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arXiv 1306.6842cs.CV

New Mathematical and Algorithmic Schemes for Pattern Classification with Application to the Identification of Writers of Important Ancient Documents

National Technical University of Athens(雅典国家技术大学);Technical Institute of Chalkida(哈尔基达技术学院);Ionian University(爱奥尼亚大学);Furman University(弗曼大学)

Dimitris Arabadjis, Fotios Giannopoulos, Constantin Papaodysseus, Solomon Zannos, Panayiotis Rousopoulos, Michail Panagopoulos, Christopher Blackwell

英文摘要:

In this paper, a novel approach is introduced for classifying curves into proper families, according to their similarity. First, a mathematical quantity we call plane curvature is introduced and a number of propositions are stated and proved. Proper similarity measures of two curves are introduced and a subsequent statistical analysis is applied. First, the efficiency of the curve fitting process has been tested on 2 shapes datasets of reference. Next, the methodology has been applied to the very important problem of classifying 23 Byzantine codices and 46 Ancient inscriptions to their writers, thus achieving correct dating of their content. The inscriptions have been attributed to ten individual hands and the Byzantine codices to four writers.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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