class: center, middle, inverse, title-slide .title[ # Dimension Reduction</br>t SNE ] .author[ ### Anastasios Panagiotelis ] .institute[ ### University of Sydney ] --- <script type="text/x-mathjax-config"> MathJax.Hub.Config({ TeX: { Macros: { bA: "{\\mathbf{A}}", bC: "{\\mathbf{C}}", bv: "{\\mathbf{v}}", bw: "{\\mathbf{w}}", bx: "{\\mathbf{x}}", bX: "{\\mathbf{X}}", by: "{\\mathbf{y}}", bY: "{\\mathbf{Y}}", bw: "{\\mathbf{w}}", bW: "{\\mathbf{W}}", bK: "{\\mathbf{K}}", bz: "{\\mathbf{z}}", bU: "{\\mathbf{U}}", bS: "{\\mathbf{S}}", bff: "{\\mathbf{f}}", bD: "{\\mathbf{D}}", bL: "{\\mathbf{L}}", calL: "{\\mathcal{L}}", calM: "{\\mathcal{M}}", bbR: "{\\mathbb{R}}", bB: "{\\mathbf{B}}", bbb: "{\\mathbf{b}}", bLambda: "{\\boldsymbol{\\Lambda}}", bDelta: "{\\boldsymbol{\\Delta}}", bH: "{\\mathbf{H}}", bI: "{\\mathbf{I}}", biota: "{\\boldsymbol{\\iota}}", bN: "{\\mathbf{N}}", bQ: "{\\mathbf{Q}}" } } }); </script> #Outline - Stochastic Neighbourhood Embedding(SNE) -- - Why t-SNE? -- - High dimensional space - Outliers -- - Applications -- - Reference is Van der Maaten, L., & Hinton, G. (2008). Visualizing data using t-SNE. *Journal of Machine Learning Research*, **9(11)**. --- class: center, middle, inverse # SNE --- # Jumping - Consider that you are currently at point `\(i\)` -- - You would like to 'jump' to another point. -- - While the jump is random, you should jump to nearby points with higher probability. --- # A Distribution - Let probability of a jump from point `\(i\)` to point `\(j\)` be given by -- `$$q_{j|i}\propto exp(-||\pmb{x}_i-\pmb{x}_j||/2\sigma_i)$$` -- - Since there are a discrete number of points these probabilities can be normalised to sum to one. --- # Determining `\(\sigma_i\)` Find `\(\sigma_i\)` for each `\(i\)` so that the perplexity `$$2^{\sum_{j\neq i}-p_{j|i}\log_2p_{j|i}}$$` is fixed at a value (usually between 5 and 50) -- This allows `\(\sigma\)` to vary with the density of points around `\(\pmb{x}_i\)`. --- # Output space - Consider a low dimensional representation `\(\pmb{y}_i\)` of point `\(i\)` -- - A jumping distribution can be defined in a similar way -- `$$q_{j|i}\propto exp(-||\pmb{y}_i-\pmb{y}_j||)$$` -- Note there is no `\(\sigma_i\)` here. --- # A Good Representation - Representation is accurate if `\(p_{j|i}\)` are similar to `\(q_{j|i}\)` - Find `\(\pmb{y}_i\)` to minimise KL divergence between input and output 'jumping' distributions -- `$$\min \sum_i\sum_{j\neq i}p_{j|i}\ln\left(\frac{p_{j|i}}{q_{j|i}}\right)$$` --- class: middle, inverse, center # Problems with SNE --- # Outliers - For an outlier, `\(p_{j|i}\)` will be small for all `\(j\)`. -- - This means that there is little contribution from outliers to the cost function -- - The position of `\(\pmb{y}_i\)` is therefore not well defined if `\(\pmb{x}_i\)` is an outlier. -- - Numerical instability in optimising KL divergence (usually by gradient descent) can occur --- # Solution Consider a symmetric version of the problem where `$$p_{ij}=\frac{p_{i|j}+p_{j|i}}{2n}$$` And then optimise a single KL divergence over pairs of points `$$\min\sum\limits_{i,j}p_{ij}\ln\left(\frac{p_{ij}}{q_{ij}}\right)$$` This solves the problem with outliers. --- # How big is 1D space? <img src="10tSNE_files/figure-html/unnamed-chunk-1-1.png" height="450" style="display: block; margin: auto;" /> Black area 4 times larger than orange area --- # How big is 2D space <img src="10tSNE_files/figure-html/unnamed-chunk-2-1.png" height="450" style="display: block; margin: auto;" /> Black area 1.778 times larger than orange area --- # How big is 3D space <div id="rgl47397" style="width:504px;height:504px;" class="rglWebGL html-widget"></div> <script type="application/json" 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+Fy8kv9Iz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\nOVHAPtLO+b5rbDc/pifTPv/S3T4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+XqPrNYHz7L0BE/27/jPgJ85b62iPO+kAJBPF0qS780KAo/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2 1\n// File 1 is the vertex shader\n#ifdef GL_ES\n#ifdef GL_FRAGMENT_PRECISION_HIGH\nprecision highp float;\n#else\nprecision mediump float;\n#endif\n#endif\n\nattribute vec3 aPos;\nattribute vec4 aCol;\nuniform mat4 mvMatrix;\nuniform mat4 prMatrix;\nvarying vec4 vCol;\nvarying vec4 vPosition;\n\n#ifdef NEEDS_VNORMAL\nattribute vec3 aNorm;\nuniform mat4 normMatrix;\nvarying vec4 vNormal;\n#endif\n\n#if defined(HAS_TEXTURE) || defined (IS_TEXT)\nattribute vec2 aTexcoord;\nvarying vec2 vTexcoord;\n#endif\n\n#ifdef FIXED_SIZE\nuniform vec3 textScale;\n#endif\n\n#ifdef FIXED_QUADS\nattribute vec3 aOfs;\n#endif\n\n#ifdef IS_TWOSIDED\n#ifdef HAS_NORMALS\nvarying float normz;\nuniform mat4 invPrMatrix;\n#else\nattribute vec3 aPos1;\nattribute vec3 aPos2;\nvarying float normz;\n#endif\n#endif // IS_TWOSIDED\n\n#ifdef FAT_LINES\nattribute vec3 aNext;\nattribute vec2 aPoint;\nvarying vec2 vPoint;\nvarying float vLength;\nuniform float uAspect;\nuniform float uLwd;\n#endif\n\n\nvoid main(void) {\n \n#ifndef IS_BRUSH\n#if defined(NCLIPPLANES) || !defined(FIXED_QUADS) || defined(HAS_FOG)\n vPosition = mvMatrix * vec4(aPos, 1.);\n#endif\n \n#ifndef FIXED_QUADS\n gl_Position = prMatrix * vPosition;\n#endif\n#endif // !IS_BRUSH\n \n#ifdef IS_POINTS\n gl_PointSize = POINTSIZE;\n#endif\n \n vCol = aCol;\n \n#ifdef NEEDS_VNORMAL\n vNormal = normMatrix * vec4(-aNorm, dot(aNorm, aPos));\n#endif\n \n#ifdef IS_TWOSIDED\n#ifdef HAS_NORMALS\n /* normz should be calculated *after* projection */\n normz = (invPrMatrix*vNormal).z;\n#else\n vec4 pos1 = prMatrix*(mvMatrix*vec4(aPos1, 1.));\n pos1 = pos1/pos1.w - gl_Position/gl_Position.w;\n vec4 pos2 = prMatrix*(mvMatrix*vec4(aPos2, 1.));\n pos2 = pos2/pos2.w - gl_Position/gl_Position.w;\n normz = pos1.x*pos2.y - pos1.y*pos2.x;\n#endif\n#endif // IS_TWOSIDED\n \n#ifdef NEEDS_VNORMAL\n vNormal = vec4(normalize(vNormal.xyz/vNormal.w), 1);\n#endif\n \n#if defined(HAS_TEXTURE) || defined(IS_TEXT)\n vTexcoord = aTexcoord;\n#endif\n \n#if defined(FIXED_SIZE) && !defined(ROTATING)\n vec4 pos = prMatrix * mvMatrix * vec4(aPos, 1.);\n pos = pos/pos.w;\n gl_Position = pos + vec4(aOfs*textScale, 0.);\n#endif\n \n#if defined(IS_SPRITES) && !defined(FIXED_SIZE)\n vec4 pos = mvMatrix * vec4(aPos, 1.);\n pos = pos/pos.w + vec4(aOfs, 0.);\n gl_Position = prMatrix*pos;\n#endif\n \n#ifdef FAT_LINES\n /* This code was inspired by Matt Deslauriers' code in \n https://mattdesl.svbtle.com/drawing-lines-is-hard */\n vec2 aspectVec = vec2(uAspect, 1.0);\n mat4 projViewModel = prMatrix * mvMatrix;\n vec4 currentProjected = projViewModel * vec4(aPos, 1.0);\n currentProjected = currentProjected/currentProjected.w;\n vec4 nextProjected = projViewModel * vec4(aNext, 1.0);\n vec2 currentScreen = currentProjected.xy * aspectVec;\n vec2 nextScreen = (nextProjected.xy / nextProjected.w) * aspectVec;\n float len = uLwd;\n vec2 dir = vec2(1.0, 0.0);\n vPoint = aPoint;\n vLength = length(nextScreen - currentScreen)/2.0;\n vLength = vLength/(vLength 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mvMatrix;\n#endif\n\n#ifdef IS_LIT\nuniform vec3 emission;\nuniform float shininess;\n#if NLIGHTS > 0\nuniform vec3 ambient[NLIGHTS];\nuniform vec3 specular[NLIGHTS]; // light*material\nuniform vec3 diffuse[NLIGHTS];\nuniform vec3 lightDir[NLIGHTS];\nuniform bool viewpoint[NLIGHTS];\nuniform bool finite[NLIGHTS];\n#endif\n#endif // IS_LIT\n\n#ifdef IS_TWOSIDED\nuniform bool front;\nvarying float normz;\n#endif\n\n#ifdef FAT_LINES\nvarying vec2 vPoint;\nvarying float vLength;\n#endif\n\nvoid main(void) {\n vec4 fragColor;\n#ifdef FAT_LINES\n vec2 point = vPoint;\n bool neg = point.y < 0.0;\n point.y = neg ? 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RAElsGwR2gjUDKeqvA+yvCQPi+g0H6Bw+/YfysQMhhs0FiDYxAEW9EQVBs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AsEg/K/AML/FQXt/DsH33VRAe6aJQQvE1EABZ5tA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\n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2 1\n// File 1 is the vertex shader\n#ifdef GL_ES\n#ifdef GL_FRAGMENT_PRECISION_HIGH\nprecision highp float;\n#else\nprecision mediump float;\n#endif\n#endif\n\nattribute vec3 aPos;\nattribute vec4 aCol;\nuniform mat4 mvMatrix;\nuniform mat4 prMatrix;\nvarying vec4 vCol;\nvarying vec4 vPosition;\n\n#ifdef NEEDS_VNORMAL\nattribute vec3 aNorm;\nuniform mat4 normMatrix;\nvarying vec4 vNormal;\n#endif\n\n#if defined(HAS_TEXTURE) || defined (IS_TEXT)\nattribute vec2 aTexcoord;\nvarying vec2 vTexcoord;\n#endif\n\n#ifdef FIXED_SIZE\nuniform vec3 textScale;\n#endif\n\n#ifdef FIXED_QUADS\nattribute vec3 aOfs;\n#endif\n\n#ifdef IS_TWOSIDED\n#ifdef HAS_NORMALS\nvarying float normz;\nuniform mat4 invPrMatrix;\n#else\nattribute vec3 aPos1;\nattribute vec3 aPos2;\nvarying float normz;\n#endif\n#endif // IS_TWOSIDED\n\n#ifdef FAT_LINES\nattribute vec3 aNext;\nattribute vec2 aPoint;\nvarying vec2 vPoint;\nvarying float vLength;\nuniform float uAspect;\nuniform float uLwd;\n#endif\n\n\nvoid main(void) {\n \n#ifndef IS_BRUSH\n#if defined(NCLIPPLANES) || !defined(FIXED_QUADS) || defined(HAS_FOG)\n vPosition = mvMatrix * vec4(aPos, 1.);\n#endif\n \n#ifndef FIXED_QUADS\n gl_Position = prMatrix * vPosition;\n#endif\n#endif // !IS_BRUSH\n \n#ifdef IS_POINTS\n gl_PointSize = POINTSIZE;\n#endif\n \n vCol = aCol;\n \n#ifdef NEEDS_VNORMAL\n vNormal = normMatrix * vec4(-aNorm, dot(aNorm, aPos));\n#endif\n \n#ifdef IS_TWOSIDED\n#ifdef HAS_NORMALS\n /* normz should be calculated *after* projection */\n normz = (invPrMatrix*vNormal).z;\n#else\n vec4 pos1 = prMatrix*(mvMatrix*vec4(aPos1, 1.));\n pos1 = pos1/pos1.w - gl_Position/gl_Position.w;\n vec4 pos2 = prMatrix*(mvMatrix*vec4(aPos2, 1.));\n pos2 = pos2/pos2.w - gl_Position/gl_Position.w;\n normz = pos1.x*pos2.y - pos1.y*pos2.x;\n#endif\n#endif // IS_TWOSIDED\n \n#ifdef NEEDS_VNORMAL\n vNormal = vec4(normalize(vNormal.xyz/vNormal.w), 1);\n#endif\n \n#if defined(HAS_TEXTURE) || defined(IS_TEXT)\n vTexcoord = aTexcoord;\n#endif\n \n#if defined(FIXED_SIZE) && !defined(ROTATING)\n vec4 pos = prMatrix * mvMatrix * vec4(aPos, 1.);\n pos = pos/pos.w;\n gl_Position = pos + vec4(aOfs*textScale, 0.);\n#endif\n \n#if defined(IS_SPRITES) && !defined(FIXED_SIZE)\n vec4 pos = mvMatrix * vec4(aPos, 1.);\n pos = pos/pos.w + vec4(aOfs, 0.);\n gl_Position = prMatrix*pos;\n#endif\n \n#ifdef FAT_LINES\n /* This code was inspired by Matt Deslauriers' code in \n https://mattdesl.svbtle.com/drawing-lines-is-hard */\n vec2 aspectVec = vec2(uAspect, 1.0);\n mat4 projViewModel = prMatrix * mvMatrix;\n vec4 currentProjected = projViewModel * vec4(aPos, 1.0);\n currentProjected = currentProjected/currentProjected.w;\n vec4 nextProjected = projViewModel * vec4(aNext, 1.0);\n vec2 currentScreen = currentProjected.xy * aspectVec;\n vec2 nextScreen = (nextProjected.xy / nextProjected.w) * aspectVec;\n float len = uLwd;\n vec2 dir = vec2(1.0, 0.0);\n vPoint = aPoint;\n vLength = length(nextScreen - currentScreen)/2.0;\n vLength = vLength/(vLength + len);\n if (vLength > 0.0) {\n dir = normalize(nextScreen - currentScreen);\n }\n vec2 normal = vec2(-dir.y, dir.x);\n dir.x /= uAspect;\n normal.x /= uAspect;\n vec4 offset = vec4(len*(normal*aPoint.x*aPoint.y - dir), 0.0, 0.0);\n gl_Position = currentProjected + offset;\n#endif\n \n#ifdef IS_BRUSH\n gl_Position = vec4(aPos, 1.);\n#endif\n}","fragmentShader":"#line 2 2\n// File 2 is the fragment shader\n#ifdef GL_ES\n#ifdef GL_FRAGMENT_PRECISION_HIGH\nprecision highp float;\n#else\nprecision mediump float;\n#endif\n#endif\nvarying vec4 vCol; // carries alpha\nvarying vec4 vPosition;\n#if defined(HAS_TEXTURE) || defined (IS_TEXT)\nvarying vec2 vTexcoord;\nuniform sampler2D uSampler;\n#endif\n\n#ifdef HAS_FOG\nuniform int uFogMode;\nuniform vec3 uFogColor;\nuniform vec4 uFogParms;\n#endif\n\n#if defined(IS_LIT) && !defined(FIXED_QUADS)\nvarying vec4 vNormal;\n#endif\n\n#if NCLIPPLANES > 0\nuniform vec4 vClipplane[NCLIPPLANES];\n#endif\n\n#if NLIGHTS > 0\nuniform mat4 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+Fy8kv9Iz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\nOVHAPtLO+b5rbDc/pifTPv/S3T4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+XqPrNYHz7L0BE/27/jPgJ85b62iPO+kAJBPF0qS780KAo/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2 1\n// File 1 is the vertex shader\n#ifdef GL_ES\n#ifdef GL_FRAGMENT_PRECISION_HIGH\nprecision highp float;\n#else\nprecision mediump float;\n#endif\n#endif\n\nattribute vec3 aPos;\nattribute vec4 aCol;\nuniform mat4 mvMatrix;\nuniform mat4 prMatrix;\nvarying vec4 vCol;\nvarying vec4 vPosition;\n\n#ifdef NEEDS_VNORMAL\nattribute vec3 aNorm;\nuniform mat4 normMatrix;\nvarying vec4 vNormal;\n#endif\n\n#if defined(HAS_TEXTURE) || defined (IS_TEXT)\nattribute vec2 aTexcoord;\nvarying vec2 vTexcoord;\n#endif\n\n#ifdef FIXED_SIZE\nuniform vec3 textScale;\n#endif\n\n#ifdef FIXED_QUADS\nattribute vec3 aOfs;\n#endif\n\n#ifdef IS_TWOSIDED\n#ifdef HAS_NORMALS\nvarying float normz;\nuniform mat4 invPrMatrix;\n#else\nattribute vec3 aPos1;\nattribute vec3 aPos2;\nvarying float normz;\n#endif\n#endif // IS_TWOSIDED\n\n#ifdef FAT_LINES\nattribute vec3 aNext;\nattribute vec2 aPoint;\nvarying vec2 vPoint;\nvarying float vLength;\nuniform float uAspect;\nuniform float uLwd;\n#endif\n\n\nvoid main(void) {\n \n#ifndef IS_BRUSH\n#if defined(NCLIPPLANES) || !defined(FIXED_QUADS) || defined(HAS_FOG)\n vPosition = mvMatrix * vec4(aPos, 1.);\n#endif\n \n#ifndef FIXED_QUADS\n gl_Position = prMatrix * vPosition;\n#endif\n#endif // !IS_BRUSH\n \n#ifdef IS_POINTS\n gl_PointSize = POINTSIZE;\n#endif\n \n vCol = aCol;\n \n#ifdef NEEDS_VNORMAL\n vNormal = normMatrix * vec4(-aNorm, dot(aNorm, aPos));\n#endif\n \n#ifdef IS_TWOSIDED\n#ifdef HAS_NORMALS\n /* normz should be calculated *after* projection */\n normz = (invPrMatrix*vNormal).z;\n#else\n vec4 pos1 = prMatrix*(mvMatrix*vec4(aPos1, 1.));\n pos1 = pos1/pos1.w - gl_Position/gl_Position.w;\n vec4 pos2 = prMatrix*(mvMatrix*vec4(aPos2, 1.));\n pos2 = pos2/pos2.w - gl_Position/gl_Position.w;\n normz = pos1.x*pos2.y - pos1.y*pos2.x;\n#endif\n#endif // IS_TWOSIDED\n \n#ifdef NEEDS_VNORMAL\n vNormal = vec4(normalize(vNormal.xyz/vNormal.w), 1);\n#endif\n \n#if defined(HAS_TEXTURE) || defined(IS_TEXT)\n vTexcoord = aTexcoord;\n#endif\n \n#if defined(FIXED_SIZE) && !defined(ROTATING)\n vec4 pos = prMatrix * mvMatrix * vec4(aPos, 1.);\n pos = pos/pos.w;\n gl_Position = pos + vec4(aOfs*textScale, 0.);\n#endif\n \n#if defined(IS_SPRITES) && !defined(FIXED_SIZE)\n vec4 pos = mvMatrix * vec4(aPos, 1.);\n pos = pos/pos.w + vec4(aOfs, 0.);\n gl_Position = prMatrix*pos;\n#endif\n \n#ifdef FAT_LINES\n /* This code was inspired by Matt Deslauriers' code in \n https://mattdesl.svbtle.com/drawing-lines-is-hard */\n vec2 aspectVec = vec2(uAspect, 1.0);\n mat4 projViewModel = prMatrix * mvMatrix;\n vec4 currentProjected = projViewModel * vec4(aPos, 1.0);\n currentProjected = currentProjected/currentProjected.w;\n vec4 nextProjected = projViewModel * vec4(aNext, 1.0);\n vec2 currentScreen = currentProjected.xy * aspectVec;\n vec2 nextScreen = (nextProjected.xy / nextProjected.w) * aspectVec;\n float len = uLwd;\n vec2 dir = vec2(1.0, 0.0);\n vPoint = aPoint;\n vLength = length(nextScreen - currentScreen)/2.0;\n vLength = vLength/(vLength + len);\n if (vLength > 0.0) {\n dir = normalize(nextScreen - currentScreen);\n }\n vec2 normal = vec2(-dir.y, dir.x);\n dir.x /= uAspect;\n normal.x /= uAspect;\n vec4 offset = vec4(len*(normal*aPoint.x*aPoint.y - dir), 0.0, 0.0);\n gl_Position = currentProjected + offset;\n#endif\n \n#ifdef IS_BRUSH\n gl_Position = vec4(aPos, 1.);\n#endif\n}","fragmentShader":"#line 2 2\n// File 2 is the fragment shader\n#ifdef GL_ES\n#ifdef GL_FRAGMENT_PRECISION_HIGH\nprecision highp float;\n#else\nprecision mediump float;\n#endif\n#endif\nvarying vec4 vCol; // carries alpha\nvarying vec4 vPosition;\n#if defined(HAS_TEXTURE) || defined (IS_TEXT)\nvarying vec2 vTexcoord;\nuniform sampler2D uSampler;\n#endif\n\n#ifdef HAS_FOG\nuniform int uFogMode;\nuniform vec3 uFogColor;\nuniform vec4 uFogParms;\n#endif\n\n#if defined(IS_LIT) && !defined(FIXED_QUADS)\nvarying vec4 vNormal;\n#endif\n\n#if NCLIPPLANES > 0\nuniform vec4 vClipplane[NCLIPPLANES];\n#endif\n\n#if NLIGHTS > 0\nuniform mat4 mvMatrix;\n#endif\n\n#ifdef IS_LIT\nuniform vec3 emission;\nuniform float shininess;\n#if NLIGHTS > 0\nuniform vec3 ambient[NLIGHTS];\nuniform vec3 specular[NLIGHTS]; // light*material\nuniform vec3 diffuse[NLIGHTS];\nuniform vec3 lightDir[NLIGHTS];\nuniform bool viewpoint[NLIGHTS];\nuniform bool finite[NLIGHTS];\n#endif\n#endif // IS_LIT\n\n#ifdef IS_TWOSIDED\nuniform bool front;\nvarying float normz;\n#endif\n\n#ifdef FAT_LINES\nvarying vec2 vPoint;\nvarying float vLength;\n#endif\n\nvoid main(void) {\n vec4 fragColor;\n#ifdef FAT_LINES\n vec2 point = vPoint;\n bool neg = point.y < 0.0;\n point.y = neg ? (point.y + vLength)/(1.0 - vLength) :\n -(point.y - vLength)/(1.0 - vLength);\n#if defined(IS_TRANSPARENT) && defined(IS_LINESTRIP)\n if (neg && length(point) <= 1.0) discard;\n#endif\n point.y = min(point.y, 0.0);\n if (length(point) > 1.0) discard;\n#endif // FAT_LINES\n \n#ifdef ROUND_POINTS\n vec2 coord = gl_PointCoord - vec2(0.5);\n if (length(coord) > 0.5) discard;\n#endif\n \n#if NCLIPPLANES > 0\n for (int i = 0; i < NCLIPPLANES; i++)\n if (dot(vPosition, vClipplane[i]) < 0.0) discard;\n#endif\n \n#ifdef FIXED_QUADS\n vec3 n = vec3(0., 0., 1.);\n#elif defined(IS_LIT)\n vec3 n = normalize(vNormal.xyz);\n#endif\n \n#ifdef IS_TWOSIDED\n if ((normz <= 0.) != front) discard;\n#endif\n \n#ifdef IS_LIT\n vec3 eye = normalize(-vPosition.xyz/vPosition.w);\n vec3 lightdir;\n vec4 colDiff;\n vec3 halfVec;\n vec4 lighteffect = vec4(emission, 0.);\n vec3 col;\n float nDotL;\n#ifdef FIXED_QUADS\n n = -faceforward(n, n, eye);\n#endif\n \n#if NLIGHTS > 0\n for (int i=0;i<NLIGHTS;i++) {\n colDiff = vec4(vCol.rgb * diffuse[i], vCol.a);\n lightdir = lightDir[i];\n if (!viewpoint[i])\n lightdir = (mvMatrix * vec4(lightdir, 1.)).xyz;\n if (!finite[i]) {\n halfVec = normalize(lightdir + eye);\n } else {\n lightdir = normalize(lightdir - vPosition.xyz/vPosition.w);\n halfVec = normalize(lightdir + eye);\n }\n col = ambient[i];\n nDotL = dot(n, lightdir);\n col = col + max(nDotL, 0.) * colDiff.rgb;\n col = col + pow(max(dot(halfVec, n), 0.), shininess) * specular[i];\n lighteffect = lighteffect + vec4(col, colDiff.a);\n }\n#endif\n \n#else // not IS_LIT\n vec4 colDiff = vCol;\n vec4 lighteffect = colDiff;\n#endif\n \n#ifdef IS_TEXT\n vec4 textureColor = lighteffect*texture2D(uSampler, vTexcoord);\n#endif\n \n#ifdef HAS_TEXTURE\n#ifdef TEXTURE_rgb\n vec4 textureColor = lighteffect*vec4(texture2D(uSampler, vTexcoord).rgb, 1.);\n#endif\n \n#ifdef TEXTURE_rgba\n vec4 textureColor = lighteffect*texture2D(uSampler, vTexcoord);\n#endif\n \n#ifdef TEXTURE_alpha\n vec4 textureColor = texture2D(uSampler, vTexcoord);\n float luminance = dot(vec3(1.,1.,1.), textureColor.rgb)/3.;\n textureColor = vec4(lighteffect.rgb, lighteffect.a*luminance);\n#endif\n \n#ifdef TEXTURE_luminance\n vec4 textureColor = vec4(lighteffect.rgb*dot(texture2D(uSampler, vTexcoord).rgb, vec3(1.,1.,1.))/3., lighteffect.a);\n#endif\n \n#ifdef TEXTURE_luminance_alpha\n vec4 textureColor = texture2D(uSampler, vTexcoord);\n float luminance = dot(vec3(1.,1.,1.),textureColor.rgb)/3.;\n textureColor = vec4(lighteffect.rgb*luminance, lighteffect.a*textureColor.a);\n#endif\n \n fragColor = textureColor;\n\n#elif defined(IS_TEXT)\n if (textureColor.a < 0.1)\n discard;\n else\n fragColor = textureColor;\n#else\n fragColor = lighteffect;\n#endif // HAS_TEXTURE\n \n#ifdef HAS_FOG\n // uFogParms elements: x = near, y = far, z = fogscale, w = (1-sin(FOV/2))/(1+sin(FOV/2))\n // In Exp and Exp2: use density = density/far\n // fogF will be the proportion of fog\n // Initialize it to the linear value\n float fogF;\n if (uFogMode > 0) {\n fogF = (uFogParms.y - vPosition.z/vPosition.w)/(uFogParms.y - uFogParms.x);\n if (uFogMode > 1)\n fogF = mix(uFogParms.w, 1.0, fogF);\n fogF = fogF*uFogParms.z;\n if (uFogMode == 2)\n fogF = 1.0 - exp(-fogF);\n // Docs are wrong: use (density*c)^2, not density*c^2\n // https://gitlab.freedesktop.org/mesa/mesa/-/blob/master/src/mesa/swrast/s_fog.c#L58\n else if (uFogMode == 3)\n fogF = 1.0 - exp(-fogF*fogF);\n fogF = clamp(fogF, 0.0, 1.0);\n gl_FragColor = vec4(mix(fragColor.rgb, uFogColor, fogF), fragColor.a);\n } else gl_FragColor = fragColor;\n#else\n gl_FragColor = fragColor;\n#endif // HAS_FOG\n \n}","players":[],"webGLoptions":{"preserveDrawingBuffer":true}},"evals":[],"jsHooks":[]}</script> --- # tSNE ```r tsneout <- embed(datsr, "tSNE") plot(tsneout, type = "2vars") ``` <img src="10tSNE_files/figure-html/unnamed-chunk-6-1.png" height="450" style="display: block; margin: auto;" /> --- # Perplexity = 10 ```r tsneout <- embed(datsr, "tSNE", perplexity=10) plot(tsneout, type = "2vars") ``` <img src="10tSNE_files/figure-html/unnamed-chunk-7-1.png" height="450" style="display: block; margin: auto;" /> --- # Perplexity = 100 ```r tsneout <- embed(datsr, "tSNE", perplexity=100) plot(tsneout, type = "2vars") ``` <img src="10tSNE_files/figure-html/unnamed-chunk-8-1.png" height="450" style="display: block; margin: auto;" /> --- # Pros and Cons - Advantages + Fast + Robust -- - Disadvantages + Creates clusters even where they do not exist. + Generally introduces distortion