\n",
"
\n",
" \n",
" Parameters \n",
@@ -1214,10 +1216,10 @@
" if (!wasOpen) detailsElem.open = false;\n",
" const rows = content.split('\\n').map(row => ` \"${row}\"`);\n",
" const formattedText = `[\\n${rows.join(',\\n')},\\n]`;\n",
- " const originalHTML = element.innerHTML.replace('✔', '');\n",
+ " const originalHTML = element.innerHTML.replace('✔', '');\n",
" const originalStyle = element.style;\n",
" const copyMark = document.createElement('span');\n",
- " copyMark.innerHTML = '✔';\n",
+ " copyMark.innerHTML = '✔';\n",
" copyMark.style.color = 'blue';\n",
" copyMark.style.fontSize = '1em';\n",
"\n",
@@ -1313,21 +1315,21 @@
" }\n",
"}\n",
"\n",
- "forceTheme('sk-container-id-3');"
+ "forceTheme('sk-container-id-1');"
]
},
- "execution_count": 21,
+ "execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
- "execution_count": 21
+ "execution_count": 4
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-03T16:46:34.610116848Z",
- "start_time": "2026-10-03T16:46:34.553528744Z"
+ "end_time": "2026-10-04T08:55:13.946278900Z",
+ "start_time": "2026-10-04T08:55:13.820778100Z"
}
},
"cell_type": "code",
@@ -1351,13 +1353,13 @@
]
}
],
- "execution_count": 22
+ "execution_count": 5
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-03T16:46:34.662634196Z",
- "start_time": "2026-10-03T16:46:34.613846003Z"
+ "end_time": "2026-10-04T08:55:14.023890200Z",
+ "start_time": "2026-10-04T08:55:13.971850600Z"
}
},
"cell_type": "code",
@@ -1373,18 +1375,18 @@
"(array([False, True]), array([ 30, 120]))"
]
},
- "execution_count": 23,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
- "execution_count": 23
+ "execution_count": 6
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-03T16:46:34.821724933Z",
- "start_time": "2026-10-03T16:46:34.666199151Z"
+ "end_time": "2026-10-04T08:55:14.495601900Z",
+ "start_time": "2026-10-04T08:55:14.058897500Z"
}
},
"cell_type": "code",
@@ -1396,19 +1398,19 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 24
+ "execution_count": 7
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-03T16:47:02.178218052Z",
- "start_time": "2026-10-03T16:47:01.792237192Z"
+ "end_time": "2026-10-04T08:55:15.873613800Z",
+ "start_time": "2026-10-04T08:55:14.523608500Z"
}
},
"cell_type": "code",
@@ -1424,13 +1426,13 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 27
+ "execution_count": 8
},
{
"metadata": {},
@@ -1441,8 +1443,8 @@
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-03T16:54:06.644022467Z",
- "start_time": "2026-10-03T16:54:06.262419785Z"
+ "end_time": "2026-10-04T08:55:16.941403Z",
+ "start_time": "2026-10-04T08:55:15.973212400Z"
}
},
"cell_type": "code",
@@ -1459,19 +1461,19 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 40
+ "execution_count": 9
},
{
"metadata": {
"ExecuteTime": {
- "end_time": "2026-10-03T16:54:47.089822572Z",
- "start_time": "2026-10-03T16:54:46.963575914Z"
+ "end_time": "2026-10-04T08:55:17.258691100Z",
+ "start_time": "2026-10-04T08:55:17.028545100Z"
}
},
"cell_type": "code",
@@ -1487,13 +1489,140 @@
"text/plain": [
""
],
- "image/png": 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"
+ "image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
- "execution_count": 42
+ "execution_count": 10
+ },
+ {
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2026-10-04T08:55:17.769742300Z",
+ "start_time": "2026-10-04T08:55:17.267703Z"
+ }
+ },
+ "cell_type": "code",
+ "source": [
+ "knc = KNeighborsClassifier()\n",
+ "knc.fit(two_features,T.T)\n",
+ "plotTwoFeatures(two_features, T, knc.predict)"
+ ],
+ "id": "73b46d9b02b26659",
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "execution_count": 11
+ },
+ {
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2026-10-04T08:56:16.313402600Z",
+ "start_time": "2026-10-04T08:56:15.860970Z"
+ }
+ },
+ "cell_type": "code",
+ "source": [
+ "knc2 = KNeighborsClassifier()\n",
+ "knc2.fit(outer_two_features,T.T)\n",
+ "plotTwoFeatures(outer_two_features, T, knc2.predict)"
+ ],
+ "id": "990d0912d50e221b",
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "execution_count": 13
+ },
+ {
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2026-10-04T09:23:39.594811800Z",
+ "start_time": "2026-10-04T09:23:39.247401700Z"
+ }
+ },
+ "cell_type": "code",
+ "source": [
+ "second_two_features = X[[1,3]].T\n",
+ "km = KMeans(3)\n",
+ "km.fit(second_two_features)\n",
+ "plotTwoFeatures(second_two_features, T, km.predict)"
+ ],
+ "id": "d58f7531a1924618",
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "execution_count": 26
+ },
+ {
+ "metadata": {},
+ "cell_type": "markdown",
+ "source": [
+ "Die bei Aufgabe 1d falsch zugeordneten Instanzen sind wahrscheinlich die Punkte, die hier in dem \"falschen\" Bereich liegen. Wobei das hier nicht genau die gleichen sind, weil wir bei 1d die Merkmale 0 und 1 betrachten. Hier haben wir 1 und 3.\n",
+ "\n",
+ "Es kommen bei mehreren Ausführungen leicht unterschiedliche Ergebnisse heraus. Manchmal sogar unterscheiden sie sich sogar sehr stark\n",
+ "\n",
+ "DIe Farben haben beim Training (fit) keine Bedeutung, werden ja auch nicht mitgegeben. Die tauchen nur auf, weil sie in der Funktion plotTwoFeatures verwendet werden."
+ ],
+ "id": "260fd8e5a52015b9"
+ },
+ {
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2026-10-04T09:32:52.840087700Z",
+ "start_time": "2026-10-04T09:32:52.445334800Z"
+ }
+ },
+ "cell_type": "code",
+ "source": [
+ "clustering = DBSCAN()\n",
+ "y = clustering.fit_predict(two_features)\n",
+ "knc3 = KNeighborsClassifier(1)\n",
+ "knc3.fit(two_features, y) # Kein Tippfehler, wirklich y - warum?\n",
+ "plotTwoFeatures(two_features, T, knc3.predict)"
+ ],
+ "id": "8d8426139ecbe953",
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ],
+ "image/png": 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"
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "execution_count": 35
}
],
"metadata": {