10.10_Bonus_Additional_reading_resources.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bonus: Additional reading resources\n",
    "\n",
    "### Weight of Evidence\n",
    "\n",
    "- [WoE Module from StatSoft](http://documentation.statsoft.com/portals/0/formula%20guide/Weight%20of%20Evidence%20Formula%20Guide.pdf)\n",
    "- [WoE Statistica](http://documentation.statsoft.com/StatisticaHelp.aspx?path=WeightofEvidence/WeightofEvidenceWoEIntroductoryOverview)\n",
    "\n",
    "\n",
    "### Score card development for credit risk\n",
    "\n",
    "- [Plug and Score](https://plug-n-score.com/learning/scorecard-development-stages.htm#Binning)\n",
    "- [Score card development from SAS](http://www.sas.com/storefront/aux/en/spcrisks/59376_excerpt.pdf)\n",
    "\n",
    "### Windsorization and top/bottom coding\n",
    "\n",
    "- [Windsorisation](http://www.statisticshowto.com/winsorize/)\n",
    "- [Censoring data](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1431352)\n",
    "\n",
    "### Alternative methods of categorical variable encoding\n",
    "\n",
    "- [Will's blog](http://www.willmcginnis.com/2015/11/29/beyond-one-hot-an-exploration-of-categorical-variables/)\n",
    "- [Classification of Tutor systems with high cardinality (KDD competition)](http://pslcdatashop.org/KDDCup/workshop/)\n",
    "- [Light weight solution to KDD data mining challenge](http://pslcdatashop.org/KDDCup/workshop/)\n",
    "\n",
    "### Several methods described in this course\n",
    "\n",
    "- [The 2009 Knowledge Discovery in Data Competition (KDD Cup 2009)](http://www.mtome.com/Publications/CiML/CiML-v3-book.pdf)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}