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particlefilterbox

Particle filtering and Sequential Monte Carlo methods for state estimation.

Installation

pip install -e ".[dev]"

Quick Start

from particlefilterbox.core import ParticleCloud, PFConfig
from particlefilterbox.resampling import systematic

config = PFConfig(n_particles=1000, resampling='systematic')
cloud = ParticleCloud(n_particles=1000, k_states=1)
cloud.set_uniform_weights()

indices = systematic(cloud.normalized_weights)
cloud.resample(indices)

License

MIT

Metadata

Release files for particlefilterbox 0.1.0

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