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@karino2
Last active January 26, 2017 16:05
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PRMLの8.4.3から、factor graphの定義
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{"cells":[{"cell_type":"markdown","metadata":{},"source":["# 8.3.4から、Factor graphの定義\n\nベイジアンネットワークもMRFも、定義から似たような関数の積で表せる。 \nそこで、ポテンシャルと条件付き確率の双方を含むようなファクターという物を定義する。"]},{"cell_type":"markdown","metadata":{},"source":["定義: ランダム変数の集合をスコープとして、その実現値から実数への関数をファクターと呼ぶ。"]},{"cell_type":"markdown","metadata":{},"source":["次にファクターグラフを定義する。\nファクターグラフはランダム変数を丸、ファクターを四角で表したグラフで、ファクターのスコープのランダム変数とファクターの間にエッジを結んだグラフの事。"]},{"cell_type":"markdown","metadata":{},"source":["### 例:\n\n以下のような分布があったとする。"]},{"cell_type":"code","execution_count":1,"metadata":{"collapsed":false},"outputs":[{"data":{"image/jpeg":"/9j/4QC8RXhpZgAATU0AKgAAAAgABgEaAAUAAAABAAAAVgEbAAUAAAABAAAAXgEoAAMAAAABAAIA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\nEtbW3DMXYqiADLMzMzdWZiSSSTXT0UAFFFFABRRRQAVV13QtD8UaHeeGP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object>"]},"execution_count":1,"metadata":{},"output_type":"execute_result"}],"source":["MeatPieImage()"]},{"cell_type":"markdown","metadata":{},"source":["この時、これに対応したファクターグラフは以下の手順で作れる。\n\n1. 全ランダム変数を丸で描く"]},{"cell_type":"code","execution_count":1,"metadata":{"collapsed":false},"outputs":[{"data":{"image/jpeg":"/9j/4QC8RXhpZgAATU0AKgAAAAgABgEaAAUAAAABAAAAVgEbAAUAAAABAAAAXgEoAAMAAAABAAIA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\n2PvjXCD86/EeyLfL2NguOfwNftvQAV/KD+0nZQ/ssf8AB3V9q8L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全ファクターを四角で描く"]},{"cell_type":"code","execution_count":1,"metadata":{"collapsed":false},"outputs":[{"data":{"image/jpeg":"/9j/4QC8RXhpZgAATU0AKgAAAAgABgEaAAUAAAABAAAAVgEbAAUAAAABAAAAXgEoAAMAAAABAAIA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\nC+oTxJIzHjAtreD5j2X0Ffzu6T/wR0/4Ki/tQfsTa9/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object>"]},"execution_count":1,"metadata":{},"output_type":"execute_result"}],"source":["MeatPieImage()"]},{"cell_type":"markdown","metadata":{},"source":["3. ファクターのスコープのランダム変数とファクターをエッジでつなげる"]},{"cell_type":"code","execution_count":1,"metadata":{"collapsed":false},"outputs":[{"data":{"image/jpeg":"/9j/4QC8RXhpZgAATU0AKgAAAAgABgEaAAUAAAABAAAAVgEbAAUAAAABAAAAXgEoAAMAAAABAAIA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\nzI3KEo6kqeRnBrcoAKKKKAC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IxPRVRWJPoKAP5+f+DMX/AIKC/Eqy+KfjP/gmJ8Sdaubj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\nDhf/AIKxftRfsneK/hf/AME9P+CdUMZ+O3xov4R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object>"]},"execution_count":1,"metadata":{},"output_type":"execute_result"}],"source":["MeatPieImage()"]},{"cell_type":"markdown","metadata":{},"source":["これで完成。\n\n注意する事として、これはMRFとかでは表す事が出来ない、同じスコープの別のファクター、という物もグラフの中で表現出来る。上の例では$f_a$と$f_b$。\nつまりファクターグラフの方がより表現力が高い。具体的とも言える。具体的が良いという訳では無いが。"]}],"metadata":{"kernelspec":{"display_name":"Python 2","language":"python","name":"python2"},"lanbuage_info":{"codemirror_mode":{"name":"ipython","version":2},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython2","version":"2.7.11"}},"nbformat":4,"nbformat_minor":0}
@karino2
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karino2 commented Jan 25, 2017

う、マークダウンでは数字とピリオドで始めると1にされてしまうのか。うーん。

@karino2
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karino2 commented Jan 25, 2017

あ、exportの時orderby付け忘れてるから順番が変だ。治そう。

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