きまぐれ日記: MeCab を使って N-gram を取り出す。

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2006年05月03日

MeCab を使って N-gram を取り出す。

Senna や HyperEstraier といった最近の検索システムでは n-gram インデックスが使われることが多くなってきました。正確には文字 n-gram ですが、(単語 n-gramとの対比) ようするに、テキスト中の n 以下までのすべての部分文字列を取り出して index に使う処理のことを言います。
n-gram の取り出しは、すごく簡単で、プログラミングしてもたいした量にはなりませんが、ここはあえて MeCab だけでやってみたいと思います。
まず、mecab-0.91 (src/tokenizer.cpp) に以下のパッチを当てます。(もしくは最新の CSVからソースを拾ってきます) 実際この記事を書くにあたって見つけたバグです。

4c4
<   $Id: tokenizer.cpp,v 1.13 2006/05/03 07:56:28 taku-ku Exp $;
---
>   $Id: tokenizer.cpp,v 1.12 2006/02/07 20:08:48 taku-ku Exp $;
251d250
<       if (begin3 > end) break;

MeCab の辞書の構成のドキュメントはこちらにあります。基本的に
1. dic.csv (辞書ファイル)
2. matrix.def (連接ファイル)
3. char.def (文字種ファイル)
4. unk.def (未知語処理)
5. dicrc

から辞書が構成されます。n-gram の場合は、辞書そのものを使わないので、 dic.csv は空にします。とはいっても空の辞書は受け付けてくれないので、適当なダミー単語を入れておきます。
dic.csv

_______,0,0,0,*

"_________" がダミー単語ですが、テキストに現れそうにない文字列を適当に入れておきます。0,0,0 は左文脈id, 右文脈id, 単語生起コストですが、それぞれ 0 にします。最後の "*" は出力に相当します。
次に char.def です。

DEFAULT 0 0 3
SPACE   0 1 0
0x0020 SPACE

すべての字種を DEFAULT というクラスにマッピングしています。 "0 0 3" というのは、この字種に対する未知語の動作方針です。具体的には 1)常に未知語処理を動かす0/1 2) 同じ字種でまとめる 0/1 3) 何文字までの単語を未知語として登録する 0,1,2...) となっています。"0 0 3" の意味するところは、3-gramまでの部分文字列を未知語として取り出しなさいという意味になります。
次に unk.def. これは未知語に対してどんな品詞を割り当てるかを定義します。辞書のフォーマットとまったく同じですが、単語の部分に char.def で定義した文字クラスを書きます。今回の例では、品詞情報を使わないので、"*" を出力するだけにします。

DEFAULT,0,0,0,*
SPACE,0,0,0,*

matrix.def. 連接は使わないので、1x1 のマトリックスにします。

1 1
0 0 0

最後に dicrc。ほとんどデフォルトです。

cost-factor = 800
bos-feature = BOS/EOS

ここまでそろったら辞書をコンパイルしてみます。

/usr/local/libexec/mecab/mecab-dict-index -f euc-jp -c euc-jp

解析対象の文字コードにあわせて -c オプションを選択する必要があります。(辞書の文字コードに従って適切なマルチバイト文字列処理を行うため)
実際に解析させてみましょう。注意点としては、"-a (--all-morphs)" オプションを使って、すべての単語候補を出力してください。さもないと、uni-gram のみが出力されます。

% echo 東京特許許可局 | mecab -d . -a
東京特  *
東京    *
東      *
京特許  *
京特    *
京      *
特許許  *
特許    *
特      *
許許可  *
許許    *
許      *
許可局  *
許可    *
許      *
可局    *
可      *
局      *
EOS

すべての 3文字以下の部分文字列が出力されているはずです。
何に使うのかという話がありますが、n-gramの統計をお手軽に取りたいとき簡単に利用できると思います。

投稿者 taku : 2006年05月03日 17:01

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