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< meta name = "viewport" content = "width=device-width, initial-scale=1" charset = "UTF-8" >
< title > XYFit< / title >
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< div class = "pull-right d-flex" > < button id = "theme-toggle-button" > < span id = "theme-toggle" > < / span > < / button >
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< div class = "main-content" id = "content" pageids = "kmath-optimization::space.kscience.kmath.optimization/XYFit///PointingToDeclaration//959727596" >
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< div class = "breadcrumbs" > < a href = "../../index.html" > kmath-optimization< / a > /< a href = "../index.html" > space.kscience.kmath.optimization< / a > /< a href = "index.html" > XYFit< / a > < / div >
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< div class = "cover " >
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< h1 class = "cover" > < span > < span > XYFit< / span > < / span > < / h1 >
< div class = "platform-hinted " data-platform-hinted = "data-platform-hinted" > < div class = "content sourceset-depenent-content" data-active = "" data-togglable = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < div class = "symbol monospace" > < span class = "token keyword" > class < / span > < a href = "index.html" > XYFit< / a > < span class = "token punctuation" > (< / span > data< span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.data/-x-y-columnar-data/index.html" > XYColumnarData< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token punctuation" > , < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token punctuation" > , < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token operator" > > < / span > < span class = "token punctuation" > , < / span > model< span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.expressions/-differentiable-expression/index.html" > DifferentiableExpression< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token operator" > > < / span > < span class = "token punctuation" > , < / span > features< span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.misc/-feature-set/index.html" > FeatureSet< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "../-optimization-feature/index.html" > OptimizationFeature< / a > < span class = "token operator" > > < / span > < span class = "token punctuation" > , < / span > pointToCurveDistance< span class = "token operator" > : < / span > < a href = "../-point-to-curve-distance/index.html" > PointToCurveDistance< / a > < span class = "token punctuation" > , < / span > pointWeight< span class = "token operator" > : < / span > < a href = "../-point-weight/index.html" > PointWeight< / a > < span class = "token punctuation" > , < / span > xSymbol< span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.expressions/-symbol/index.html" > Symbol< / a > < span class = "token punctuation" > )< / span > : < a href = "../-optimization-problem/index.html" > OptimizationProblem< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token operator" > > < / span > < span class = "top-right-position" > < span class = "copy-icon" > < / span > < div class = "copy-popup-wrapper popup-to-left" > < span class = "copy-popup-icon" > < / span > < span > Content copied to clipboard< / span > < / div > < / span > < / div > < p class = "paragraph" > A fit problem for X-Y-Yerr data. Also known as "least-squares" problem.< / p > < / div > < / div >
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< / div >
< div class = "tabbedcontent" >
< div class = "tabs-section" tabs-section = "tabs-section" > < button class = "section-tab" data-active = "" data-togglable = "Constructors" > Constructors< / button > < button class = "section-tab" data-togglable = "Functions" > Functions< / button > < button class = "section-tab" data-togglable = "Properties" > Properties< / button > < button class = "section-tab" data-togglable = "Extensions" > Extensions< / button > < button class = "section-tab" data-togglable = "Sources" > Sources< / button > < / div >
< div class = "tabs-section-body" >
< h2 class = "tabbedcontent" > Constructors< / h2 >
< div class = "table" data-togglable = "Constructors" > < a data-name = "1237435458%2FConstructors%2F959727596" anchor-label = "XYFit" id = "1237435458%2FConstructors%2F959727596" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < / a >
< div class = "table-row" data-filterable-current = ":kmath-optimization:dokkaHtmlPartial/commonMain" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" >
< div class = "main-subrow keyValue TabbedContent" >
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< div class = "" > < span class = "inline-flex" >
< div > < a href = "-x-y-fit.html" > < span > < span > XYFit< / span > < / span > < / a > < / div >
< span class = "anchor-wrapper" > < span class = "anchor-icon" pointing-to = "1237435458%2FConstructors%2F959727596" > < / span >
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< div class = "copy-popup-wrapper " > < span class = "copy-popup-icon" > < / span > < span > Link copied to clipboard< / span > < / div >
< / span > < / span > < / div >
< div >
< div class = "title" >
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< div class = "platform-hinted " data-platform-hinted = "data-platform-hinted" > < div class = "content sourceset-depenent-content" data-active = "" data-togglable = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < div class = "symbol monospace" > < span class = "token keyword" > < / span > < span class = "token keyword" > fun < / span > < a href = "-x-y-fit.html" > < span class = "token function" > XYFit< / span > < / a > < span class = "token punctuation" > (< / span > data< span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.data/-x-y-columnar-data/index.html" > XYColumnarData< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token punctuation" > , < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token punctuation" > , < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token operator" > > < / span > < span class = "token punctuation" > , < / span > model< span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.expressions/-differentiable-expression/index.html" > DifferentiableExpression< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token operator" > > < / span > < span class = "token punctuation" > , < / span > features< span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.misc/-feature-set/index.html" > FeatureSet< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "../-optimization-feature/index.html" > OptimizationFeature< / a > < span class = "token operator" > > < / span > < span class = "token punctuation" > , < / span > pointToCurveDistance< span class = "token operator" > : < / span > < a href = "../-point-to-curve-distance/index.html" > PointToCurveDistance< / a > < span class = "token operator" > = < / span > PointToCurveDistance.byY< span class = "token punctuation" > , < / span > pointWeight< span class = "token operator" > : < / span > < a href = "../-point-weight/index.html" > PointWeight< / a > < span class = "token operator" > = < / span > PointWeight.byYSigma< span class = "token punctuation" > , < / span > xSymbol< span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.expressions/-symbol/index.html" > Symbol< / a > < span class = "token operator" > = < / span > Symbol.x< span class = "token punctuation" > )< / span > < span class = "top-right-position" > < span class = "copy-icon" > < / span > < div class = "copy-popup-wrapper popup-to-left" > < span class = "copy-popup-icon" > < / span > < span > Content copied to clipboard< / span > < / div > < / span > < / div > < / div > < / div >
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< / div >
< / div >
< / div >
< / div >
< / div >
< h2 class = "" > Functions< / h2 >
< div class = "table" data-togglable = "Functions" > < a data-name = "-1180187571%2FFunctions%2F959727596" anchor-label = "distance" id = "-1180187571%2FFunctions%2F959727596" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < / a >
< div class = "table-row" data-filterable-current = ":kmath-optimization:dokkaHtmlPartial/commonMain" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" >
< div class = "main-subrow keyValue " >
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< div class = "" > < span class = "inline-flex" >
< div > < a href = "distance.html" > < span > < span > distance< / span > < / span > < / a > < / div >
< span class = "anchor-wrapper" > < span class = "anchor-icon" pointing-to = "-1180187571%2FFunctions%2F959727596" > < / span >
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< div class = "copy-popup-wrapper " > < span class = "copy-popup-icon" > < / span > < span > Link copied to clipboard< / span > < / div >
< / span > < / span > < / div >
< div >
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< div class = "title" >
< div class = "platform-hinted " data-platform-hinted = "data-platform-hinted" > < div class = "content sourceset-depenent-content" data-active = "" data-togglable = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < div class = "symbol monospace" > < span class = "token keyword" > < / span > < span class = "token keyword" > fun < / span > < a href = "distance.html" > < span class = "token function" > distance< / span > < / a > < span class = "token punctuation" > (< / span > index< span class = "token operator" > : < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-int/index.html" > Int< / a > < span class = "token punctuation" > )< / span > < span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.expressions/-differentiable-expression/index.html" > DifferentiableExpression< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token operator" > > < / span > < span class = "top-right-position" > < span class = "copy-icon" > < / span > < div class = "copy-popup-wrapper popup-to-left" > < span class = "copy-popup-icon" > < / span > < span > Content copied to clipboard< / span > < / div > < / span > < / div > < / div > < / div >
< / div >
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< / div >
< / div >
< / div >
< a data-name = "-1687457235%2FFunctions%2F959727596" anchor-label = "getFeature" id = "-1687457235%2FFunctions%2F959727596" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < / a >
< div class = "table-row" data-filterable-current = ":kmath-optimization:dokkaHtmlPartial/commonMain" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" >
< div class = "main-subrow keyValue " >
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< div class = "" > < span class = "inline-flex" >
< div > < a href = "../-optimization-problem/get-feature.html" > < span > get< / span > < wbr > < span > < span > Feature< / span > < / span > < / a > < / div >
< span class = "anchor-wrapper" > < span class = "anchor-icon" pointing-to = "-1687457235%2FFunctions%2F959727596" > < / span >
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< div class = "copy-popup-wrapper " > < span class = "copy-popup-icon" > < / span > < span > Link copied to clipboard< / span > < / div >
< / span > < / span > < / div >
< div >
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< div class = "title" >
< div class = "platform-hinted " data-platform-hinted = "data-platform-hinted" > < div class = "content sourceset-depenent-content" data-active = "" data-togglable = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < div class = "symbol monospace" > < span class = "token keyword" > open < / span > < span class = "token keyword" > override < / span > < span class = "token keyword" > fun < / span > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "../-optimization-problem/get-feature.html" > F< / a > < span class = "token operator" > : < / span > < a href = "../-optimization-feature/index.html" > OptimizationFeature< / a > < span class = "token operator" > > < / span > < a href = "../-optimization-problem/get-feature.html" > < span class = "token function" > getFeature< / span > < / a > < span class = "token punctuation" > (< / span > type< span class = "token operator" > : < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin.reflect/-k-class/index.html" > KClass< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > out < / span > < a href = "../-optimization-problem/get-feature.html" > F< / a > < span class = "token operator" > > < / span > < span class = "token punctuation" > )< / span > < span class = "token operator" > : < / span > < a href = "../-optimization-problem/get-feature.html" > F< / a > < span class = "token operator" > ?< / span > < span class = "top-right-position" > < span class = "copy-icon" > < / span > < div class = "copy-popup-wrapper popup-to-left" > < span class = "copy-popup-icon" > < / span > < span > Content copied to clipboard< / span > < / div > < / span > < / div > < / div > < / div >
< / div >
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< / div >
< / div >
< / div >
< a data-name = "-1622848342%2FFunctions%2F959727596" anchor-label = "weight" id = "-1622848342%2FFunctions%2F959727596" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < / a >
< div class = "table-row" data-filterable-current = ":kmath-optimization:dokkaHtmlPartial/commonMain" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" >
< div class = "main-subrow keyValue " >
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< div class = "" > < span class = "inline-flex" >
< div > < a href = "weight.html" > < span > < span > weight< / span > < / span > < / a > < / div >
< span class = "anchor-wrapper" > < span class = "anchor-icon" pointing-to = "-1622848342%2FFunctions%2F959727596" > < / span >
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< div class = "copy-popup-wrapper " > < span class = "copy-popup-icon" > < / span > < span > Link copied to clipboard< / span > < / div >
< / span > < / span > < / div >
< div >
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< div class = "title" >
< div class = "platform-hinted " data-platform-hinted = "data-platform-hinted" > < div class = "content sourceset-depenent-content" data-active = "" data-togglable = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < div class = "symbol monospace" > < span class = "token keyword" > < / span > < span class = "token keyword" > fun < / span > < a href = "weight.html" > < span class = "token function" > weight< / span > < / a > < span class = "token punctuation" > (< / span > index< span class = "token operator" > : < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-int/index.html" > Int< / a > < span class = "token punctuation" > )< / span > < span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.expressions/-differentiable-expression/index.html" > DifferentiableExpression< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token operator" > > < / span > < span class = "top-right-position" > < span class = "copy-icon" > < / span > < div class = "copy-popup-wrapper popup-to-left" > < span class = "copy-popup-icon" > < / span > < span > Content copied to clipboard< / span > < / div > < / span > < / div > < / div > < / div >
< / div >
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< / div >
< / div >
< / div >
< / div >
< h2 class = "" > Properties< / h2 >
< div class = "table" data-togglable = "Properties" > < a data-name = "-916953382%2FProperties%2F959727596" anchor-label = "data" id = "-916953382%2FProperties%2F959727596" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < / a >
< div class = "table-row" data-filterable-current = ":kmath-optimization:dokkaHtmlPartial/commonMain" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" >
< div class = "main-subrow keyValue " >
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< div class = "" > < span class = "inline-flex" >
< div > < a href = "data.html" > data< / a > < / div >
< span class = "anchor-wrapper" > < span class = "anchor-icon" pointing-to = "-916953382%2FProperties%2F959727596" > < / span >
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< div class = "copy-popup-wrapper " > < span class = "copy-popup-icon" > < / span > < span > Link copied to clipboard< / span > < / div >
< / span > < / span > < / div >
< div >
< div class = "title" >
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< div class = "platform-hinted " data-platform-hinted = "data-platform-hinted" data-togglable = "Properties" > < div class = "content sourceset-depenent-content" data-active = "" data-togglable = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < a data-name = "-916953382%2FProperties%2F959727596" anchor-label = "data" id = "-916953382%2FProperties%2F959727596" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < / a > < div class = "symbol monospace" > < span class = "token keyword" > < / span > < span class = "token keyword" > val < / span > < a href = "data.html" > data< / a > < span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.data/-x-y-columnar-data/index.html" > XYColumnarData< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token punctuation" > , < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token punctuation" > , < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token operator" > > < / span > < span class = "top-right-position" > < span class = "copy-icon" > < / span > < div class = "copy-popup-wrapper popup-to-left" > < span class = "copy-popup-icon" > < / span > < span > Content copied to clipboard< / span > < / div > < / span > < / div > < / div > < / div >
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< / div >
< / div >
< / div >
< / div >
< a data-name = "-217673177%2FProperties%2F959727596" anchor-label = "features" id = "-217673177%2FProperties%2F959727596" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < / a >
< div class = "table-row" data-filterable-current = ":kmath-optimization:dokkaHtmlPartial/commonMain" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" >
< div class = "main-subrow keyValue " >
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< div class = "" > < span class = "inline-flex" >
< div > < a href = "features.html" > features< / a > < / div >
< span class = "anchor-wrapper" > < span class = "anchor-icon" pointing-to = "-217673177%2FProperties%2F959727596" > < / span >
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< div class = "copy-popup-wrapper " > < span class = "copy-popup-icon" > < / span > < span > Link copied to clipboard< / span > < / div >
< / span > < / span > < / div >
< div >
< div class = "title" >
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< div class = "platform-hinted " data-platform-hinted = "data-platform-hinted" data-togglable = "Properties" > < div class = "content sourceset-depenent-content" data-active = "" data-togglable = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < a data-name = "-758994419%2FProperties%2F959727596" anchor-label = "model" id = "-758994419%2FProperties%2F959727596" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < / a > < div class = "symbol monospace" > < span class = "token keyword" > < / span > < span class = "token keyword" > val < / span > < a href = "model.html" > model< / a > < span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.expressions/-differentiable-expression/index.html" > DifferentiableExpression< / a > < span class = "token operator" > < < / span > < span class = "token keyword" > < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token operator" > > < / span > < span class = "top-right-position" > < span class = "copy-icon" > < / span > < div class = "copy-popup-wrapper popup-to-left" > < span class = "copy-popup-icon" > < / span > < span > Content copied to clipboard< / span > < / div > < / span > < / div > < / div > < / div >
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< div class = "platform-hinted " data-platform-hinted = "data-platform-hinted" data-togglable = "Properties" > < div class = "content sourceset-depenent-content" data-active = "" data-togglable = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < a data-name = "1728802982%2FProperties%2F959727596" anchor-label = "xSymbol" id = "1728802982%2FProperties%2F959727596" data-filterable-set = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < / a > < div class = "symbol monospace" > < span class = "token keyword" > < / span > < span class = "token keyword" > val < / span > < a href = "x-symbol.html" > xSymbol< / a > < span class = "token operator" > : < / span > < a href = "../../../kmath-core/space.kscience.kmath.expressions/-symbol/index.html" > Symbol< / a > < span class = "top-right-position" > < span class = "copy-icon" > < / span > < div class = "copy-popup-wrapper popup-to-left" > < span class = "copy-popup-icon" > < / span > < span > Content copied to clipboard< / span > < / div > < / span > < / div > < / div > < / div >
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< div > < a href = "../chi-squared-or-null.html" > < span > chi< / span > < wbr > < span > Squared< / span > < wbr > < span > Or< / span > < wbr > < span > < span > Null< / span > < / span > < / a > < / div >
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< div >
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< div class = "title" >
< div class = "platform-hinted " data-platform-hinted = "data-platform-hinted" > < div class = "content sourceset-depenent-content" data-active = "" data-togglable = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < div class = "symbol monospace" > < span class = "token keyword" > < / span > < span class = "token keyword" > val < / span > < a href = "index.html" > XYFit< / a > < span class = "token punctuation" > .< / span > < a href = "../chi-squared-or-null.html" > chiSquaredOrNull< / a > < span class = "token operator" > : < / span > < a href = "https://kotlinlang.org/api/latest/jvm/stdlib/kotlin/-double/index.html" > Double< / a > < span class = "token operator" > ?< / span > < span class = "top-right-position" > < span class = "copy-icon" > < / span > < div class = "copy-popup-wrapper popup-to-left" > < span class = "copy-popup-icon" > < / span > < span > Content copied to clipboard< / span > < / div > < / span > < / div > < div class = "brief " > < p class = "paragraph" > Compute chi squared value for completed fit. Return null for incomplete fit< / p > < / div > < / div > < / div >
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< div class = "" > < span class = "inline-flex" >
< div > < a href = "../with-feature.html" > < span > with< / span > < wbr > < span > < span > Feature< / span > < / span > < / a > < / div >
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< div class = "title" >
< div class = "platform-hinted " data-platform-hinted = "data-platform-hinted" > < div class = "content sourceset-depenent-content" data-active = "" data-togglable = ":kmath-optimization:dokkaHtmlPartial/commonMain" > < div class = "symbol monospace" > < span class = "token keyword" > < / span > < span class = "token keyword" > fun < / span > < a href = "index.html" > XYFit< / a > < span class = "token punctuation" > .< / span > < a href = "../with-feature.html" > < span class = "token function" > withFeature< / span > < / a > < span class = "token punctuation" > (< / span > < span class = "token keyword" > vararg < / span > features< span class = "token operator" > : < / span > < a href = "../-optimization-feature/index.html" > OptimizationFeature< / a > < span class = "token punctuation" > )< / span > < span class = "token operator" > : < / span > < a href = "index.html" > XYFit< / a > < span class = "top-right-position" > < span class = "copy-icon" > < / span > < div class = "copy-popup-wrapper popup-to-left" > < span class = "copy-popup-icon" > < / span > < span > Content copied to clipboard< / span > < / div > < / span > < / div > < / div > < / div >
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