Created
October 11, 2019 05:14
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Likelihood(우도)\n", | |
"\n", | |
"- 모집단 : 연구자가 알고 싶어하는 대상 \n", | |
" \n", | |
" \n", | |
"- 표본 : 연구자가 측정 또는 관찰한 결과들의 집합 \n", | |
" \n", | |
" \n", | |
"- 이미 주어진 파라메터에 비추어 보았을 때, 관측치에 대한 추정이 그럴듯한 정도. \n", | |
" \n", | |
" \n", | |
"- **y가 일어날 가능도.** \n", | |
" \n", | |
" \n", | |
"- 통계학적으로 어떤 가설(H)에 대한 Likelihood란, 어떤 시행 결과(E)에 대해, 만일 주어진 가설 H가 참이면, 결과 E가 나올 정도. \n", | |
"\n", | |
"\n", | |
"- 인공신경망에서 예를 들어보자면, 이미 정해진 파라메터(W, b)에 대해서 최적의 파라메터가 나올 확률." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/jpeg": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": { | |
"image/jpeg": { | |
"width": 600 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./likelihood.jpg', width=600)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Bayes' Theorem\n", | |
"조건부 확률에서는 새로운 정보를 알았을 때, 확률의 개선이 일어나게 된다. \n", | |
"\n", | |
"어떤 실험결과에서 나온 정보를 이용해, 어떤 사건의 처음 확률을 개선할 수 있는데 \n", | |
"\n", | |
"여기서 처음 확률을 **사전확률**, 개선된 확률을 **사후확률**이라 하고, \n", | |
"\n", | |
"이런 확률 개선을 하는 것이 **Bayes' Theorem**이라 한다.\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 5, | |
"metadata": { | |
"image/png": { | |
"width": 600 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./bayes.PNG', width=600)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": { | |
"image/png": { | |
"width": 500 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./bayes_01.PNG', width=500)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"위 식에서 \n", | |
"A는 분류하고자 하는 클래스. \n", | |
"B는 전체 모집단에서 변수 A에 대한 확률분포. \n", | |
"\n", | |
"**장점: 가장 정확하다.** \n", | |
"**단점: 대부분의 경우, 계산이 불가능하다.**\n", | |
"\n", | |
"**\\* 우도를 사용하면 훨씬 용이하게 사전확률을 계산해 낼 수 있다,**\n", | |
"\n", | |
"# Likelihood Ratio\n", | |
"R이 1보다 크면 sample x가 속하는 클래스로 A를 선택하고, \n", | |
"\n", | |
"1보다 작으면 B를 선택한다." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": { | |
"image/png": { | |
"width": 300 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./like_ratio.PNG', width=300)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Log likelihood와 Gradient 계산\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/jpeg": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": { | |
"image/jpeg": { | |
"width": 600 | |
} | |
}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"from IPython.display import Image\n", | |
"Image('./log_like.jpg', width=600)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# MLE(Maximum Likelihood Estimate)\n", | |
"- 주어진 샘플에 대해 우도를 가장 크게 해주는 모수(파라메터)를 찾는 것.\n", | |
"- 장점\n", | |
" - 최대우도측정 기법으로 추정한 모수는 **일치성**과 **효율성**이라는 좋은 특성을 가진다.\n", | |
" \n", | |
" - 일치성: 추정에 사용되는 표본의 크기가 커질수록 진짜 모수값에 수렴하는 특성.\n", | |
" \n", | |
" - 효율성: 위 가운데서도 분산이 작은 특성." | |
] | |
}, | |
{ | |
"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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