diff --git a/assets/mcrps_learning/algorithm.svg b/assets/mcrps_learning/algorithm.svg new file mode 100644 index 0000000..3547563 --- /dev/null +++ b/assets/mcrps_learning/algorithm.svg @@ -0,0 +1,809 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/mcrps_learning/constant.svg b/assets/mcrps_learning/constant.svg new file mode 100644 index 0000000..f81a846 --- /dev/null +++ b/assets/mcrps_learning/constant.svg @@ -0,0 +1,1282 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/mcrps_learning/constant_mv.svg b/assets/mcrps_learning/constant_mv.svg new file mode 100644 index 0000000..b38a72d --- /dev/null +++ b/assets/mcrps_learning/constant_mv.svg @@ -0,0 +1,2575 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/mcrps_learning/constant_pr.svg b/assets/mcrps_learning/constant_pr.svg new file mode 100644 index 0000000..42431cd --- /dev/null +++ b/assets/mcrps_learning/constant_pr.svg @@ -0,0 +1,2270 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/mcrps_learning/knot_placement.svg b/assets/mcrps_learning/knot_placement.svg new file mode 100644 index 0000000..d2c6024 --- /dev/null +++ b/assets/mcrps_learning/knot_placement.svg @@ -0,0 +1,983 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/mcrps_learning/pointwise.svg b/assets/mcrps_learning/pointwise.svg new file mode 100644 index 0000000..37acaa0 --- /dev/null +++ b/assets/mcrps_learning/pointwise.svg @@ -0,0 +1,5103 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/mcrps_learning/smooth_best.svg b/assets/mcrps_learning/smooth_best.svg new file mode 100644 index 0000000..3eeacf5 --- /dev/null +++ b/assets/mcrps_learning/smooth_best.svg @@ -0,0 +1,3476 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/assets/ondir/ondir_flow.excalidraw b/assets/ondir/ondir_flow.excalidraw new file mode 100644 index 0000000..986472a --- /dev/null +++ b/assets/ondir/ondir_flow.excalidraw @@ -0,0 +1,1105 @@ +{ + "type": "excalidraw", + "version": 2, + "source": "https://excalidraw.com", + "elements": [ + { + "id": "pwqtgO0u8roPRxWdRj0E9", + "type": "rectangle", + "x": 1057, + "y": 398, + "width": 376, + "height": 244.00000000000006, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#ffc9c9", + "fillStyle": "solid", + "strokeWidth": 4, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 10, + "groupIds": [], + "frameId": null, + "index": "aN", + "roundness": { + "type": 3 + }, + "seed": 1054850441, + "version": 317, + "versionNonce": 1978225805, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false + }, + { + "id": "hOCj_a4hhn8XugZHuS7n5", + "type": "rectangle", + "x": 1085.5, + "y": 517.5, + "width": 315.00000000000006, + "height": 109.99999999999997, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "transparent", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aQ", + "roundness": { + "type": 3 + }, + "seed": 631587817, + "version": 638, + "versionNonce": 929941187, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false + }, + { + "id": "SnvvoEuEF2GLWTA8tir_p", + "type": "rectangle", + "x": 633, + "y": 222, + "width": 342.99999999999994, + "height": 55, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#ffec99", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aR", + "roundness": { + "type": 3 + }, + "seed": 1765298765, + "version": 100, + "versionNonce": 1792371885, + "isDeleted": false, + "boundElements": [ + { + "id": "_UOgGBMt7T1N3FUSz_xBj", + "type": "arrow" + } + ], + "updated": 1748936252329, + "link": null, + "locked": false + }, + { + "id": "odKci1K80J9TiZ00A4d4T", + "type": "text", + "x": 646, + "y": 239, + "width": 311.9396667480469, + "height": 25, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "transparent", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aS", + "roundness": null, + "seed": 902611079, + "version": 118, + "versionNonce": 1012124189, + "isDeleted": false, + "boundElements": [], + "updated": 1747041299490, + "link": null, + "locked": false, + "text": "Batch Distributional Regression", + "fontSize": 20, + "fontFamily": 5, + "textAlign": "left", + "verticalAlign": "top", + "containerId": null, + "originalText": "Batch Distributional Regression", + "autoResize": true, + "lineHeight": 1.25 + }, + { + "id": "83A-5sGPwoG6Q3U-m2uah", + "type": "rectangle", + "x": 633.5, + "y": 411.5, + "width": 342.99999999999994, + "height": 55, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#ffec99", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aT", + "roundness": { + "type": 3 + }, + "seed": 2051613511, + "version": 434, + "versionNonce": 1276262285, + "isDeleted": false, + "boundElements": [ + { + "id": "7NzukZZA4TJjUcQ8d1-RN", + "type": "arrow" + } + ], + "updated": 1748936251938, + "link": null, + "locked": false + }, + { + "id": "OAVj1EQlMQiz4oAjvstpY", + "type": "text", + "x": 646.5, + "y": 428.5, + "width": 194.77981567382812, + "height": 25, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "transparent", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aU", + "roundness": null, + "seed": 1072898663, + "version": 372, + "versionNonce": 472774243, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false, + "text": "Online Linear Models", + "fontSize": 20, + "fontFamily": 5, + "textAlign": "left", + "verticalAlign": "top", + "containerId": null, + "originalText": "Online Linear Models", + "autoResize": true, + "lineHeight": 1.25 + }, + { + "id": "fSYdx6VgkvyNgLENzbVPp", + "type": "rectangle", + "x": 1071.75, + "y": 218.75, + "width": 342.99999999999994, + "height": 89.99999999999997, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#ffc9c9", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aV", + "roundness": { + "type": 3 + }, + "seed": 1441823015, + "version": 164, + "versionNonce": 1408400739, + "isDeleted": false, + "boundElements": [ + { + "id": "_UOgGBMt7T1N3FUSz_xBj", + "type": "arrow" + } + ], + "updated": 1748936252329, + "link": null, + "locked": false + }, + { + "id": "nn04uY-ZfSGuE9cwZVijm", + "type": "text", + "x": 1084.75, + "y": 235.75, + "width": 231.2197723388672, + "height": 50, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "transparent", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aW", + "roundness": null, + "seed": 1005894727, + "version": 259, + "versionNonce": 2109139757, + "isDeleted": false, + "boundElements": [], + "updated": 1748936252234, + "link": null, + "locked": false, + "text": "Iteratively Reweighted \nLeast Squares (IRLS)", + "fontSize": 20, + "fontFamily": 5, + "textAlign": "left", + "verticalAlign": "top", + "containerId": null, + "originalText": "Iteratively Reweighted \nLeast Squares (IRLS)", + "autoResize": true, + "lineHeight": 1.25 + }, + { + "id": "Q0jTRNBoDfBm-6kbmYuIv", + "type": "rectangle", + "x": 1072.25, + "y": 408.25, + "width": 342.99999999999994, + "height": 55, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#ffc9c9", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aX", + "roundness": { + "type": 3 + }, + "seed": 1522768743, + "version": 373, + "versionNonce": 2124240205, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false + }, + { + "id": "HRojvLdCFhmFOVUerI9f-", + "type": "text", + "x": 1085.25, + "y": 425.25, + "width": 300.7796936035156, + "height": 25, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "transparent", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aY", + "roundness": null, + "seed": 1990825607, + "version": 459, + "versionNonce": 1149710851, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false, + "text": "Recursive Least Squares (RLS)", + "fontSize": 20, + "fontFamily": 5, + "textAlign": "left", + "verticalAlign": "top", + "containerId": null, + "originalText": "Recursive Least Squares (RLS)", + "autoResize": true, + "lineHeight": 1.25 + }, + { + "id": "XriRXfw8F1nyOeOFOievR", + "type": "rectangle", + "x": 1069.5, + "y": 478.5, + "width": 342.99999999999994, + "height": 55, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#ffc9c9", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aZ", + "roundness": { + "type": 3 + }, + "seed": 1345298633, + "version": 491, + "versionNonce": 272573357, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false + }, + { + "id": "bFNGOMOEp1eNC01tsR8bI", + "type": "text", + "x": 1082.5, + "y": 495.5, + "width": 325.1000061035156, + "height": 25, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "transparent", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aa", + "roundness": null, + "seed": 1962057641, + "version": 601, + "versionNonce": 2006162164, + "isDeleted": false, + "boundElements": [], + "updated": 1748939813959, + "link": null, + "locked": false, + "text": "Online Coordinate Descent (OCD)", + "fontSize": 20, + "fontFamily": 5, + "textAlign": "left", + "verticalAlign": "top", + "containerId": null, + "originalText": "Online Coordinate Descent (OCD)", + "autoResize": true, + "lineHeight": 1.25 + }, + { + "id": "_UOgGBMt7T1N3FUSz_xBj", + "type": "arrow", + "x": 987.7312849638356, + "y": 244.17611981638328, + "width": 72.79462085085493, + "height": 0.4822638930064045, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#b2f2bb", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "ab", + "roundness": { + "type": 2 + }, + "seed": 417171687, + "version": 62, + "versionNonce": 2000282989, + "isDeleted": false, + "boundElements": [], + "updated": 1748936252330, + "link": null, + "locked": false, + "points": [ + [ + 0, + 0 + ], + [ + 72.79462085085493, + 0.4822638930064045 + ] + ], + "lastCommittedPoint": null, + "startBinding": { + "elementId": "SnvvoEuEF2GLWTA8tir_p", + "focus": -0.20000000000000046, + "gap": 12 + }, + "endBinding": { + "elementId": "fSYdx6VgkvyNgLENzbVPp", + "focus": 0.43888888888888866, + "gap": 11.75 + }, + "startArrowhead": null, + "endArrowhead": "arrow", + "elbowed": false + }, + { + "id": "2FRSHCoiPQkIJA_THjsco", + "type": "arrow", + "x": 989.4409963716566, + "y": 431.68216721256124, + "width": 72, + "height": 0, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#b2f2bb", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "ac", + "roundness": { + "type": 2 + }, + "seed": 1436050793, + "version": 252, + "versionNonce": 2102928909, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false, + "points": [ + [ + 0, + 0 + ], + [ + 72, + 0 + ] + ], + "lastCommittedPoint": null, + "startBinding": null, + "endBinding": null, + "startArrowhead": null, + "endArrowhead": "arrow", + "elbowed": false + }, + { + "id": "7NzukZZA4TJjUcQ8d1-RN", + "type": "arrow", + "x": 985.0648421370762, + "y": 467.59100195408814, + "width": 73.67331767962662, + "height": 33.76713451598869, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#b2f2bb", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "ad", + "roundness": { + "type": 2 + }, + "seed": 535149671, + "version": 796, + "versionNonce": 105834157, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false, + "points": [ + [ + 0, + 0 + ], + [ + 73.67331767962662, + 33.76713451598869 + ] + ], + "lastCommittedPoint": null, + "startBinding": { + "elementId": "83A-5sGPwoG6Q3U-m2uah", + "focus": -0.5083544012180979, + "gap": 14.156682999653334 + }, + "endBinding": null, + "startArrowhead": null, + "endArrowhead": "arrow", + "elbowed": false + }, + { + "id": "9U_Grn51JjcsLqdtFoTLP", + "type": "rectangle", + "x": 1496.5, + "y": 262, + "width": 241.99999999999994, + "height": 188.99999999999997, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#a5d8ff", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "ae", + "roundness": { + "type": 3 + }, + "seed": 1187540457, + "version": 436, + "versionNonce": 338262093, + "isDeleted": false, + "boundElements": [ + { + "id": "W5LihoB1DhtZAGrCSYfAA", + "type": "arrow" + } + ], + "updated": 1748936251938, + "link": null, + "locked": false + }, + { + "id": "LgBEzimWJhZIlu7AdEfQb", + "type": "text", + "x": 1520.5, + "y": 288, + "width": 196.6448211669922, + "height": 140, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "transparent", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "af", + "roundness": null, + "seed": 1966393545, + "version": 571, + "versionNonce": 234738403, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251807, + "link": null, + "locked": false, + "text": "Online & \nRegularized \nDistributional \nRegression", + "fontSize": 28, + "fontFamily": 5, + "textAlign": "center", + "verticalAlign": "top", + "containerId": null, + "originalText": "Online & \nRegularized \nDistributional \nRegression", + "autoResize": true, + "lineHeight": 1.25 + }, + { + "id": "dQlz1EF1q0JfpwkTV2hs_", + "type": "ellipse", + "x": 1224, + "y": 329, + "width": 45, + "height": 44, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#b2f2bb", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "aj", + "roundness": { + "type": 2 + }, + "seed": 830526953, + "version": 464, + "versionNonce": 954326125, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false + }, + { + "id": "aFprRD_7iACLKmJEAi1EW", + "type": "text", + "x": 1236, + "y": 328, + "width": 19.800003051757812, + "height": 45, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#a5d8ff", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "ak", + "roundness": null, + "seed": 1311048551, + "version": 541, + "versionNonce": 47653731, + "isDeleted": false, + "boundElements": [ + { + "id": "W5LihoB1DhtZAGrCSYfAA", + "type": "arrow" + } + ], + "updated": 1748936251938, + "link": null, + "locked": false, + "text": "+", + "fontSize": 36, + "fontFamily": 5, + "textAlign": "left", + "verticalAlign": "top", + "containerId": null, + "originalText": "+", + "autoResize": true, + "lineHeight": 1.25 + }, + { + "id": "W5LihoB1DhtZAGrCSYfAA", + "type": "arrow", + "x": 1266.9999999999998, + "y": 350.0260667861776, + "width": 219.74627191283184, + "height": 0.807936473863549, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#a5d8ff", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "al", + "roundness": { + "type": 2 + }, + "seed": 1810595207, + "version": 1074, + "versionNonce": 169664365, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251939, + "link": null, + "locked": false, + "points": [ + [ + 0, + 0 + ], + [ + 219.74627191283184, + -0.807936473863549 + ] + ], + "lastCommittedPoint": null, + "startBinding": { + "elementId": "aFprRD_7iACLKmJEAi1EW", + "focus": -0.017587339181079922, + "gap": 11.199996948242188 + }, + "endBinding": { + "elementId": "9U_Grn51JjcsLqdtFoTLP", + "focus": 0.08175911442666552, + "gap": 12.5 + }, + "startArrowhead": null, + "endArrowhead": "arrow", + "elbowed": false + }, + { + "id": "0L19Hdy90ZB1cDmn2REBq", + "type": "line", + "x": 1245, + "y": 306, + "width": 1, + "height": 25, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#a5d8ff", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "am", + "roundness": { + "type": 2 + }, + "seed": 776368423, + "version": 167, + "versionNonce": 872925325, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251569, + "link": null, + "locked": false, + "points": [ + [ + 0, + 0 + ], + [ + -1, + 25 + ] + ], + "lastCommittedPoint": null, + "startBinding": null, + "endBinding": null, + "startArrowhead": null, + "endArrowhead": null, + "polygon": false + }, + { + "id": "hwFpHUkSxJ2Rywsm0vs64", + "type": "line", + "x": 1246, + "y": 371, + "width": 1, + "height": 23, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#a5d8ff", + "fillStyle": "solid", + "strokeWidth": 2, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "an", + "roundness": { + "type": 2 + }, + "seed": 229210023, + "version": 280, + "versionNonce": 546871427, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false, + "points": [ + [ + 0, + 0 + ], + [ + 1, + 23 + ] + ], + "lastCommittedPoint": null, + "startBinding": null, + "endBinding": null, + "startArrowhead": null, + "endArrowhead": null, + "polygon": false + }, + { + "id": "-arcXvs2QkqKTJyKBr1JO", + "type": "text", + "x": 1112.555626622673, + "y": 543.1944533278341, + "width": 109.27987670898438, + "height": 75, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#ffc9c9", + "fillStyle": "solid", + "strokeWidth": 4, + "strokeStyle": "solid", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "ao", + "roundness": null, + "seed": 1126276967, + "version": 295, + "versionNonce": 1161651501, + "isDeleted": false, + "boundElements": [], + "updated": 1748936251938, + "link": null, + "locked": false, + "text": "LASSO\nElastic Net\nRidge", + "fontSize": 20, + "fontFamily": 5, + "textAlign": "left", + "verticalAlign": "top", + "containerId": null, + "originalText": "LASSO\nElastic Net\nRidge", + "autoResize": true, + "lineHeight": 1.25 + }, + { + "id": "04MAvXMjSKXyvPNSW21uH", + "type": "line", + "x": 1014, + "y": 89, + "width": 4, + "height": 578, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#b2f2bb", + "fillStyle": "solid", + "strokeWidth": 4, + "strokeStyle": "dotted", + "roughness": 1, + "opacity": 10, + "groupIds": [], + "frameId": null, + "index": "ap", + "roundness": { + "type": 2 + }, + "seed": 1520375209, + "version": 95, + "versionNonce": 978648329, + "isDeleted": false, + "boundElements": [], + "updated": 1746793500861, + "link": null, + "locked": false, + "points": [ + [ + 0, + 0 + ], + [ + -4, + 578 + ] + ], + "lastCommittedPoint": null, + "startBinding": null, + "endBinding": null, + "startArrowhead": null, + "endArrowhead": null, + "polygon": false + }, + { + "id": "RI2pId8k-9o1nZwmQO7Av", + "type": "line", + "x": 1462.9092448931187, + "y": 86.16023573465645, + "width": 4, + "height": 578, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#b2f2bb", + "fillStyle": "solid", + "strokeWidth": 4, + "strokeStyle": "dotted", + "roughness": 1, + "opacity": 10, + "groupIds": [], + "frameId": null, + "index": "aq", + "roundness": { + "type": 2 + }, + "seed": 1407061705, + "version": 172, + "versionNonce": 1394180263, + "isDeleted": false, + "boundElements": [], + "updated": 1746793510751, + "link": null, + "locked": false, + "points": [ + [ + 0, + 0 + ], + [ + -4, + 578 + ] + ], + "lastCommittedPoint": null, + "startBinding": null, + "endBinding": null, + "startArrowhead": null, + "endArrowhead": null, + "polygon": false + }, + { + "id": "Hu05JnQaqxEUQPqPoIhSm", + "type": "text", + "x": 683, + "y": 96, + "width": 254.23207092285156, + "height": 45, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#b2f2bb", + "fillStyle": "solid", + "strokeWidth": 4, + "strokeStyle": "dotted", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "ar", + "roundness": null, + "seed": 1421373033, + "version": 67, + "versionNonce": 788989223, + "isDeleted": false, + "boundElements": [], + "updated": 1746793532199, + "link": null, + "locked": false, + "text": "Starting Point", + "fontSize": 36, + "fontFamily": 5, + "textAlign": "left", + "verticalAlign": "top", + "containerId": null, + "originalText": "Starting Point", + "autoResize": true, + "lineHeight": 1.25 + }, + { + "id": "mHMXHj0OM-uaQtvgq6BNA", + "type": "text", + "x": 1086.1039962768555, + "y": 80.5, + "width": 305.028076171875, + "height": 90, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#b2f2bb", + "fillStyle": "solid", + "strokeWidth": 4, + "strokeStyle": "dotted", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "as", + "roundness": null, + "seed": 1890002791, + "version": 203, + "versionNonce": 1809955320, + "isDeleted": false, + "boundElements": [], + "updated": 1747032288562, + "link": null, + "locked": false, + "text": "Combine Learning \nMethods", + "fontSize": 36, + "fontFamily": 5, + "textAlign": "center", + "verticalAlign": "top", + "containerId": null, + "originalText": "Combine Learning \nMethods", + "autoResize": true, + "lineHeight": 1.25 + }, + { + "id": "oxu-P49XN8Tp3W0XVTGF-", + "type": "text", + "x": 1485.9379577636719, + "y": 79, + "width": 254.12408447265625, + "height": 90, + "angle": 0, + "strokeColor": "#1e1e1e", + "backgroundColor": "#b2f2bb", + "fillStyle": "solid", + "strokeWidth": 4, + "strokeStyle": "dotted", + "roughness": 1, + "opacity": 100, + "groupIds": [], + "frameId": null, + "index": "at", + "roundness": null, + "seed": 605763335, + "version": 308, + "versionNonce": 726777523, + "isDeleted": false, + "boundElements": [], + "updated": 1747032384370, + "link": null, + "locked": false, + "text": "Our Proposed \nApproach", + "fontSize": 36, + "fontFamily": 5, + "textAlign": "center", + "verticalAlign": "top", + "containerId": null, + "originalText": "Our Proposed \nApproach", + "autoResize": true, + "lineHeight": 1.25 + } + ], + "appState": { + "gridSize": 20, + "gridStep": 5, + "gridModeEnabled": false, + "viewBackgroundColor": "#ffffff", + "lockedMultiSelections": {} + }, + "files": {} +} \ No newline at end of file diff --git a/assets/ondir/ondir_flow.png b/assets/ondir/ondir_flow.png deleted file mode 100644 index 1982edb..0000000 Binary files a/assets/ondir/ondir_flow.png and /dev/null differ diff --git a/assets/ondir/ondir_flow.svg b/assets/ondir/ondir_flow.svg new file mode 100644 index 0000000..e8db4f6 --- /dev/null +++ b/assets/ondir/ondir_flow.svg @@ -0,0 +1,4 @@ + + +Batch Distributional RegressionOnline Linear ModelsIteratively Reweighted Least Squares (IRLS)Recursive Least Squares (RLS)Online Coordinate Descent (OCD)Online & Regularized Distributional Regression+LASSOElastic NetRidgeStarting PointCombine Learning MethodsOur Proposed Approach \ No newline at end of file diff --git a/index.qmd b/index.qmd index 7a7f2f0..a9c3bdb 100644 --- a/index.qmd +++ b/index.qmd @@ -11,6 +11,7 @@ affiliations: format: revealjs: embed-resources: false + self-contained-math: true footer: "" width: 1280 height: 720 @@ -19,7 +20,6 @@ format: smaller: true fig-format: svg slide-number: true - self-contained-math: true crossrefs-hover: true pagetitle: "De-Fence" html-math-method: mathjax @@ -393,7 +393,7 @@ col_yellow <- "#FCE135" ::: {.column width="48%"}
- +
Reduces estimation time by 2-3 orders of magnitude @@ -1543,7 +1543,7 @@ For $L = 1$ we receive constant weights Weights converge to the constant solution if $L\rightarrow 1$
- +
:::