User Fatigue Reduction by an Absolute Rating Data-trained Predictor in IEC - 九大コレクション | 九州大学附属図書館

＜会議発表論文＞
User Fatigue Reduction by an Absolute Rating Data-trained Predictor in IEC

作成者	作成者名 Wang, Shangfei 王, 上飛作成者別名 Wang, Xufa 所属機関所属機関名 Department of Computer Science, University of Science and Technology of China 中国科学技術大学
作成者	著者識別子 K002333 0000-0002-1431-9472 作成者名 Takagi, Hideyuki 髙木, 英行タカギ, ヒデユキ所属機関所属機関名 Faculty of Design, Kyushu University 九州大学大学院芸術工学研究院
本文言語	英語
出版者	IEEE
発行日	2006-07-16
収録物名	IEEE Congress on Evolutionary Computation (CEC)
巻	2006
開始ページ	7959
終了ページ	7964
出版タイプ	Accepted Manuscript
アクセス権	open access
関連DOI	https://doi.org/10.1109/CEC.2006.1688578
関連URI	https://doi.org/10.1109/CEC.2006.1688578
関連情報	https://doi.org/10.1109/CEC.2006.1688578
概要	Predicting IEC users' evaluation characteristics is one way of reducing users’ fatigue. However, users’ relative evaluation appears as noise to the algorithm which learns and predicts the users' evalu...ation characteristics. This paper introduces the idea of absolute scale to improve the performance of predicting users' subjective evaluation characteristics in IEC, and thus it will accelerate EC convergence and reduce users' fatigue. We first evaluate the effectiveness of the proposed method using seven benchmark functions instead of a human user. The experimental results show that the convergence speed of an IEC using the proposed absolute rating datatrained predictor is much faster than that of an IEC using a conventional predictor training with relative rating data. Next, the proposed algorithm is used in an individual emotion fashion image retrieval system. Experimental results of sign tests demonstrate that the proposed algorithm can alleviate user fatigue and has a good performance in individual emotional image retrieval.続きを見る
目次	Ⅰ.INTRODUCTION Ⅱ.IEC WITH ABSOLUTE RATING DATA-TRAINED PREDICTOR Ⅲ.SIMULATION EXPERIMENTS Ⅳ.SUBJECTIVE EXPERIMENTS ON EMOTION IMAGE RETRIEVAL Ⅴ.CONCLUSION

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詳細

レコードID	1808898
査読有無	査読無
ISSN	1089-778X
ISBN	0-7803-9487-9
DOI	10.1109/CEC.2006.1688578
注記	2006 IEEE Congress on Evolutionary Computation (CEC) : 16 Jul - 21 Jul 2006 : Sheraton Vancouver Wall Center Vancouver, BC, Canada
登録日	2017.06.14
更新日	2021.10.06