Cloud¶
(Source code
, png
)
- class Cloud(*args)¶
Cloud.
- Available constructors:
Cloud(data, legend=’ ‘)
Cloud(dataX, dataY, legend=’ ‘)
Cloud(data, color, pointStyle, legend=’ ‘)
Cloud(dataComplex, legend=’ ‘)
- Parameters:
- data2-d sequence of float
Points from which the cloud is built.
- dataX, dataYtwo 2-d sequences of float of dimension 1, or two sequences of float
Points from which the cloud is built.
- legendstr
Legend of the Cloud.
- colorstr
Color of the points. If not specified, the default color is the first color in the default palette.
- pointStylestr
Style of the points. If not specified, by default it is ‘plus’.
- dataComplex
ComplexCollection
Collection of complex points.
Examples
>>> import openturns as ot >>> R = ot.CorrelationMatrix(2) >>> R[1, 0] = -0.25 >>> distribution = ot.Normal([-1.5, 0.5], [4.0, 1.0], R) >>> sample = distribution.getSample(100) >>> # Create an empty graph >>> myGraph = ot.Graph('Normal sample', 'x1', 'x2', True, '') >>> # Create the cloud >>> myCloud = ot.Cloud(sample, 'blue', 'fsquare', 'My Cloud') >>> myGraph.add(myCloud)
Methods
BuildDefaultPalette
(size)Build default palette.
BuildRainbowPalette
(size)Build rainbow palette.
BuildTableauPalette
(size)Build tableau palette.
ConvertFromHSV
(hue, saturation, value)Convert an HSV triplet to a valid hexadecimal code.
ConvertFromHSVA
(hue, saturation, value, alpha)Convert an HSVA quadruplet to a valid hexadecimal code.
ConvertFromHSVIntoRGB
(hue, saturation, value)Convert an HSV triplet into an RGB triplet.
ConvertFromName
(name)Convert a color name to a valid hexadecimal code.
ConvertFromRGB
(*args)Convert an RGB triplet to a valid hexadecimal code.
ConvertFromRGBA
(*args)Convert an RGBA quadruplet to a valid hexadecimal code.
ConvertFromRGBIntoHSV
(*args)Convert an RGB triplet to HSV triplet.
ConvertToRGB
(key)Convert an hexadecimal code into an RGB triplet.
ConvertToRGBA
(key)Convert an hexadecimal code into an RGBA quadruplet.
Return the list of the valid color bar positions of contour drawables.
Return the list of the valid color maps of contour drawables.
Return the list of the valid colors of the drawable element.
Return the list of the valid coloration extends of contour drawables.
Return the list of the valid fill styles of the drawable element.
Return the list of the valid line styles of the drawable element.
Return the list of the valid norms of contour drawables.
Return the list of the valid point styles of the drawable element.
Accessor to the bounding box of the whole plot.
Accessor to the center of the Pie inside the bounding box.
Accessor to the object's name.
getColor
()Accessor to the color of the drawable element.
Accessor to the code of the color of the drawable element.
getData
()Accessor to the data from which the Drawable is built.
Accessor to the indication of data labels' presence within the drawable element.
Accessor to the color of the Polygon edge.
Accessor to the fill style of the drawable element.
Accessor to the labels of data.
Accessor to the legend of the drawable element.
Accessor to the levels of the Contour.
Accessor to the line style of the drawable element.
Accessor to the line width of the drawable element.
getName
()Accessor to the object's name.
Accessor to the origin of the BarPlot.
Accessor to the names of the colors used for the Drawable.
Accessor to the Red, Green, Blue, Alpha components of the palette on a unit scale.
Accessor to the pattern of the Staircase.
Accessor to the point style of the drawable element.
Accessor to the radius of the Pie.
Accessor to the annotations of the Text.
Accessor to the position of annotations.
Accessor to the text size.
getX
()Accessor to the first coordinate.
getY
()Accessor to the second coordinate.
hasName
()Test if the object is named.
setCenter
(center)Accessor to the center of the Pie inside the bounding box.
setColor
(color)Accessor to the color of the drawable element.
setDrawLabels
(drawLabels)Accessor to the indication of data labels' presence within the drawable element.
setFillStyle
(fillStyle)Accessor to the fill style of the drawable element.
setLabels
(labels)Accessor to the labels of data.
setLegend
(legend)Accessor to the legend of the drawable element.
setLevels
(levels)Accessor to the levels of the Contour.
setLineStyle
(lineStyle)Accessor to the line style of the drawable element.
setLineWidth
(lineWidth)Accessor to the line width of the drawable element.
setName
(name)Accessor to the object's name.
setOrigin
(origin)Accessor to the origin of the BarPlot.
setPalette
(palette)Accessor to the names of the colors used for the Pie.
setPattern
(style)Accessor to the pattern of the Staircase.
setPointStyle
(pointStyle)Accessor to the point style of the drawable element.
setRadius
(radius)Accessor to the radius of the Pie.
setTextAnnotations
(textAnnotations)Accessor to the annotations of the Text.
setTextPositions
(textPositions)Accessor to the position of annotations.
setTextSize
(size)Accessor to the text size.
setX
(x)Accessor to the first coordinate.
setY
(y)Accessor to the second coordinate.
- __init__(*args)¶
- static BuildDefaultPalette(size)¶
Build default palette.
- Parameters:
- nint
Number of colors needed.
- Returns:
- listColors
Description
List of n color codes defined according to the default palette.
- listColors
Notes
This function uses the ‘Drawable-DefaultPaletteName’ key of the
ResourceMap
, which can be equal to either ‘Tableau’ or ‘Rainbow’.Examples
>>> import openturns as ot >>> print(ot.Drawable().BuildDefaultPalette(4)) [#1f77b4,#ff7f0e,#2ca02c,#d62728] >>> ot.ResourceMap.SetAsString('Drawable-DefaultPaletteName', 'Rainbow') >>> print(ot.Drawable.BuildDefaultPalette(4)) [#ff0000,#ccff00,#00ff66,#0066ff] >>> ot.ResourceMap.SetAsString('Drawable-DefaultPaletteName', 'Tableau') >>> print(ot.Drawable.BuildDefaultPalette(4)) [#1f77b4,#ff7f0e,#2ca02c,#d62728] >>> ot.ResourceMap.Reload()
- static BuildRainbowPalette(size)¶
Build rainbow palette.
- Parameters:
- nint
Number of colors needed.
- Returns:
- listColors
Description
List of n color codes defined according to the rainbow palette.
- listColors
Notes
The colors are generated in the HSV space, with H (the hue) varying in a number of different values given by ‘Drawable-DefaultPalettePhase’ in
ResourceMap
and V (the value) being decreased linearly at each cycle of the hue.Examples
>>> import openturns as ot >>> print(ot.Drawable.BuildRainbowPalette(4)) [#ff0000,#ccff00,#00ff66,#0066ff]
- static BuildTableauPalette(size)¶
Build tableau palette.
- Parameters:
- nint and
Number of colors needed.
- Returns:
- listColors
Description
List of n color codes defined according to the tableau palette.
- listColors
Notes
The colors are generated in the HSV space. When the number of colors is greater than 10, the value V decreases linearily depending on the ‘Drawable-DefaultPalettePhase’ key of the
ResourceMap
for each block of 10 colors.Examples
>>> import openturns as ot >>> print(ot.Drawable.BuildTableauPalette(4)) [#1f77b4,#ff7f0e,#2ca02c,#d62728]
- static ConvertFromHSV(hue, saturation, value)¶
Convert an HSV triplet to a valid hexadecimal code.
- Parameters:
- huefloat
Hue.
- saturationfloat
Saturation.
- valuefloat
Value.
- Returns:
- codestr
Hexadecimal code of the color.
- static ConvertFromHSVA(hue, saturation, value, alpha)¶
Convert an HSVA quadruplet to a valid hexadecimal code.
- Parameters:
- huefloat
Hue.
- saturationfloat
Saturation.
- valuefloat
Value.
- alphafloat
Alpha component.
- Returns:
- codestr
Hexadecimal code of the color.
- static ConvertFromHSVIntoRGB(hue, saturation, value)¶
Convert an HSV triplet into an RGB triplet.
- Parameters:
- huefloat
Hue with 0<=hue<=360.
- saturationfloat
Saturation with 0<=saturation<=1.
- valuefloat
Value with 0<=value<=1.
- Returns:
- RGBComponents
Point
RGB (Red, Green and Blue) components of the color.
- RGBComponents
Examples
>>> import openturns as ot >>> print(ot.Drawable.ConvertFromHSVIntoRGB(215.0, 0.2, 0.3)) [0.24,0.265,0.3]
- static ConvertFromName(name)¶
Convert a color name to a valid hexadecimal code.
- Parameters:
- namestr
Name of the color. The valid color names are given by the
GetValidColors()
method.
- Returns:
- codestr
Hexadecimal code of the color.
Examples
>>> import openturns as ot >>> print(ot.Drawable.ConvertFromName('red')) #FF0000
- static ConvertFromRGB(*args)¶
Convert an RGB triplet to a valid hexadecimal code.
- Parameters:
- red, green and blueeither three nonnegative integers or three nonnegative floats
These values are the Red, Green and Blue components of a color, a value of 0 (or 0.0) meaning that the component is absent in the color, a value of 255 (or 1.0) meaning that the component is fully saturated.
- Returns:
- codestr
Hexadecimal code of the color.
Examples
>>> import openturns as ot >>> print(ot.Drawable.ConvertFromRGB(255,0,0)) #ff0000
- static ConvertFromRGBA(*args)¶
Convert an RGBA quadruplet to a valid hexadecimal code.
- Parameters:
- red, green and blueeither three nonnegative integers or three nonnegative floats
These values are the Red, Green and Blue components of a color, a value of 0 (or 0.0) meaning that the component is absent in the color, a value of 255 (or 1.0) meaning that the component is fully saturated.
- alphaeither nonnegative integer or nonnegative float
Level of the color’s transparency, 0 (or 0.0) meaning that the color is fully transparent and 255 (or 1.0) meaning that the color is fully opaque. The alpha channel is only supported by a few devices, namely the PDF and PNG formats, for the other format the color is fully transparent as soon as its alpha channel is less than 255 (or 1.0).
- Returns:
- codestr
Hexadecimal code of the color.
Examples
>>> import openturns as ot >>> print(ot.Drawable.ConvertFromRGBA(255,0,0,255)) #ff0000ff
- static ConvertFromRGBIntoHSV(*args)¶
Convert an RGB triplet to HSV triplet.
- Parameters:
- redfloat
Red with 0<=red<=1.
- greenfloat
Green with 0<=green<=1.
- bluefloat
Blue with 0<=blue<=1.
- Returns:
- HSVComponents
Point
HSV (hue, saturation and value) components of the color where 0<=hue<=360, 0<=saturation<=1, 0<=value<=255.
- HSVComponents
Examples
>>> import openturns as ot >>> print(ot.Drawable.ConvertFromRGBIntoHSV(0.8, 0.6, 0.4)) [30,0.5,0.8]
- static ConvertToRGB(key)¶
Convert an hexadecimal code into an RGB triplet.
- Parameters:
- codestr
Hexadecimal code of the color.
- Returns:
- RGBComponents
Indices
List containing the RGB (Red, Green and Blue) components of the color. A value of 0 meaning that the component is absent in the color, a value of 255 meaning that the component is fully saturated.
- RGBComponents
Examples
>>> import openturns as ot >>> print(ot.Drawable.ConvertToRGB('#ff0000')) [255,0,0]
- static ConvertToRGBA(key)¶
Convert an hexadecimal code into an RGBA quadruplet.
- Parameters:
- codestr
Hexadecimal code of the color.
- Returns:
- RGBAComponents
Indices
List containing the RGB (Red, Green and Blue) components. A value of 0 meaning that the component is absent in the color, a value of 255 meaning that the component is fully saturated. It contains also alpha, the level of transparency of the color. Alpha equal to 0 meaning that the color is fully transparent and 255 meaning that the color is fully opaque.
- RGBAComponents
Examples
>>> import openturns as ot >>> print(ot.Drawable.ConvertToRGBA('#ff0000')) [255,0,0,255]
- static GetValidColorBarPositions()¶
Return the list of the valid color bar positions of contour drawables.
- Returns:
- validColorBarPositions
Description
List of the valid color bar positions of contour drawables.
- validColorBarPositions
Examples
>>> import openturns as ot >>> print(ot.Drawable.GetValidColorBarPositions()) [,left,right,top,bottom]
- static GetValidColorMaps()¶
Return the list of the valid color maps of contour drawables.
- Returns:
- validColorMaps
Description
List of the valid color map names of contour drawables.
- validColorMaps
Examples
>>> import openturns as ot >>> print(ot.Drawable.GetValidColorMaps()[:3]) [,magma,inferno]
- static GetValidColors()¶
Return the list of the valid colors of the drawable element.
- Returns:
- validColors
Description
List of the valid colors of the drawable element.
- validColors
Examples
>>> import openturns as ot >>> print(ot.Drawable.GetValidColors()[:5]) [aliceblue,antiquewhite,antiquewhite1,antiquewhite2,antiquewhite3]
- static GetValidExtends()¶
Return the list of the valid coloration extends of contour drawables.
- Returns:
- validExtends
Description
List of the valid coloration extends of contour drawables.
- validExtends
Examples
>>> import openturns as ot >>> print(ot.Drawable.GetValidExtends()) [neither,both,min,max]
- static GetValidFillStyles()¶
Return the list of the valid fill styles of the drawable element.
- Returns:
- validFillStyles
Description
List of the valid fill styles of the drawable element.
- validFillStyles
Examples
>>> import openturns as ot >>> print(ot.Drawable.GetValidFillStyles()[:2]) [solid,shaded]
- static GetValidLineStyles()¶
Return the list of the valid line styles of the drawable element.
- Returns:
- validLineStyles
Description
List of the valid line styles of the drawable element.
- validLineStyles
Examples
>>> import openturns as ot >>> print(ot.Drawable.GetValidLineStyles()) [blank,solid,dashed,dotted,dotdash,longdash,twodash]
- static GetValidNorms()¶
Return the list of the valid norms of contour drawables.
- Returns:
- validNorms
Description
List of the valid norms of contour drawables.
- validNorms
Notes
These norms are strings that can be passed as the norm parameter of a Matplotlib contour object, except rank which scales the colormap based on the ranks of the data values.
Examples
>>> import openturns as ot >>> print(ot.Drawable.GetValidNorms()) [asinh,linear,log,logit,symlog,rank]
- static GetValidPointStyles()¶
Return the list of the valid point styles of the drawable element.
- Returns:
- validPointStyles
Description
List of the valid point styles of the drawable element.
- validPointStyles
Examples
>>> import openturns as ot >>> print(ot.Drawable().GetValidPointStyles()) [square,circle,triangleup,plus,times,...
- getBoundingBox()¶
Accessor to the bounding box of the whole plot.
- Returns:
- boundingBox
Interval
of dimension 2 Bounding box of the drawable element
- boundingBox
- getCenter()¶
Accessor to the center of the Pie inside the bounding box.
- getClassName()¶
Accessor to the object’s name.
- Returns:
- class_namestr
The object class name (object.__class__.__name__).
- getColor()¶
Accessor to the color of the drawable element.
- Returns:
- colorstr
Name of the color of the lines within the drawable element. It can be either the name of a color (e.g. ‘red’) or an hexadecimal code corresponding to the RGB (Red, Green, Blue) components of the color (e.g. ‘#A1B2C3’) or the RGBA (Red, Green, Blue, Alpha) components of the color (e.g. ‘#A1B2C3D4’). The alpha channel is taken into account only by the PDF and PNG formats, for the other format the color is fully transparent as soon as its alpha channel is less than 255 (or 1.0). Use
GetValidColors()
for a list of available values.
See also
Examples
>>> import openturns as ot >>> print(ot.Drawable().getColor()) #1f77b4
- getColorCode()¶
Accessor to the code of the color of the drawable element.
- Returns:
- colorstr
Hexadecimal code corresponding to the RGB (Red, Green, Blue) components of the color of the lines within the drawable element or the RGBA (Red, Green, Blue, Alpha) components of the color.
See also
Examples
>>> import openturns as ot >>> print(ot.Drawable().getColorCode()) #1f77b4
- getData()¶
Accessor to the data from which the Drawable is built.
- Returns:
- data
Sample
Data from which the Drawable is built.
- data
- getDrawLabels()¶
Accessor to the indication of data labels’ presence within the drawable element.
- Returns:
- drawLabelsbool
True to draw the data labels, False to hide them.
- getEdgeColor()¶
Accessor to the color of the Polygon edge.
- Returns:
- edgeColorstr
Color of the edge of the
Polygon
.
- getFillStyle()¶
Accessor to the fill style of the drawable element.
- Returns:
- fillStylestr
Fill style of the surfaces within the drawable element. Use
GetValidFillStyles()
for a list of available values.
Examples
>>> import openturns as ot >>> print(ot.Drawable().getFillStyle()) solid
- getLabels()¶
Accessor to the labels of data.
- Returns:
- labels
Description
Describes the data within the drawable element.
- labels
- getLegend()¶
Accessor to the legend of the drawable element.
- Returns:
- legendstr
Legend of the drawable element.
- getLevels()¶
Accessor to the levels of the Contour.
Notes
If two points of the grid have values bracketing the level, a linear interpolation is made in order to find the point associated to the level considered.
- getLineStyle()¶
Accessor to the line style of the drawable element.
- Returns:
- lineStylestr
Style of the line within the drawable element. Use
GetValidLineStyles()
for a list of available values.
Examples
>>> import openturns as ot >>> print(ot.Drawable().getLineStyle()) solid
- getLineWidth()¶
Accessor to the line width of the drawable element.
- Returns:
- lineWidthfloat
Width of the line within the drawable element.
- getName()¶
Accessor to the object’s name.
- Returns:
- namestr
The name of the object.
- getOrigin()¶
Accessor to the origin of the BarPlot.
- Returns:
- originfloat
Value where the
BarPlot
begins.
- getPalette()¶
Accessor to the names of the colors used for the Drawable.
- Returns:
- palette
Description
Names of the colors used for the
Drawable
. It can be either the name of a color (e.g. ‘red’) or an hexadecimal code corresponding to the RGB (Red, Green, Blue) components of the color (e.g. ‘#A1B2C3’) or the RGBA (Red, Green, Blue, Alpha) components of the color (e.g. ‘#A1B2C3D4’).
- palette
- getPaletteAsNormalizedRGBA()¶
Accessor to the Red, Green, Blue, Alpha components of the palette on a unit scale.
- Returns:
- normalizedRGBAPalette
Sample
Sample of the four components of each color of the palette on a unit scale.
- normalizedRGBAPalette
- getPattern()¶
Accessor to the pattern of the Staircase.
- Returns:
- patternstr
Pattern of the
Staircase
which is ‘S’ or ‘s’. By default the pattern is equal to ‘s’. Going from to with , pattern=’s’ moves first horizontal then vertical, whereas pattern=’S’ moves the other way around.
- getPointStyle()¶
Accessor to the point style of the drawable element.
- Returns:
- pointStylestr
Style of the points within the drawable element. Use :meth:GetValidPointStyles for a list of available values.
Examples
>>> import openturns as ot >>> print(ot.Drawable().getPointStyle()) none
- getTextAnnotations()¶
Accessor to the annotations of the Text.
- Returns:
- annotations
Description
Accessor to text annotations.
- annotations
- getTextPositions()¶
Accessor to the position of annotations.
- Returns:
- positions
Indices
Accessor to text position with respect to data coordinates. Text is written below (position=1), above (position=3), to the left (position=2) or to the right (position=4) of data coordinates.
- positions
- getTextSize()¶
Accessor to the text size.
- Returns:
- sizefloat
Size of the Text.
Notes
The default value is 0.75.
- getY()¶
Accessor to the second coordinate.
- Returns:
- secondCoord
Sample
Values of the second coordinate.
- secondCoord
- hasName()¶
Test if the object is named.
- Returns:
- hasNamebool
True if the name is not empty.
- setCenter(center)¶
Accessor to the center of the Pie inside the bounding box.
- Parameters:
- centersequence of float
Center of the
Pie
inside the bounding box.
- setColor(color)¶
Accessor to the color of the drawable element.
- Parameters:
- colorstr
Describes the color of the lines within the drawable element. It can be either the name of a color (e.g. ‘red’) or an hexadecimal code corresponding to the RGB (Red, Green, Blue) components of the color (e.g. ‘#A1B2C3’) or the RGBA (Red, Green, Blue, Alpha) components of the color (e.g. ‘#A1B2C3D4’). The alpha channel is taken into account only by the PDF and PNG formats, for the other format the color is fully transparent as soon as its alpha channel is less than 255 (or 1.0). Use
GetValidColors()
for a list of available values.
See also
- setDrawLabels(drawLabels)¶
Accessor to the indication of data labels’ presence within the drawable element.
- Parameters:
- drawLabelsbool
True to draw the data labels, False to hide them.
- setFillStyle(fillStyle)¶
Accessor to the fill style of the drawable element.
- Parameters:
- fillStylestr
Fill style of the surfaces within the drawable element. Use
GetValidFillStyles()
for a list of available values.
- setLabels(labels)¶
Accessor to the labels of data.
- Parameters:
- labelssequence of str
Describes the data within the drawable element.
- setLegend(legend)¶
Accessor to the legend of the drawable element.
- Parameters:
- legendstr
Legend of the drawable element.
- setLevels(levels)¶
Accessor to the levels of the Contour.
- Parameters:
- levelssequence of float
Different levels where the iso-curves of the
Contour
will be drawn.
Notes
If two points of the grid have values bracketing the level, a linear interpolation is made in order to find the point associated to the level considered.
- setLineStyle(lineStyle)¶
Accessor to the line style of the drawable element.
- Parameters:
- lineStylestr
Style of the line within the drawable element. Use
GetValidLineStyles()
for a list of available values.
- setLineWidth(lineWidth)¶
Accessor to the line width of the drawable element.
- Parameters:
- lineWidthpositive float
Width of the line within the drawable element.
- setName(name)¶
Accessor to the object’s name.
- Parameters:
- namestr
The name of the object.
- setOrigin(origin)¶
Accessor to the origin of the BarPlot.
- Parameters:
- originfloat
Value where the
BarPlot
begins.
- setPalette(palette)¶
Accessor to the names of the colors used for the Pie.
- Parameters:
- palettesequence of str
Names of the colors used for the
Pie
. It can be either the name of a color (e.g. ‘red’) or an hexadecimal code corresponding to the RGB (Red, Green, Blue) components of the color (e.g. ‘#A1B2C3’) or the RGBA (Red, Green, Blue, Alpha) components of the color (e.g. ‘#A1B2C3D4’). UseGetValidColors()
for a list of available values.
- setPattern(style)¶
Accessor to the pattern of the Staircase.
- Parameters:
- patternstr
Pattern of the
Staircase
which is ‘S’ or ‘s’. By default the pattern is equal to ‘s’. Going from to with , pattern=’s’ moves first horizontal then vertical, whereas pattern=’S’ moves the other way around.
- setPointStyle(pointStyle)¶
Accessor to the point style of the drawable element.
- Parameters:
- pointStylestr
Style of the points within the drawable element. Use
GetValidPointStyles()
for a list of available values.
- setTextAnnotations(textAnnotations)¶
Accessor to the annotations of the Text.
- Parameters:
- annotations
Description
Accessor to text annotations.
- annotations
- setTextPositions(textPositions)¶
Accessor to the position of annotations.
- Parameters:
- positions
Indices
Accessor to text position with respect to data coordinates. Text is written below (position=1), above (position=3), to the left (position=2) or to the right (position=4) of data coordinates.
- positions
- setTextSize(size)¶
Accessor to the text size.
- Parameters:
- sizefloat
Size of the Text.
Notes
The default value is 0.75.
- setX(x)¶
Accessor to the first coordinate.
- Parameters:
- firstCoord2-d sequence of float
Values of the first coordinate.
- setY(y)¶
Accessor to the second coordinate.
- Parameters:
- secondCoord2-d sequence of float
Values of the second coordinate.
Examples using the class¶
Model a singular multivariate distribution
Define a distribution from quantiles
Estimate a GEV on the Venice sea-levels data
Estimate a conditional quantile
Estimate a GPD on the Wooster temperature data
Estimate a GEV on the Port Pirie sea-levels data
Estimate a GPD on the daily rainfall data
Estimate a GEV on race times data
Estimate a GEV on the Fremantle sea-levels data
Estimate tail dependence coefficients on the wave-surge data
Estimate tail dependence coefficients on the wind data
Create and draw multivariate distributions
Quick start guide to distributions
Draw minimum volume level sets
Over-fitting and model selection
Create a polynomial chaos metamodel from a data set
Create a polynomial chaos for the Ishigami function: a quick start guide to polynomial chaos
Polynomial chaos expansion cross-validation
Kriging : generate trajectories from a metamodel
Kriging: metamodel of the Branin-Hoo function
Sequentially adding new points to a kriging
Kriging: choose a polynomial trend
Use the FORM algorithm in case of several design points
Non parametric Adaptive Importance Sampling (NAIS)
An illustrated example of a FORM probability estimate
Cross Entropy Importance Sampling
Estimate Sobol indices on a field to point function
Create a composite design of experiments
Create a Monte Carlo design of experiments
Probabilistic design of experiments
Create a random design of experiments
Create mixed deterministic and probabilistic designs of experiments
Create a design of experiments with discrete and continuous variables
Deterministic design of experiments
Create a deterministic design of experiments
Generate low discrepancy sequences
Merge nodes in Smolyak quadrature
Generate flooding model observations
Calibrate a parametric model: a quick-start guide to calibration
Generate observations of the Chaboche mechanical model
Calibration without observed inputs
Calibration of the logistic model
Calibration of the flooding model
Calibration of the Chaboche mechanical model
Bayesian calibration of a computer code
Bayesian calibration of the flooding model
Customize your Metropolis-Hastings algorithm
Linear Regression with interval-censored observations
Compute leave-one-out error of a polynomial chaos expansion
Compute confidence intervals of a univariate noisy function
Quick start guide to optimization
Optimization of the Rastrigin test function
EfficientGlobalOptimization examples
Plot the log-likelihood contours of a distribution