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nemos.glm.GLM
nemos.glm.GLM.observation_model
nemos.glm.GLM.regularizer
nemos.glm.GLM.regularizer_strength
nemos.glm.GLM.solver_init_state
nemos.glm.GLM.solver_kwargs
nemos.glm.GLM.solver_name
nemos.glm.GLM.solver_run
nemos.glm.GLM.solver_update
nemos.glm.GLM.__init__
nemos.glm.GLM.fit
nemos.glm.GLM.get_params
nemos.glm.GLM.initialize_params
nemos.glm.GLM.initialize_state
nemos.glm.GLM.instantiate_solver
nemos.glm.GLM.predict
nemos.glm.GLM.score
nemos.glm.GLM.set_params
nemos.glm.GLM.simulate
nemos.glm.GLM.update
nemos.glm.PopulationGLM
nemos.glm.PopulationGLM.feature_mask
nemos.glm.PopulationGLM.observation_model
nemos.glm.PopulationGLM.regularizer
nemos.glm.PopulationGLM.regularizer_strength
nemos.glm.PopulationGLM.solver_init_state
nemos.glm.PopulationGLM.solver_kwargs
nemos.glm.PopulationGLM.solver_name
nemos.glm.PopulationGLM.solver_run
nemos.glm.PopulationGLM.solver_update
nemos.glm.PopulationGLM.__init__
nemos.glm.PopulationGLM.fit
nemos.glm.PopulationGLM.get_params
nemos.glm.PopulationGLM.initialize_params
nemos.glm.PopulationGLM.initialize_state
nemos.glm.PopulationGLM.instantiate_solver
nemos.glm.PopulationGLM.predict
nemos.glm.PopulationGLM.score
nemos.glm.PopulationGLM.set_params
nemos.glm.PopulationGLM.simulate
nemos.glm.PopulationGLM.update
nemos.basis._basis.Basis
nemos.basis._basis.Basis.n_basis_funcs
nemos.basis._basis.Basis.n_output_features
nemos.basis._basis.Basis.__init__
nemos.basis._basis.Basis.compute_features
nemos.basis._basis.Basis.evaluate
nemos.basis._basis.Basis.evaluate_on_grid
nemos.basis._basis.Basis.get_params
nemos.basis._basis.Basis.set_input_shape
nemos.basis._basis.Basis.set_params
nemos.basis._basis.Basis.setup_basis
nemos.basis._basis.Basis.split_by_feature
nemos.basis._basis.Basis.to_transformer
nemos.basis._spline_basis.SplineBasis
nemos.basis._spline_basis.SplineBasis.input_shape
nemos.basis._spline_basis.SplineBasis.label
nemos.basis._spline_basis.SplineBasis.n_basis_funcs
nemos.basis._spline_basis.SplineBasis.n_output_features
nemos.basis._spline_basis.SplineBasis.order
nemos.basis._spline_basis.SplineBasis.__init__
nemos.basis._spline_basis.SplineBasis.compute_features
nemos.basis._spline_basis.SplineBasis.evaluate
nemos.basis._spline_basis.SplineBasis.evaluate_on_grid
nemos.basis._spline_basis.SplineBasis.get_params
nemos.basis._spline_basis.SplineBasis.set_input_shape
nemos.basis._spline_basis.SplineBasis.set_params
nemos.basis._spline_basis.SplineBasis.setup_basis
nemos.basis._spline_basis.SplineBasis.split_by_feature
nemos.basis._spline_basis.SplineBasis.to_transformer
nemos.basis.MSplineConv
nemos.basis.MSplineConv.conv_kwargs
nemos.basis.MSplineConv.input_shape
nemos.basis.MSplineConv.label
nemos.basis.MSplineConv.n_basis_funcs
nemos.basis.MSplineConv.n_output_features
nemos.basis.MSplineConv.order
nemos.basis.MSplineConv.window_size
nemos.basis.MSplineConv.__init__
nemos.basis.MSplineConv.compute_features
nemos.basis.MSplineConv.evaluate
nemos.basis.MSplineConv.evaluate_on_grid
nemos.basis.MSplineConv.get_params
nemos.basis.MSplineConv.set_input_shape
nemos.basis.MSplineConv.set_params
nemos.basis.MSplineConv.setup_basis
nemos.basis.MSplineConv.split_by_feature
nemos.basis.MSplineConv.to_transformer
nemos.basis.BSplineConv
nemos.basis.BSplineConv.conv_kwargs
nemos.basis.BSplineConv.input_shape
nemos.basis.BSplineConv.label
nemos.basis.BSplineConv.n_basis_funcs
nemos.basis.BSplineConv.n_output_features
nemos.basis.BSplineConv.order
nemos.basis.BSplineConv.window_size
nemos.basis.BSplineConv.__init__
nemos.basis.BSplineConv.compute_features
nemos.basis.BSplineConv.evaluate
nemos.basis.BSplineConv.evaluate_on_grid
nemos.basis.BSplineConv.get_params
nemos.basis.BSplineConv.set_input_shape
nemos.basis.BSplineConv.set_params
nemos.basis.BSplineConv.setup_basis
nemos.basis.BSplineConv.split_by_feature
nemos.basis.BSplineConv.to_transformer
nemos.basis.CyclicBSplineConv
nemos.basis.CyclicBSplineConv.conv_kwargs
nemos.basis.CyclicBSplineConv.input_shape
nemos.basis.CyclicBSplineConv.label
nemos.basis.CyclicBSplineConv.n_basis_funcs
nemos.basis.CyclicBSplineConv.n_output_features
nemos.basis.CyclicBSplineConv.order
nemos.basis.CyclicBSplineConv.window_size
nemos.basis.CyclicBSplineConv.__init__
nemos.basis.CyclicBSplineConv.compute_features
nemos.basis.CyclicBSplineConv.evaluate
nemos.basis.CyclicBSplineConv.evaluate_on_grid
nemos.basis.CyclicBSplineConv.get_params
nemos.basis.CyclicBSplineConv.set_input_shape
nemos.basis.CyclicBSplineConv.set_params
nemos.basis.CyclicBSplineConv.setup_basis
nemos.basis.CyclicBSplineConv.split_by_feature
nemos.basis.CyclicBSplineConv.to_transformer
nemos.basis.RaisedCosineLinearConv
nemos.basis.RaisedCosineLinearConv.conv_kwargs
nemos.basis.RaisedCosineLinearConv.input_shape
nemos.basis.RaisedCosineLinearConv.label
nemos.basis.RaisedCosineLinearConv.n_basis_funcs
nemos.basis.RaisedCosineLinearConv.n_output_features
nemos.basis.RaisedCosineLinearConv.width
nemos.basis.RaisedCosineLinearConv.window_size
nemos.basis.RaisedCosineLinearConv.__init__
nemos.basis.RaisedCosineLinearConv.compute_features
nemos.basis.RaisedCosineLinearConv.evaluate
nemos.basis.RaisedCosineLinearConv.evaluate_on_grid
nemos.basis.RaisedCosineLinearConv.get_params
nemos.basis.RaisedCosineLinearConv.set_input_shape
nemos.basis.RaisedCosineLinearConv.set_params
nemos.basis.RaisedCosineLinearConv.setup_basis
nemos.basis.RaisedCosineLinearConv.split_by_feature
nemos.basis.RaisedCosineLinearConv.to_transformer
nemos.basis.RaisedCosineLogConv
nemos.basis.RaisedCosineLogConv.conv_kwargs
nemos.basis.RaisedCosineLogConv.input_shape
nemos.basis.RaisedCosineLogConv.label
nemos.basis.RaisedCosineLogConv.n_basis_funcs
nemos.basis.RaisedCosineLogConv.n_output_features
nemos.basis.RaisedCosineLogConv.time_scaling
nemos.basis.RaisedCosineLogConv.width
nemos.basis.RaisedCosineLogConv.window_size
nemos.basis.RaisedCosineLogConv.__init__
nemos.basis.RaisedCosineLogConv.compute_features
nemos.basis.RaisedCosineLogConv.evaluate
nemos.basis.RaisedCosineLogConv.evaluate_on_grid
nemos.basis.RaisedCosineLogConv.get_params
nemos.basis.RaisedCosineLogConv.set_input_shape
nemos.basis.RaisedCosineLogConv.set_params
nemos.basis.RaisedCosineLogConv.setup_basis
nemos.basis.RaisedCosineLogConv.split_by_feature
nemos.basis.RaisedCosineLogConv.to_transformer
nemos.basis.OrthExponentialConv
nemos.basis.OrthExponentialConv.conv_kwargs
nemos.basis.OrthExponentialConv.decay_rates
nemos.basis.OrthExponentialConv.input_shape
nemos.basis.OrthExponentialConv.label
nemos.basis.OrthExponentialConv.n_basis_funcs
nemos.basis.OrthExponentialConv.n_output_features
nemos.basis.OrthExponentialConv.window_size
nemos.basis.OrthExponentialConv.__init__
nemos.basis.OrthExponentialConv.compute_features
nemos.basis.OrthExponentialConv.evaluate
nemos.basis.OrthExponentialConv.evaluate_on_grid
nemos.basis.OrthExponentialConv.get_params
nemos.basis.OrthExponentialConv.set_input_shape
nemos.basis.OrthExponentialConv.set_params
nemos.basis.OrthExponentialConv.setup_basis
nemos.basis.OrthExponentialConv.split_by_feature
nemos.basis.OrthExponentialConv.to_transformer
nemos.basis.HistoryConv
nemos.basis.HistoryConv.conv_kwargs
nemos.basis.HistoryConv.input_shape
nemos.basis.HistoryConv.label
nemos.basis.HistoryConv.n_basis_funcs
nemos.basis.HistoryConv.n_output_features
nemos.basis.HistoryConv.window_size
nemos.basis.HistoryConv.__init__
nemos.basis.HistoryConv.compute_features
nemos.basis.HistoryConv.evaluate
nemos.basis.HistoryConv.evaluate_on_grid
nemos.basis.HistoryConv.get_params
nemos.basis.HistoryConv.set_input_shape
nemos.basis.HistoryConv.set_params
nemos.basis.HistoryConv.setup_basis
nemos.basis.HistoryConv.split_by_feature
nemos.basis.HistoryConv.to_transformer
nemos.basis.MSplineEval
nemos.basis.MSplineEval.bounds
nemos.basis.MSplineEval.input_shape
nemos.basis.MSplineEval.label
nemos.basis.MSplineEval.n_basis_funcs
nemos.basis.MSplineEval.n_output_features
nemos.basis.MSplineEval.order
nemos.basis.MSplineEval.__init__
nemos.basis.MSplineEval.compute_features
nemos.basis.MSplineEval.evaluate
nemos.basis.MSplineEval.evaluate_on_grid
nemos.basis.MSplineEval.get_params
nemos.basis.MSplineEval.set_input_shape
nemos.basis.MSplineEval.set_params
nemos.basis.MSplineEval.setup_basis
nemos.basis.MSplineEval.split_by_feature
nemos.basis.MSplineEval.to_transformer
nemos.basis.BSplineEval
nemos.basis.BSplineEval.bounds
nemos.basis.BSplineEval.input_shape
nemos.basis.BSplineEval.label
nemos.basis.BSplineEval.n_basis_funcs
nemos.basis.BSplineEval.n_output_features
nemos.basis.BSplineEval.order
nemos.basis.BSplineEval.__init__
nemos.basis.BSplineEval.compute_features
nemos.basis.BSplineEval.evaluate
nemos.basis.BSplineEval.evaluate_on_grid
nemos.basis.BSplineEval.get_params
nemos.basis.BSplineEval.set_input_shape
nemos.basis.BSplineEval.set_params
nemos.basis.BSplineEval.setup_basis
nemos.basis.BSplineEval.split_by_feature
nemos.basis.BSplineEval.to_transformer
nemos.basis.CyclicBSplineEval
nemos.basis.CyclicBSplineEval.bounds
nemos.basis.CyclicBSplineEval.input_shape
nemos.basis.CyclicBSplineEval.label
nemos.basis.CyclicBSplineEval.n_basis_funcs
nemos.basis.CyclicBSplineEval.n_output_features
nemos.basis.CyclicBSplineEval.order
nemos.basis.CyclicBSplineEval.__init__
nemos.basis.CyclicBSplineEval.compute_features
nemos.basis.CyclicBSplineEval.evaluate
nemos.basis.CyclicBSplineEval.evaluate_on_grid
nemos.basis.CyclicBSplineEval.get_params
nemos.basis.CyclicBSplineEval.set_input_shape
nemos.basis.CyclicBSplineEval.set_params
nemos.basis.CyclicBSplineEval.setup_basis
nemos.basis.CyclicBSplineEval.split_by_feature
nemos.basis.CyclicBSplineEval.to_transformer
nemos.basis.RaisedCosineLinearEval
nemos.basis.RaisedCosineLinearEval.bounds
nemos.basis.RaisedCosineLinearEval.input_shape
nemos.basis.RaisedCosineLinearEval.label
nemos.basis.RaisedCosineLinearEval.n_basis_funcs
nemos.basis.RaisedCosineLinearEval.n_output_features
nemos.basis.RaisedCosineLinearEval.width
nemos.basis.RaisedCosineLinearEval.__init__
nemos.basis.RaisedCosineLinearEval.compute_features
nemos.basis.RaisedCosineLinearEval.evaluate
nemos.basis.RaisedCosineLinearEval.evaluate_on_grid
nemos.basis.RaisedCosineLinearEval.get_params
nemos.basis.RaisedCosineLinearEval.set_input_shape
nemos.basis.RaisedCosineLinearEval.set_params
nemos.basis.RaisedCosineLinearEval.setup_basis
nemos.basis.RaisedCosineLinearEval.split_by_feature
nemos.basis.RaisedCosineLinearEval.to_transformer
nemos.basis.RaisedCosineLogEval
nemos.basis.RaisedCosineLogEval.bounds
nemos.basis.RaisedCosineLogEval.input_shape
nemos.basis.RaisedCosineLogEval.label
nemos.basis.RaisedCosineLogEval.n_basis_funcs
nemos.basis.RaisedCosineLogEval.n_output_features
nemos.basis.RaisedCosineLogEval.time_scaling
nemos.basis.RaisedCosineLogEval.width
nemos.basis.RaisedCosineLogEval.__init__
nemos.basis.RaisedCosineLogEval.compute_features
nemos.basis.RaisedCosineLogEval.evaluate
nemos.basis.RaisedCosineLogEval.evaluate_on_grid
nemos.basis.RaisedCosineLogEval.get_params
nemos.basis.RaisedCosineLogEval.set_input_shape
nemos.basis.RaisedCosineLogEval.set_params
nemos.basis.RaisedCosineLogEval.setup_basis
nemos.basis.RaisedCosineLogEval.split_by_feature
nemos.basis.RaisedCosineLogEval.to_transformer
nemos.basis.OrthExponentialEval
nemos.basis.OrthExponentialEval.bounds
nemos.basis.OrthExponentialEval.decay_rates
nemos.basis.OrthExponentialEval.input_shape
nemos.basis.OrthExponentialEval.label
nemos.basis.OrthExponentialEval.n_basis_funcs
nemos.basis.OrthExponentialEval.n_output_features
nemos.basis.OrthExponentialEval.__init__
nemos.basis.OrthExponentialEval.compute_features
nemos.basis.OrthExponentialEval.evaluate
nemos.basis.OrthExponentialEval.evaluate_on_grid
nemos.basis.OrthExponentialEval.get_params
nemos.basis.OrthExponentialEval.set_input_shape
nemos.basis.OrthExponentialEval.set_params
nemos.basis.OrthExponentialEval.setup_basis
nemos.basis.OrthExponentialEval.split_by_feature
nemos.basis.OrthExponentialEval.to_transformer
nemos.basis.IdentityEval
nemos.basis.IdentityEval.bounds
nemos.basis.IdentityEval.input_shape
nemos.basis.IdentityEval.label
nemos.basis.IdentityEval.n_basis_funcs
nemos.basis.IdentityEval.n_output_features
nemos.basis.IdentityEval.__init__
nemos.basis.IdentityEval.compute_features
nemos.basis.IdentityEval.evaluate
nemos.basis.IdentityEval.evaluate_on_grid
nemos.basis.IdentityEval.get_params
nemos.basis.IdentityEval.set_input_shape
nemos.basis.IdentityEval.set_params
nemos.basis.IdentityEval.setup_basis
nemos.basis.IdentityEval.split_by_feature
nemos.basis.IdentityEval.to_transformer
nemos.basis._basis.AdditiveBasis
nemos.basis._basis.AdditiveBasis.basis1
nemos.basis._basis.AdditiveBasis.basis2
nemos.basis._basis.AdditiveBasis.input_shape
nemos.basis._basis.AdditiveBasis.label
nemos.basis._basis.AdditiveBasis.n_basis_funcs
nemos.basis._basis.AdditiveBasis.n_output_features
nemos.basis._basis.AdditiveBasis.__init__
nemos.basis._basis.AdditiveBasis.compute_features
nemos.basis._basis.AdditiveBasis.evaluate
nemos.basis._basis.AdditiveBasis.evaluate_on_grid
nemos.basis._basis.AdditiveBasis.get_params
nemos.basis._basis.AdditiveBasis.set_input_shape
nemos.basis._basis.AdditiveBasis.set_params
nemos.basis._basis.AdditiveBasis.setup_basis
nemos.basis._basis.AdditiveBasis.split_by_feature
nemos.basis._basis.AdditiveBasis.to_transformer
nemos.basis._basis.AdditiveBasis.update_default_label_id
nemos.basis._basis.MultiplicativeBasis
nemos.basis._basis.MultiplicativeBasis.basis1
nemos.basis._basis.MultiplicativeBasis.basis2
nemos.basis._basis.MultiplicativeBasis.input_shape
nemos.basis._basis.MultiplicativeBasis.label
nemos.basis._basis.MultiplicativeBasis.n_basis_funcs
nemos.basis._basis.MultiplicativeBasis.n_output_features
nemos.basis._basis.MultiplicativeBasis.__init__
nemos.basis._basis.MultiplicativeBasis.compute_features
nemos.basis._basis.MultiplicativeBasis.evaluate
nemos.basis._basis.MultiplicativeBasis.evaluate_on_grid
nemos.basis._basis.MultiplicativeBasis.get_params
nemos.basis._basis.MultiplicativeBasis.set_input_shape
nemos.basis._basis.MultiplicativeBasis.set_params
nemos.basis._basis.MultiplicativeBasis.setup_basis
nemos.basis._basis.MultiplicativeBasis.split_by_feature
nemos.basis._basis.MultiplicativeBasis.to_transformer
nemos.basis._basis.MultiplicativeBasis.update_default_label_id
nemos.basis._transformer_basis.TransformerBasis
nemos.basis._transformer_basis.TransformerBasis.basis
nemos.basis._transformer_basis.TransformerBasis.__init__
nemos.basis._transformer_basis.TransformerBasis.fit
nemos.basis._transformer_basis.TransformerBasis.fit_transform
nemos.basis._transformer_basis.TransformerBasis.get_params
nemos.basis._transformer_basis.TransformerBasis.set_params
nemos.basis._transformer_basis.TransformerBasis.transform
nemos.observation_models.Observations
nemos.observation_models.Observations.inverse_link_function
nemos.observation_models.Observations.scale
nemos.observation_models.Observations.__init__
nemos.observation_models.Observations.check_inverse_link_function
nemos.observation_models.Observations.deviance
nemos.observation_models.Observations.estimate_scale
nemos.observation_models.Observations.get_params
nemos.observation_models.Observations.log_likelihood
nemos.observation_models.Observations.pseudo_r2
nemos.observation_models.Observations.sample_generator
nemos.observation_models.Observations.set_params
nemos.observation_models.PoissonObservations
nemos.observation_models.PoissonObservations.inverse_link_function
nemos.observation_models.PoissonObservations.scale
nemos.observation_models.PoissonObservations.__init__
nemos.observation_models.PoissonObservations.check_inverse_link_function
nemos.observation_models.PoissonObservations.deviance
nemos.observation_models.PoissonObservations.estimate_scale
nemos.observation_models.PoissonObservations.get_params
nemos.observation_models.PoissonObservations.log_likelihood
nemos.observation_models.PoissonObservations.pseudo_r2
nemos.observation_models.PoissonObservations.sample_generator
nemos.observation_models.PoissonObservations.set_params
nemos.observation_models.GammaObservations
nemos.observation_models.GammaObservations.inverse_link_function
nemos.observation_models.GammaObservations.scale
nemos.observation_models.GammaObservations.__init__
nemos.observation_models.GammaObservations.check_inverse_link_function
nemos.observation_models.GammaObservations.deviance
nemos.observation_models.GammaObservations.estimate_scale
nemos.observation_models.GammaObservations.get_params
nemos.observation_models.GammaObservations.log_likelihood
nemos.observation_models.GammaObservations.pseudo_r2
nemos.observation_models.GammaObservations.sample_generator
nemos.observation_models.GammaObservations.set_params
nemos.regularizer.Regularizer
nemos.regularizer.Regularizer.allowed_solvers
nemos.regularizer.Regularizer.default_solver
nemos.regularizer.Regularizer.__init__
nemos.regularizer.Regularizer.get_params
nemos.regularizer.Regularizer.get_proximal_operator
nemos.regularizer.Regularizer.penalized_loss
nemos.regularizer.Regularizer.set_params
nemos.regularizer.UnRegularized
nemos.regularizer.UnRegularized.allowed_solvers
nemos.regularizer.UnRegularized.default_solver
nemos.regularizer.UnRegularized.__init__
nemos.regularizer.UnRegularized.get_params
nemos.regularizer.UnRegularized.get_proximal_operator
nemos.regularizer.UnRegularized.penalized_loss
nemos.regularizer.UnRegularized.set_params
nemos.regularizer.Ridge
nemos.regularizer.Ridge.allowed_solvers
nemos.regularizer.Ridge.default_solver
nemos.regularizer.Ridge.__init__
nemos.regularizer.Ridge.get_params
nemos.regularizer.Ridge.get_proximal_operator
nemos.regularizer.Ridge.penalized_loss
nemos.regularizer.Ridge.set_params
nemos.regularizer.Lasso
nemos.regularizer.Lasso.allowed_solvers
nemos.regularizer.Lasso.default_solver
nemos.regularizer.Lasso.__init__
nemos.regularizer.Lasso.get_params
nemos.regularizer.Lasso.get_proximal_operator
nemos.regularizer.Lasso.penalized_loss
nemos.regularizer.Lasso.set_params
nemos.regularizer.GroupLasso
nemos.regularizer.GroupLasso.allowed_solvers
nemos.regularizer.GroupLasso.default_solver
nemos.regularizer.GroupLasso.mask
nemos.regularizer.GroupLasso.__init__
nemos.regularizer.GroupLasso.get_params
nemos.regularizer.GroupLasso.get_proximal_operator
nemos.regularizer.GroupLasso.penalized_loss
nemos.regularizer.GroupLasso.set_params
nemos.simulation.simulate_recurrent
nemos.simulation.difference_of_gammas
nemos.simulation.regress_filter
nemos.convolve.create_convolutional_predictor
nemos.convolve.tensor_convolve
nemos.identifiability_constraints.apply_identifiability_constraints
nemos.identifiability_constraints.apply_identifiability_constraints_by_basis_component
nemos.pytrees.FeaturePytree
nemos.pytrees.FeaturePytree.ndim
nemos.pytrees.FeaturePytree.shape
nemos.pytrees.FeaturePytree.__init__
nemos.pytrees.FeaturePytree.clear
nemos.pytrees.FeaturePytree.copy
nemos.pytrees.FeaturePytree.fromkeys
nemos.pytrees.FeaturePytree.get
nemos.pytrees.FeaturePytree.items
nemos.pytrees.FeaturePytree.keys
nemos.pytrees.FeaturePytree.pop
nemos.pytrees.FeaturePytree.popitem
nemos.pytrees.FeaturePytree.setdefault
nemos.pytrees.FeaturePytree.tree_flatten
nemos.pytrees.FeaturePytree.tree_unflatten
nemos.pytrees.FeaturePytree.update
nemos.pytrees.FeaturePytree.values
API Reference
nemos.basis._basis.MultiplicativeBasis
nemos.basis._basis.MultiplicativeBasis.input_shape
nemos.basis._basis.MultiplicativeBasis.input_shape
#
property
MultiplicativeBasis.
input_shape
#
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MultiplicativeBasis.input_shape
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