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{
"cells": [
{
"cell_type": "markdown",
"id": "little-production",
"metadata": {},
"source": [
"# Data Mining\n",
"\n",
"<br/>\n",
"<br/>\n",
"\n",
"Dieses Notebook finden Sie hier: https://scm.cms.hu-berlin.de/ibi/python/-/blob/master/programmierspass/Data_Mining.ipynb\n",
"\n",
"<br/>\n",
"\n",
"\n",
"\n",
"Dieses Notebook ist als freies Werk unter der Lizenz [Creative Commons Attribution-NonCommercial 3.0 Unported](http://creativecommons.org/licenses/by-nc/3.0/) verfügbar. Sie dürfen die Inhalte kopieren, verteilen und verändern, solange Sie die Urheber nennen und sie nicht für kommerzielle Zwecke nutzen."
]
},
{
"cell_type": "markdown",
"id": "rising-farming",
"metadata": {},
"source": [
"## Was ist es und worum geht es?\n",
"\n",
"**Data Mining** wird wie folgt definiert:\n",
"- **Definition 1 (Synonym zu *Knowledge Discovery in Databases (KDD)*)**: Prozess der (semi-) automatischen Extraktion von Wissen aus Datenbanken, das statistisch gültig, bisher unbekannt und potentiell nützlich ist. [1]\n",
"- **Definition 2 (Teil des KDD)**: \n",
" - Mustergewinnung/Modellierung\n",
" - Interpretation\n",
" - Anwendung von Algorithmen, die unter gewissen Ressourcenbeschränkungen Muster/Modelle bei gegebener Faktenmenge erzeugen\n"
]
},
{
"attachments": {
"Screenshot%20from%202023-01-26%2011-31-48.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"id": "e0ffe431",
"metadata": {},
"source": [
"**Prozess-Model [1]**\n",
"\n",
"\n",
"\n",
"**Referenzen**\n",
"\n",
"[1]: (Fayyad, Piatetsky-Shapiro und Smyth 1996) https://ojs.aaai.org//index.php/aimagazine/article/view/1230\n"
]
},
{
"cell_type": "markdown",
"id": "88429751",
"metadata": {},
"source": [
"### Data Mining Tasks\n",
"- **Clustering**\n",
"- **Klassifikation**\n",
"- Regression\n",
"- Assoziationsregeln\n",
"- ..."
]
},
{
"cell_type": "markdown",
"id": "collected-genius",
"metadata": {},
"source": [
"## Clustering"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "broadband-bathroom",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "fixed-corporation",
"metadata": {},
"source": [
"## Classification\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dense-italy",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"language_info": {
"name": "python",
"pygments_lexer": "ipython3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}