### 抜粋

Construction methods for multi-valued classification (multi-class) systems using binary classifiers are discussed and evaluated by a trade-off model for system evaluation based on rate-distortion theory. Suppose the multi-class systems consisted of M(≥3) categories and N(≥M-1) binary classifiers, then they can be represented by a matrix W, where the matrix W is given by a table of M code words with length N, called a code word table. For a document classification task, the relationship between the probability of classification error P_{e} and the number of binary classifiers N for given M is investigated, and we show that our constructed systems satisfy desirable properties such as “Flexible”, and “Elastic”. In particular, modified Reed Muller codes perform well: they are shown to be “Effective elastic”. As a second application we consider a hand-written character recognition task, and we show that the desirable properties are also satisfied.

元の言語 | English |
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ホスト出版物のタイトル | Trends and Advances in Information Systems and Technologies |

出版者 | Springer-Verlag |

ページ | 909-919 |

ページ数 | 11 |

ISBN（印刷物） | 9783319777115 |

DOI | |

出版物ステータス | Published - 2018 1 1 |

イベント | 6th World Conference on Information Systems and Technologies, WorldCIST 2018 - Naples, Italy 継続期間: 2018 3 27 → 2018 3 29 |

### 出版物シリーズ

名前 | Advances in Intelligent Systems and Computing |
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巻 | 746 |

ISSN（印刷物） | 2194-5357 |

### Other

Other | 6th World Conference on Information Systems and Technologies, WorldCIST 2018 |
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国 | Italy |

市 | Naples |

期間 | 18/3/27 → 18/3/29 |

### ASJC Scopus subject areas

- Control and Systems Engineering
- Computer Science(all)

## フィンガープリント System evaluation of construction methods for multi-class problems using binary classifiers' の研究トピックを掘り下げます。これらはともに一意のフィンガープリントを構成します。

## これを引用

*Trends and Advances in Information Systems and Technologies*(pp. 909-919). (Advances in Intelligent Systems and Computing; 巻数 746). Springer-Verlag. https://doi.org/10.1007/978-3-319-77712-2_86