Advent Calendar 2017 / Science & Theory

自然非言語処理（一人） Advent Calendar 2017

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Subscriber97People

Category：Science & Theory

Creator：

@alfredplpl

はじめに

みなさんは、友達と出会ったら、「おはよう」と言いながら手をあげたり、職場の人に会ったら、「お疲れ様です」と言いながら会釈したりした経験はないでしょうか。

これまでの研究によると、人と人とのコミュニケーションには、「おはよう」といった言語的コミュニケーションと、手をあげるといった非言語コミュニケーションに大別されることが分かっています。

しかし、人と機械がコミュニケーションする場合はどうなのでしょうか？

一般に、人と機械とで言語的コミュニケーションを図る技術は自然言語処理と呼ばれており、研究分野として確立されています。一方で人と機械とで非言語コミュニケーションを図る技術はいまだに研究分野として確立されていません。

そこでそのような研究分野を自然非言語処理と勝手に作りました。感覚や運動のメカニズムをはじめとして、それらを応用した実装についても述べて行きます。お楽しみいただければ幸いです。

更新履歴

2019/01/02: 16日目の心の理論の内容を作成し、最終日の認知アーキテクチャの図を追加した
2017/12/25: とにかく完成させた

キーワード

非言語コミュニケーション、ヒューマン・コンピュータ・インターフェイス(ユーザインタフェース、NUI、BMI)、インタラクション(マルチモーダル、クロスモーダル)、ロボット、認知科学、神経科学、パターン認識（ルールベース、ディープラーニング）、機械学習（マルチアームバンディッド、強化学習）、哲学（記号論、プラグマティズム）

著者が想定している読者層

機械とコミュニケーションをとってみたい情報系専門学生、大学学部生、大学院生、およびそれらの卒業生

Sunday	Monday	Tuesday	Wednesday	Thursday	Friday	Saturday
26	27	28	29	30	@alfredplpl 自然非言語処理第1日目: はじめに Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第2日目: 言語と非言語、記号とは Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@alfredplpl 自然非言語処理第3日目: 視覚による非言語処理 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第4日目：触覚を用いた非言語処理 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第5日目：体性感覚による非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第6日目：コミュニケーションにおける知覚とは Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第7日目：生体信号を用いた非言語処理 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第８日目：脳活動による非言語処理 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第９日目：コミュニケーションにおける感情とは Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@alfredplpl 自然非言語処理第１０日目：聴覚による非言語処理 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１１日目：運動を用いた非言語処理(知覚・認知編) Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１２日目：運動を用いた非言語処理(行動編) Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１３日目：物理的な刺激を記号に結びつける技術 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１４日目：表情を手がかりとしたお笑いの自律的学習（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１５日目：障がい者のための非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１６日目：非言語処理による「心の理論」の一部実装（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@alfredplpl 自然非言語処理第１７日目：人間のモデル化 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１８日目：環境から自律的に機械が学ぶ強化学習 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１９日目：空間による非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第２０日目：コミュニケーションにおける思考とは Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第２１日目：マルチモーダルな非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第２２日目：クロスモーダルな非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第２３日目：エージェントモデルを仮定した人と機械のコミュニケーションの本質とは Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@alfredplpl 自然非言語処理第２４日目：意識そのものの非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第２５日目：自然非言語処理のまとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	26	27	28	29	30

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自然非言語処理第1日目: はじめに
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自然非言語処理第2日目: 言語と非言語、記号とは
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自然非言語処理第3日目: 視覚による非言語処理
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自然非言語処理第4日目：触覚を用いた非言語処理
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自然非言語処理第5日目：体性感覚による非言語処理（応用編）
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自然非言語処理第6日目：コミュニケーションにおける知覚とは
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自然非言語処理第7日目：生体信号を用いた非言語処理
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自然非言語処理第８日目：脳活動による非言語処理
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自然非言語処理第９日目：コミュニケーションにおける感情とは
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自然非言語処理第１０日目：聴覚による非言語処理
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自然非言語処理第１１日目：運動を用いた非言語処理(知覚・認知編)
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自然非言語処理第１２日目：運動を用いた非言語処理(行動編)
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自然非言語処理第１３日目：物理的な刺激を記号に結びつける技術
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自然非言語処理第１４日目：表情を手がかりとしたお笑いの自律的学習（応用編）
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自然非言語処理第１５日目：障がい者のための非言語処理（応用編）
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自然非言語処理第１６日目：非言語処理による「心の理論」の一部実装（応用編）
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自然非言語処理第１７日目：人間のモデル化
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自然非言語処理第１８日目：環境から自律的に機械が学ぶ強化学習
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自然非言語処理第１９日目：空間による非言語処理（応用編）
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自然非言語処理第２０日目：コミュニケーションにおける思考とは
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自然非言語処理第２１日目：マルチモーダルな非言語処理（応用編）
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自然非言語処理第２２日目：クロスモーダルな非言語処理（応用編）
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自然非言語処理第２３日目：エージェントモデルを仮定した人と機械のコミュニケーションの本質とは
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自然非言語処理第２４日目：意識そのものの非言語処理（応用編）
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自然非言語処理第２５日目：自然非言語処理のまとめ
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26	27	28	29	30	@alfredplpl 自然非言語処理第1日目: はじめに Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第2日目: 言語と非言語、記号とは Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@alfredplpl 自然非言語処理第3日目: 視覚による非言語処理 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第4日目：触覚を用いた非言語処理 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第5日目：体性感覚による非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第6日目：コミュニケーションにおける知覚とは Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第7日目：生体信号を用いた非言語処理 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第８日目：脳活動による非言語処理 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第９日目：コミュニケーションにおける感情とは Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@alfredplpl 自然非言語処理第１０日目：聴覚による非言語処理 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１１日目：運動を用いた非言語処理(知覚・認知編) Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１２日目：運動を用いた非言語処理(行動編) Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１３日目：物理的な刺激を記号に結びつける技術 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１４日目：表情を手がかりとしたお笑いの自律的学習（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１５日目：障がい者のための非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１６日目：非言語処理による「心の理論」の一部実装（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@alfredplpl 自然非言語処理第１７日目：人間のモデル化 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１８日目：環境から自律的に機械が学ぶ強化学習 Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第１９日目：空間による非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第２０日目：コミュニケーションにおける思考とは Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第２１日目：マルチモーダルな非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第２２日目：クロスモーダルな非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第２３日目：エージェントモデルを仮定した人と機械のコミュニケーションの本質とは Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use
@alfredplpl 自然非言語処理第２４日目：意識そのものの非言語処理（応用編） Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	@alfredplpl 自然非言語処理第２５日目：自然非言語処理のまとめ Overwrite Title URL You can post either your article on Qiita or your blog post. About reserved posting If you register a secret article by the day before the same day, it will be automatically published around 7:00 on the same day. About posting period Only articles submitted after November 1 of the year can be registered. (Secret articles can be registered anytime articles are posted.) When you participate, we will assume that you have agreed to the terms of use	26	27	28	29	30

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自然非言語処理第1日目: はじめに
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自然非言語処理第2日目: 言語と非言語、記号とは
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自然非言語処理第3日目: 視覚による非言語処理
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自然非言語処理第4日目：触覚を用いた非言語処理
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自然非言語処理第5日目：体性感覚による非言語処理（応用編）
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自然非言語処理第6日目：コミュニケーションにおける知覚とは
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自然非言語処理第7日目：生体信号を用いた非言語処理
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自然非言語処理第８日目：脳活動による非言語処理
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自然非言語処理第９日目：コミュニケーションにおける感情とは
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自然非言語処理第１０日目：聴覚による非言語処理
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自然非言語処理第１１日目：運動を用いた非言語処理(知覚・認知編)
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自然非言語処理第１２日目：運動を用いた非言語処理(行動編)
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自然非言語処理第１３日目：物理的な刺激を記号に結びつける技術
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自然非言語処理第１４日目：表情を手がかりとしたお笑いの自律的学習（応用編）
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自然非言語処理第１５日目：障がい者のための非言語処理（応用編）
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自然非言語処理第１６日目：非言語処理による「心の理論」の一部実装（応用編）
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自然非言語処理第１７日目：人間のモデル化
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自然非言語処理第１８日目：環境から自律的に機械が学ぶ強化学習
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自然非言語処理第１９日目：空間による非言語処理（応用編）
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自然非言語処理第２０日目：コミュニケーションにおける思考とは
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自然非言語処理第２１日目：マルチモーダルな非言語処理（応用編）
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自然非言語処理第２２日目：クロスモーダルな非言語処理（応用編）
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自然非言語処理第２３日目：エージェントモデルを仮定した人と機械のコミュニケーションの本質とは
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自然非言語処理第２４日目：意識そのものの非言語処理（応用編）
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自然非言語処理第２５日目：自然非言語処理のまとめ
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