Masahiro Motobayashi
Hitachi
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Publication
Featured researches published by Masahiro Motobayashi.
Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR) | 2018
Ryosuke Odate; Hiroshi Shinjo; Yasufumi Suzuki; Masahiro Motobayashi
In this paper, we propose a real data clustering method based on active learning. Clustering methods are difficult to apply to real data for two reasons. First, real data may include outliers that adversely affect clustering. Second, the clustering parameters such as the number of clusters cannot be made constant because the number of classes of real data may increase as time goes by. To solve the first problem, we focus on labeling outliers. Therefore, we develop a stream-based active learning framework for clustering. The active learning framework enables us to label the outliers intensively. To solve the second problem, we also develop an algorithm to automatically set clustering parameters. This algorithm can automatically set the clustering parameters with some labeled samples. The experimental results show that our method can deal with the problems mentioned above better than the conventional clustering methods.
Archive | 2006
Yusuke Mishina; Toshio Okochi; Akiko Sato; Masahiro Motobayashi
Archive | 2006
Akiko Sato; Yusuke Mishina; Masahiro Motobayashi
Archive | 2009
Hiroyuki Kuriyama; Takahiko Shintani; Masahiro Motobayashi
Archive | 2009
Hiroyuki Kuriyama; Masahiro Motobayashi; Takahiko Shintani; Takashi Suzuki; 隆彦 新谷; 正裕 本林; 裕之 栗山; 敬 鈴木
Archive | 2008
Kiyoshi Aiki; Hiroyuki Kuriyama; Masahiro Motobayashi; Takahiko Shintani; Takeshi Tanaka; 清 愛木; 隆彦 新谷; 正裕 本林; 裕之 栗山; 毅 田中
Archive | 2007
Masahiro Motobayashi; Akiko Sato; Toshio Okochi
Archive | 2006
Yusuke Mishina; Akiko Sato; Masahiro Motobayashi
Archive | 2011
Yuya Komatsu; 裕也 小松; Masahiro Motobayashi; 正裕 本林; Toyohisa Morita; 豊久 森田
Archive | 2009
Masahiro Motobayashi; Toshio Okochi; Michiko Sakai; Maki Hayashi; Akio Azuma