a study that estimates risks by calculating how likely different problems are
- Engineers performed a probabilistic risk assessment before approving the design.
- A probabilistic risk assessment can compare rare but serious failures with more common minor ones.