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Think Bayes ―プログラマのためのベイズ統計入門
book

Think Bayes ―プログラマのためのベイズ統計入門

by Allen B. Downey, 黒川 利明
September 2014
Intermediate to advanced
236 pages
4h 17m
Japanese
O'Reilly Japan, Inc.
Content preview from Think Bayes ―プログラマのためのベイズ統計入門
2.6
 
M&M'S
問題
17
class Suite(Pmf):
"""
仮説とその確率のスイートを表す
"""
def
__
init
__
(self, hypo=tuple()):
"""
分布を初期化する
"""
def Update(self, data):
"""
データに基づいて各仮説を更新する
"""
def Print(self):
"""
仮説とその確率を出力する
"""
Suite
の実装は
thinkbayes.py
にある。
Suite
を使うには、継承クラスを作って
Likelihood
を用意する必要がある。例えば、
Suite
を使って書き直したモンティ・ホー
ル問題は次のようになる。
from thinkbayes import Suite
class Monty(Suite):
def Likelihood(self, data,
hypo):
if hypo == data:
return 0
elif hypo == 'A':
return 0.5
else:
return 1
このクラスを使ったコードは次のようになる。
suite = Monty('ABC')
suite.Update('B')
suite.Print()
この例は、
http://thinkbayes.com/monty2.py
からダウンロードできる。詳細につい
ては、まえがきの「コードについて」
ix
ページ)を参照のこと。
2.6
M&M'S
問題
フレームワーク
Suite
を使って
M&M'S
問題を解くことができる。関数
Likelihood ...
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Publisher Resources

ISBN: 9784873116945Other