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October 11, 2019 05:19
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# K-NN\n", | |
"- Lazy Learner : KNN은 train-data로부터 유별난 기능을 배우지는 않는다.\n", | |
"\n", | |
"\n", | |
"- instance based learning : learning은 train dataset을 기억함으로써 수행된다.\n", | |
"\n", | |
"\n", | |
"- 장점 : 분류기가 새 train data를 모을 때마다 즉시 그것에 맞춰 바뀐다.\n", | |
"\n", | |
"\n", | |
"- 단점 : train data의 샘플 수에 따라 계산적 복잡성이 선형으로 증가하고, 입력 차원이 높을 때 오버피팅에 민감하다.\n", | |
"\n", | |
"**성능은 좋으나 데이터를 가지고 다녀야해서 불편하고 무겁다.**\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# 랜덤 포레스트(Random Forest)\n", | |
"- 의사결정 트리의 단점\n", | |
" - 주어진 학습 데이터에 따라 생성되는 의사결정트리가 매우 달라져 일반화가 어렵다\n", | |
" \n", | |
" - 학습 결과 역시 성능과 변동의 폭이 크다. => **오버피팅 되기 쉽다**\n", | |
" \n", | |
" \n", | |
"- 랜덤 포레스트란? 여러개의 의사결정트리를 만들고, 그것들의 평균을 내거나 투표를 시켜 다수결로 결과를 결정하는 방법이다.\n", | |
"\n", | |
"$$Decision \\ Tree(1개의 \\ 복잡한 \\ 분류기) \\longleftrightarrow Random \\ Forest(여러개의 \\ 단순한 \\ 분류기들의 \\ 조합)$$" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./image/rf.PNG')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"- 장점\n", | |
" - 앙상블 모델이 개개의 의사결정트리로부터의 노이즈에 강하기 때문에, 가지치기를 하지 않아도 된다.\n", | |
" \n", | |
" \n", | |
" - 트리의 수 K가 커질수록 성능이 높아진다.\n", | |
"- 단점\n", | |
" - 큰 K를 계산하는데 cost가 높게 든다.\n", | |
" \n", | |
"\n", | |
"- 학습 원리\n", | |
" 1. 주어진 데이터 셋에서 무작위로 **중복을 허용**해서 n개 선택한다.\n", | |
"\n", | |
" 2. 선택한 n개의 데이터 샘플에서 데이터 특성값(속성)을 **중복 허용 없이** d개 선택한다.\n", | |
" \n", | |
" 3. 이를 이용해서 의사결정트리를 학습하고 생성한다.\n", | |
" \n", | |
" 4. 1~3단계를 K번 반복한다.\n", | |
" \n", | |
" 5. 1~4단계를 통해 생성된 K개의 의사결정트리를 이용해 예측하고, 예측된 결과의 **평균이나 가장 많이 등장한** 예측 결과를 선택해 최종 예측 값으로 결정한다.\n", | |
" \n", | |
"\n", | |
"- 1단계에서 무작위로 중복을 허용해 n개의 데이터를 선택하는 과정을 **부트스트랩**이라 한다.\n", | |
"\n", | |
"\n", | |
"- 2단계는 보통 전체 특성 개수를 m이라 하면 ** $$d=\\sqrt{m}$$으로 지정한다.\n", | |
"\n", | |
"\n", | |
"- 5단계에서 여러 개의 의사결정트리로부터 나온 예측 결과들의 평균이나 다수의 예측 결과를 이용하는 방법을 **앙상블 기법**이라 한다.\n", | |
"\n", | |
"\n", | |
"- 부트스트랩으로 다양한 분류기에 대해 앙상블 기법을 활용해 **특징적인 하나의 분류**로 구성하는 것을 **배깅**이라 한다." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Missing Value\n", | |
"데이터셋에 빈공간이 있는 경우\n", | |
"\n", | |
"1. 다 버린다.\n", | |
"\n", | |
"\n", | |
"2. 채워 넣는다.\n", | |
" 1. 같은 속성의 남아 있는 값들의 평균으로 채운다.\n", | |
" \n", | |
" 2. missing value만 피해간다." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"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": "3.7.3" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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