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Dive into the research topics where Masahiro Motobayashi is active.

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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

Semi-supervised Clustering Framework Based on Active Learning for Real Data

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

Sensor network management system

Yusuke Mishina; Toshio Okochi; Akiko Sato; Masahiro Motobayashi


Archive | 2006

Access control server, a user terminal, and an information access control, method

Akiko Sato; Yusuke Mishina; Masahiro Motobayashi


Archive | 2009

METHOD AND SYSTEM FOR GENERATING HISTORY OF BEHAVIOR

Hiroyuki Kuriyama; Takahiko Shintani; Masahiro Motobayashi


Archive | 2009

Action prediction method and action prediction system

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

Behavior recording input support system, behavior input support method, and server

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

Method for protection of sensor node's data, a systems for secure transportation of a sensor node and a sensor node that achieves these

Masahiro Motobayashi; Akiko Sato; Toshio Okochi


Archive | 2006

Computer system and base transceiver stations

Yusuke Mishina; Akiko Sato; Masahiro Motobayashi


Archive | 2011

Data extraction system for data analysis, method, and program

Yuya Komatsu; 裕也 小松; Masahiro Motobayashi; 正裕 本林; Toyohisa Morita; 豊久 森田


Archive | 2009

Computer system, information collection support device, and method for supporting information collection

Masahiro Motobayashi; Toshio Okochi; Michiko Sakai; Maki Hayashi; Akio Azuma

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