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Information Systems and e-Business Management
Erschienen in: Information Systems and e-Business Management 3/2014

01.08.2014 | Original Article

On developing indicators with text analytics: exploring concept vectors applied to English and Chinese texts

verfasst von: Steven O. Kimbrough, Christine Chou, Yi-Ting Chen, Hilary Lin

Erschienen in: Information Systems and e-Business Management | Ausgabe 3/2014

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Abstract

This paper investigates how high-quality, vocabulary-based classifiers, useful for competitive intelligence, can be found for relatively small corpora of publicly available documents. Two corpora of recent annual reports are examined and compared, one in English and one in Chinese. The paper tests whether vocabularies can predict whether firms are relatively innovative or not, examining vocabularies of both content words and function words. We find that indeed the tested vocabularies do produce effective indicators or classifiers and, surprisingly, that function words are especially effective. The paper also provides extensive conceptual and theoretical background to frame the investigation in the context of an EMCUT problematic, that of mapping entities to classification schemes using information derived from text.
Vorheriger Artikel Technology as an operant resource in service (eco)systems
Nächster Artikel Performance of online reputation mechanisms under the influence of different types of biases

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Fußnoten
1
We are aware of the distinction that is made in parts of the relevant literature between assignment and matching, where matching is assignment when the entities on all sides are players in a game. Such, for example, is the case in the two-sided matching problem (Gale and Shapley 1962). We note, however, that although we might substitute assignment for matching in the name of our problem, the resulting acronym is less felicitous, there is little risk of confusion in keeping the present name, and indeed there will often be an element of strategic interaction in the composition of the relevant texts.
 
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Metadaten
Titel
On developing indicators with text analytics: exploring concept vectors applied to English and Chinese texts
verfasst von
Steven O. Kimbrough
Christine Chou
Yi-Ting Chen
Hilary Lin
Publikationsdatum
01.08.2014
Verlag
Springer Berlin Heidelberg
Erschienen in
Information Systems and e-Business Management / Ausgabe 3/2014
Print ISSN: 1617-9846
Elektronische ISSN: 1617-9854
DOI
https://doi.org/10.1007/s10257-013-0228-x

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