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What is Information Extraction (IE)

5G, Artificial Intelligence, and Next Generation Internet of Things: Digital Innovation for Green and Sustainable Economies
IE is the process of identifying and extracting content from documents written in natural language and is based on analytically generated or predefined knowledge patterns
Published in Chapter:
Machine Learning-Enhanced Text Mining as a Support Tool for Research on Climate Change: Theoretical and Technical Considerations
Nikodem Rybak (The University of Queensland, Australia) and Maureen Hassall (The University of Queensland, Australia)
DOI: 10.4018/978-1-6684-8634-4.ch004
Abstract
In this chapter, the authors explore the theoretical and practical aspects of using text mining approaches supported by machine learning for the automatic interpretation of bulk literature on a contemporary issue—that of climate change risk analysis. The strengths, weaknesses, and opportunities associated with these approaches are investigated. Text mining provides a way to automate and enhance the analysis of text data. However, contrary to popular belief, text mining analysis is not a completely automated process. As with computer-assisted (or -aided) qualitative data analysis software (CAQDAS), it is an iterative method requiring input from a researcher with expert knowledge and a deliberate approach to the analysis. Given the heterogeneity that generally characterizes climate disclosures, the authors postulate that hybrid methodologies are ideal for analysing textual data related to climate change discourse. The authors also demonstrate that text mining is an open and evolving field, in the sense that it can be combined with other approaches to shed new light on the climate discourse.
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Teaching Machines to Find Names
A process of selecting information from a dataset or text based on certain specifications using templates, and it is often delivered in the form of fragments of documents.
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CRISS: A Collaborative Route Information Sharing System for Visually Impaired Travelers
A technology for extracting structured information from unstructured and natural language text.
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Domain-Specific Search Engines for Investigating Human Trafficking and Other Illicit Activities
Information extraction (IE) is an algorithmic technique that generally accepts as input either text or raw HTML as input, and outputs a set of ontologically typed instances. For illicit domains, the investigative schema serves as the ontology. Supervised machine learning and deep learning IE methods have emerged as state-of-the-art in recent times.
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