Probabilistic Modelling¶
- Every robot action is uncertain
- Every sensor measurement is uncertain
Probabilistic approach acknowledges these uncertainties and uses models to abstract useful information from data
Goal is an incrementally-updated probabilistic estimate of position of robot relative to map
Associated Concepts¶
- Mean
- Variance
- Discrete & Continuous Random Variables
- Total Probability
- Gaussian Distribution
- Bayes Rule