nstat.DecoderSuite

class nstat.DecoderSuite

Bases: object

Canonical decoding API for the Python nSTAT package.

__init__()

static linear(spike_counts, stimulus)

Parameters:

• spike_counts (ndarray)

• stimulus (ndarray)

Return type:

dict[str, ndarray]

static kalman(observations, transition, observation_matrix, q_cov, r_cov, x0, p0)

Basic linear Kalman filter used for standalone decoding workflows.

Parameters:

• observations (ndarray)

• transition (ndarray)

• observation_matrix (ndarray)

• q_cov (ndarray)

• r_cov (ndarray)

• x0 (ndarray)

• p0 (ndarray)

Return type:

dict[str, ndarray]