.. AUTO-GENERATED FILE -- DO NOT EDIT! :mod:`models` ============= .. automodule:: tikreg.models .. currentmodule:: tikreg.models .. autosummary:: counter atleast_2d check_response_dimensionality clean_results_dict crossval_stem_wmvnp cvridge dual2primal_weights dual2primal_weights_banded estimate_simple_stem_wmvnp estimate_stem_wmvnp featurespace_dual2primal find_optimum_mvn generalized_tikhonov hyperopt_crossval_stem_wmvnp hyperopt_estimate_stem_wmvnp hyperopt_trials2cvperf kernel_banded_temporal_prior kernel_cvridge kernel_spatiotemporal_prior loo_ols nan_to_num ols olspred should_solve_dual simple_generalized_tikhonov simple_ridge_dual simple_ridge_primal solve_l2 solve_l2_dual solve_l2_primal voxelwise_weights2preds zscore .. currentmodule:: tikreg.models :class:`counter` ~~~~~~~~~~~~~~~~ .. autoclass:: counter :members: :undoc-members: :show-inheritance: .. automethod:: __init__ atleast_2d ~~~~~~~~~~ .. autofunction:: atleast_2d check_response_dimensionality ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: check_response_dimensionality clean_results_dict ~~~~~~~~~~~~~~~~~~ .. autofunction:: clean_results_dict crossval_stem_wmvnp ~~~~~~~~~~~~~~~~~~~ .. autofunction:: crossval_stem_wmvnp cvridge ~~~~~~~ .. autofunction:: cvridge dual2primal_weights ~~~~~~~~~~~~~~~~~~~ .. autofunction:: dual2primal_weights dual2primal_weights_banded ~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: dual2primal_weights_banded estimate_simple_stem_wmvnp ~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: estimate_simple_stem_wmvnp estimate_stem_wmvnp ~~~~~~~~~~~~~~~~~~~ .. autofunction:: estimate_stem_wmvnp featurespace_dual2primal ~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: featurespace_dual2primal find_optimum_mvn ~~~~~~~~~~~~~~~~ .. autofunction:: find_optimum_mvn generalized_tikhonov ~~~~~~~~~~~~~~~~~~~~ .. autofunction:: generalized_tikhonov hyperopt_crossval_stem_wmvnp ~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: hyperopt_crossval_stem_wmvnp hyperopt_estimate_stem_wmvnp ~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: hyperopt_estimate_stem_wmvnp hyperopt_trials2cvperf ~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: hyperopt_trials2cvperf kernel_banded_temporal_prior ~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: kernel_banded_temporal_prior kernel_cvridge ~~~~~~~~~~~~~~ .. autofunction:: kernel_cvridge kernel_spatiotemporal_prior ~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: kernel_spatiotemporal_prior loo_ols ~~~~~~~ .. autofunction:: loo_ols nan_to_num ~~~~~~~~~~ .. autofunction:: nan_to_num ols ~~~ .. autofunction:: ols olspred ~~~~~~~ .. autofunction:: olspred should_solve_dual ~~~~~~~~~~~~~~~~~ .. autofunction:: should_solve_dual simple_generalized_tikhonov ~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: simple_generalized_tikhonov simple_ridge_dual ~~~~~~~~~~~~~~~~~ .. autofunction:: simple_ridge_dual simple_ridge_primal ~~~~~~~~~~~~~~~~~~~ .. autofunction:: simple_ridge_primal solve_l2 ~~~~~~~~ .. autofunction:: solve_l2 solve_l2_dual ~~~~~~~~~~~~~ .. autofunction:: solve_l2_dual solve_l2_primal ~~~~~~~~~~~~~~~ .. autofunction:: solve_l2_primal voxelwise_weights2preds ~~~~~~~~~~~~~~~~~~~~~~~ .. autofunction:: voxelwise_weights2preds zscore ~~~~~~ .. autofunction:: zscore