research product . Other ORP type . 2018

Slicing and Dicing a Newspaper Corpus for Historical Ecology Research

van Erp, Marieke; de Does, Jesse; Depuydt, Katrien; Lenders, Rob; van Goethem, Thomas;
Open Access English
  • Published: 01 Jan 2018
  • Publisher: Springer Verlag GmbH
Abstract
Historical newspapers are a novel source of information for historical ecologists to study the interactions between humans and animals through time and space. Newspaper archives are particularly interesting to analyse because of their breadth and depth. However, the size and the occasional noisiness of such archives also brings difficulties, as manual analysis is impossible. In this paper, we present experiments and results on automatic query expansion and categorisation for the perception of animal species between 1800 and 1940. For query expansion and to the manual annotation process, we used lexicons. For the categorisation we trained a Support Vector Machine model. Our results indicate that we can distinguish newspaper articles that are about animal species from those that are not with an F 1 of 0.92 and the subcategorisation of the different types of newspapers on animals up to 0.84 F 1 .
Subjects
free text keywords: Natural language processing, Digital libraries, Historical ecology, digital humanities, lexicology
Communities
  • Digital Humanities and Cultural Heritage
Download from
Open Access
NARCIS
Other ORP type . 2018
Providers: NARCIS
Any information missing or wrong?Report an Issue