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  • Installation
  • Uncertainty characterisation
  • Propagation
  • Probability box
  • Confidence box
  • interval analysis
  • VV&UQ framework

Tutorials

  • Tutorials
    • Getting started
    • What is an uncertain number
    • uncertainty characterisation
    • Aggregation of various sources of information, expert elicitation, or evidence
    • Uncertainty propagation
    • Validation: discrepancy assessment

Examples

  • Examples
    • Propagation
      • Propagation of aleatory uncertainty
      • Propagation of epistemic uncertainty
      • Mix uncertainty propagation
    • Calibration
      • Transitional MCMC with the classic eigenvalue problem
      • KNN calibration
      • Data peeling algorithm
    • Characterisation
      • interval analysis
      • Denpendency structures between uncertain numbers
      • Interval dependency
      • Interpret linguisitc hedges
      • The significance of significant digits
      • Characterise the uncertainty given what you know

API references

  • API Reference
    • pyuncertainnumber
      • pyuncertainnumber.calibration
        • pyuncertainnumber.calibration.calibration
        • pyuncertainnumber.calibration.data_peeling
          • pyuncertainnumber.calibration.data_peeling.examples
          • pyuncertainnumber.calibration.data_peeling.fuzzy
          • pyuncertainnumber.calibration.data_peeling.peeling
          • pyuncertainnumber.calibration.data_peeling.plots
          • pyuncertainnumber.calibration.data_peeling.scenario
          • pyuncertainnumber.calibration.data_peeling.time
        • pyuncertainnumber.calibration.epistemic_filter
        • pyuncertainnumber.calibration.iterative_filtering
        • pyuncertainnumber.calibration.knn
        • pyuncertainnumber.calibration.mcmc
        • pyuncertainnumber.calibration.pdfs
        • pyuncertainnumber.calibration.tmcmc
        • pyuncertainnumber.calibration.utils_bayesian
      • pyuncertainnumber.characterisation
        • pyuncertainnumber.characterisation.check
        • pyuncertainnumber.characterisation.config
        • pyuncertainnumber.characterisation.core
        • pyuncertainnumber.characterisation.multiple_UN
        • pyuncertainnumber.characterisation.stats
        • pyuncertainnumber.characterisation.un_fields
        • pyuncertainnumber.characterisation.uncertainNumber
        • pyuncertainnumber.characterisation.utils
      • pyuncertainnumber.console
      • pyuncertainnumber.decorator
      • pyuncertainnumber.gutils
      • pyuncertainnumber.nlp
        • pyuncertainnumber.nlp.language_parsing
        • pyuncertainnumber.nlp.params
      • pyuncertainnumber.opt
        • pyuncertainnumber.opt.bo
        • pyuncertainnumber.opt.ga
        • pyuncertainnumber.opt.get_range
      • pyuncertainnumber.pba
        • pyuncertainnumber.pba.aggregation
        • pyuncertainnumber.pba.cbox
        • pyuncertainnumber.pba.cbox_constructor
        • pyuncertainnumber.pba.constructors
        • pyuncertainnumber.pba.context
        • pyuncertainnumber.pba.core
        • pyuncertainnumber.pba.dependency
        • pyuncertainnumber.pba.distributions
        • pyuncertainnumber.pba.dss
        • pyuncertainnumber.pba.ecdf
        • pyuncertainnumber.pba.imprecise
        • pyuncertainnumber.pba.intervals
          • pyuncertainnumber.pba.intervals.activation
          • pyuncertainnumber.pba.intervals.arithmetic
          • pyuncertainnumber.pba.intervals.backcalc
          • pyuncertainnumber.pba.intervals.complex
          • pyuncertainnumber.pba.intervals.intervalOperators
          • pyuncertainnumber.pba.intervals.mat_features
          • pyuncertainnumber.pba.intervals.methods
          • pyuncertainnumber.pba.intervals.number
          • pyuncertainnumber.pba.intervals.plotting
          • pyuncertainnumber.pba.intervals.random
          • pyuncertainnumber.pba.intervals.utils
        • pyuncertainnumber.pba.mixins
        • pyuncertainnumber.pba.operation
        • pyuncertainnumber.pba.params
        • pyuncertainnumber.pba.pbox_abc
        • pyuncertainnumber.pba.pbox_free
        • pyuncertainnumber.pba.pbox_parametric
        • pyuncertainnumber.pba.utils
      • pyuncertainnumber.propagation
        • pyuncertainnumber.propagation.b2b
        • pyuncertainnumber.propagation.cauchy_deviate
        • pyuncertainnumber.propagation.helper
        • pyuncertainnumber.propagation.ipm
        • pyuncertainnumber.propagation.local_optimisation
        • pyuncertainnumber.propagation.mixed_up
        • pyuncertainnumber.propagation.p
        • pyuncertainnumber.propagation.performance
        • pyuncertainnumber.propagation.taylor_expansion
        • pyuncertainnumber.propagation.uncertaintyPropagation
        • pyuncertainnumber.propagation.utils
      • pyuncertainnumber.sensitivity
        • pyuncertainnumber.sensitivity.pinching
        • pyuncertainnumber.sensitivity.sobol_analysis
        • pyuncertainnumber.sensitivity.subinterval_sensitivity
      • pyuncertainnumber.surrogate
        • pyuncertainnumber.surrogate.surrogate
      • pyuncertainnumber.validation
        • pyuncertainnumber.validation.area_metric
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pyuncertainnumber.pba.intervals.activation¶

Functions¶

sigmoid(x)

tanh(x)

relu(x)

Module Contents¶

pyuncertainnumber.pba.intervals.activation.sigmoid(x: pyuncertainnumber.pba.intervals.number.Interval)¶
pyuncertainnumber.pba.intervals.activation.tanh(x: pyuncertainnumber.pba.intervals.number.Interval)¶
pyuncertainnumber.pba.intervals.activation.relu(x)¶
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pyuncertainnumber.pba.intervals.arithmetic
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  • pyuncertainnumber.pba.intervals.activation
    • Functions
    • Module Contents
      • sigmoid()
      • tanh()
      • relu()