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Stylometric analysis for case linkage of Japanese communications from criminals: Distinguishing originals from copycats

机译:日语通信与罪犯之间的案件关联的文体分析:区分原著与模仿者

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The effectiveness of stylometric analysis of Japanese communications from criminals for linking crimes through text mining was investigated. Forty letters of threats and blackmails in the 'Glico-Morinaga' case were analyzed as originals. These original letters were compared with four copycat letters in which the suspect in the 'Kuroko's Basketball' (KB) case imitated the writings in the 'Glico-Morinaga' (GM) case. We focused on four stylometric features in the writings: (a) bigram of characters, (b) bigram of parts-of-speech, (c) unigram of vocabularies, and (d) frequency of use of Kanji, Hiragana, and Katakana. We analyzed these stylometric features using correspondence analysis and hierarchical cluster analysis. The results showed that all the 'KB' texts gathered in the same crowd or cluster, which was separate from those including the 'GM' texts. Moreover, the 'GM' texts were not consistently distant from each other. This study suggested that stylometric analysis could distinguish between original and copycat communications, and appropriately link crimes on the basis of written information.
机译:调查了犯罪分子对日语交流进行文法分析对通过文本挖掘将犯罪联系起来的有效性。在“格里科·莫里纳加”案中,四十封威胁和勒索信被分析为原件。将这些原始信件与四封仿冒信件进行了比较,在这四封仿冒信件中,“黑子的篮球”(KB)案的犯罪嫌疑人模仿了“格里科-莫里纳加”(GM)案的文字。我们着重研究了著作中的四个文体特征:(a)字符的双字母组,(b)词性的双字母组,(c)词汇的单字组,以及(d)汉字,平假名和片假名的使用频率。我们使用对应分析和层次聚类分析来分析这些样式特征。结果表明,所有“ KB”文本都聚集在同一人群或人群中,这与包括“ GM”文本的文本或人群分开。此外,“ GM”文本并非始终彼此远离。这项研究表明,风格分析可以区分原始通信和模仿通信,并根据书面信息适当地将犯罪联系起来。

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