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Spey v0.2.7b2
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Contents:
Quick Start
Exclusion limits
Plug-ins
Spey-pyhf plug-in documentation
Spey-strathisla
Spey-fastprof: TBA
Combining Statistical Models
Building a plugin
Kitchen Sink
Introduction to Spey: A Unified Statistical Inference Framework
Inference with parameter dependent signal yields
Statistical inference on Histogram
Reinterpretation of Cross-Section Limits with Spey
Gradient of a Statistical Model
Signal Uncertainties
Multi-Parameter Confidence Contours with Spey
Building a Plug-in
Neutrino Experiment (example)
Simple Poisson (example)
Introduction to Spey (PyHEP 2023)
Description of all functions and classes
Top-Level
spey.version
spey.about
spey.check_updates
spey.ExpectationType
spey.register_backend
spey.AvailableBackends
spey.set_optimiser
spey.get_backend
spey.get_backend_metadata
spey.get_backend_bibtex
spey.cite
spey.reset_backend_entries
spey.statistical_model_wrapper
spey.helper_functions.correlation_to_covariance
spey.helper_functions.covariance_to_correlation
spey.helper_functions.merge_correlated_bins
spey.optimizer.core.fit
spey.set_log_level
Statistical Model
spey.interface.statistical_model.statistical_model_wrapper
Base Classes
spey.base.backend_base.BackendBase
spey.base.backend_base.ConverterBase
spey.base.model_config.ModelConfig
spey.base.hypotest_base.HypothesisTestingBase
Statistical Model Combiner
Hypothesis testing
spey.hypothesis_testing.test_statistics.qmu
spey.hypothesis_testing.test_statistics.qmu_tilde
spey.hypothesis_testing.test_statistics.q0
spey.hypothesis_testing.test_statistics.get_test_statistic
spey.hypothesis_testing.test_statistics.compute_teststatistics
spey.hypothesis_testing.upper_limits.ComputerWrapper
spey.hypothesis_testing.upper_limits.find_poi_upper_limit
spey.hypothesis_testing.upper_limits.find_root_limits
spey.hypothesis_testing.utils.pvalues
spey.hypothesis_testing.utils.expected_pvalues
spey.hypothesis_testing.distributions.AsymptoticTestStatisticsDistribution
spey.hypothesis_testing.distributions.EmpricTestStatisticsDistribution
spey.hypothesis_testing.asymptotic_calculator.compute_asymptotic_confidence_level
spey.hypothesis_testing.toy_calculator.compute_toy_confidence_level
Default Backends
spey.backends.default_pdf.UncorrelatedBackground
spey.backends.default_pdf.CorrelatedBackground
spey.backends.default_pdf.ThirdMomentExpansion
spey.backends.default_pdf.EffectiveSigma
spey.backends.default_pdf.DefaultPDFBase
spey.backends.default_pdf.third_moment.third_moment_expansion
spey.backends.default_pdf.third_moment.compute_third_moments
spey.backends.default_pdf.uncertainty_synthesizer.signal_uncertainty_synthesizer
spey.backends.default_pdf.simple_pdf.Poisson
spey.backends.default_pdf.simple_pdf.Gaussian
spey.backends.default_pdf.simple_pdf.MultivariateNormal
spey.backends.default_pdf.simple_pdf.SimplePDFBase
spey.backends.distributions.Poisson
spey.backends.distributions.Normal
spey.backends.distributions.MultivariateNormal
spey.backends.distributions.MainModel
spey.backends.distributions.ConstraintModel
Multi-dimensional chi-squared confidence contour finder
spey.multiparameter.contour.find_contour
spey.multiparameter.contour.ContourResult
Gradient Tools
spey.math.value_and_grad
spey.math.hessian
Developer Tools
spey.system.exceptions.AnalysisQueryError
spey.system.exceptions.MethodNotAvailable
spey.system.exceptions.NegativeExpectedYields
spey.system.exceptions.PluginError
spey.system.exceptions.UnknownCrossSection
spey.system.exceptions.UnknownTestStatistics
spey.system.exceptions.CalculatorNotAvailable
spey.system.exceptions.CanNotFindRoots
spey.system.exceptions.UnknownComputer
spey.system.exceptions.CombinerNotAvailable
spey.system.logger.disable_logging
spey.system.logger.capture_logs
spey.system.cache.cache_results
spey.system.cache._PerInstanceCacheDescriptor
Use & Citations
Contributing to Spey
Known Issues
Outreach
Release Notes
Release notes v0.1
Release notes v0.2
Pre-release notes: v0.2.7-b2
Bibliography
Repository
Suggest edit
.rst
.pdf
Building a Plug-in
Building a Plug-in
#
Neutrino Experiment (example)
Simple Poisson (example)
