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Evolving user-specific emotion recognition model via incremental genetic programming
https://doi.org/10.14988/di.2017.0000016947
https://doi.org/10.14988/di.2017.00000169475abf8f65-dd37-4b76-8114-82e5a088b73c
名前 / ファイル | ライセンス | アクション |
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要旨/abstaract (238.8 kB)
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zk840.pdf (2.3 MB)
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Item type | 学位論文 / Thesis or Dissertation(1) | |||||
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公開日 | 2017-04-27 | |||||
タイトル | ||||||
言語 | en | |||||
タイトル | Evolving user-specific emotion recognition model via incremental genetic programming | |||||
言語 | ||||||
言語 | eng | |||||
キーワード | ||||||
主題 | 感情コンピューティング, 感情認識, 適応, 遺伝的プログラミング, ユーザ特定型 Affective Computing, Emotion Recognition, Adaptation, Genetic Programming, User-specific |
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資源タイプ | ||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_db06 | |||||
資源タイプ | doctoral thesis | |||||
ID登録 | ||||||
ID登録 | 10.14988/di.2017.0000016947 | |||||
ID登録タイプ | JaLC | |||||
アクセス権 | ||||||
アクセス権 | open access | |||||
アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||
その他(別言語等)のタイトル | ||||||
その他のタイトル | 漸進型遺伝的プログラミングによるユーザ特定型の感情認識モデルの進化に関する研究 | |||||
言語 | ja | |||||
その他(別言語等)のタイトル | ||||||
その他のタイトル | ゼンシンガタ イデンテキ プログラミング ニヨル ユーザ トクテイガタ ノ カンジョウ ニンシキ モデル ノ シンカ ニカンスル ケンキュウ | |||||
言語 | ja-Kana | |||||
著者 |
Yusuf, Rahadian
× Yusuf, Rahadian |
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著者所属 | ||||||
ja | ||||||
理工学研究科 | ||||||
著者所属(英) | ||||||
en | ||||||
Graduate School of Science and Engineering | ||||||
抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | 本論文では,漸進型遺伝的プログラミングを用いて特定ユーザを対象にした感情認識モデルを進化的に実現する方法論について提案した.特徴量の木構造で解を表現する遺伝的プログラミングを用い,時間情報も含め顔表情データを取得できる汎用センサの情報を基にユーザ適応型の感情認識モデルを進化させた.同時に遺伝的プログラミングの非決定性,汎化性の欠如,過適応に対処するため,進化を漸進的に展開する機構を組み込んだ漸進型遺伝的プログラミング法を開発した. | |||||
言語 | ja | |||||
抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | This research proposes a model to tackle challenges common in Emotion Recognition based on facial expression. First, we use pervasive sensor and environment, enabling natural expressions of user, as opposed to unnatural expressions on a large dataset. Second, the model analyzes relevant temporal information, unlike many other researches. Third, we employ user-specific approach and adaptation to user. We also show that our evolved model by genetic programming can be analyzed on how it really works and not a black-box model. | |||||
言語 | en | |||||
書誌レコードID | ||||||
識別子タイプ | NCID | |||||
関連識別子 | BB25871946 | |||||
関連サイト | ||||||
関連タイプ | isFormatOf | |||||
識別子タイプ | URI | |||||
関連識別子 | https://doors.doshisha.ac.jp/opac/opac_link/bibid/BB13044976/?lang=0 | |||||
言語 | ja | |||||
関連名称 | 掲載刊行物所蔵情報へのリンク / Link to Contents | |||||
フォーマット | ||||||
内容記述タイプ | Other | |||||
内容記述 | application/pdf | |||||
出版タイプ | ||||||
出版タイプ | VoR | |||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||
学位名 | ||||||
言語 | ja | |||||
学位名 | 博士(工学) | |||||
学位名(英) | ||||||
言語 | en | |||||
学位名 | Doctor of Philosophy in Engineering | |||||
学位授与機関 | ||||||
学位授与機関識別子Scheme | kakenhi | |||||
学位授与機関識別子 | 34310 | |||||
言語 | ja | |||||
学位授与機関名 | 同志社大学 | |||||
言語 | en | |||||
学位授与機関名 | Doshisha University | |||||
学位授与年月日 | ||||||
学位授与年月日 | 2017-03-22 | |||||
学位授与番号 | ||||||
学位授与番号 | 甲第840号 |