Evaluation of unsupervised semantic mapping of natural language with Leximancer concept mapping

By Andrew E. Smith, M. Humphreys. Behavior Research Methods, 2006

1,183 citations recorded by the source corpus.

View Paper: https://www.semanticscholar.org/paper/5a05c543d533b9e7dfd7dd10ca59c2f6147b2900

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In Artificial Intelligence

Citations in the corpus

Is Corporate Responsibility Converging? A Comparison of Corporate Responsibility Reporting in the USA, UK, Australia, and Germany (2009, methodology): “content analysis software package called 'Leximancer' (Smith and Humphreys, 2006).”
The contribution of neuroscience to consumer research: A conceptual framework and empirical review (2013, methodology): “This was evaluated as a valid and reliable con- tent analysis method (Smith & Humphreys, 2006).”
Microfinance and the business of poverty reduction: Critical perspectives from rural Bangladesh (2017, background): “Concept mapping does not merely use keywords but represents the data in visual forms by focusing on clusters of related terms and their relationships (Smith and Humphreys, 2006).”
Mapping a 40-Year History With Leximancer: Themes and Concepts in the Journal of Cross-Cultural Psychology (2010, background): “3.1) employs proximity values for text mining and artificial learning (Smith & Humphreys, 2006) to automatically identify and map themes and concepts in textual data.”
Using industrial ecology and strategic management concepts to pursue the Sustainable Development Goals (2018, background): “The study was not intended to explore speci ﬁ c examples of how IE principles had resulted in quanti ﬁ able competitive advantage, but identi ﬁ ed the conceptual crossovers between IE and strategic management, and how these are relevant to the potential achievement of SDGs by ﬁ rms. Leximancer softw”
Representing word meaning and order information in a composite holographic lexicon. (2007, methodology): “Stop lists of this sort are commonly used in corpus-based models of semantics (e.g., A. E. Smith & Humphreys, 2006; Steyvers & Griffiths, in press; etc.).”
A comparative automated content analysis approach on the review of the sharing economy discourse in tourism and hospitality (2019, methodology): “Concepts being mapped closely to each other means a strong semantic relationship (Campbell, Pitt, Parent, & Berthon, 2011; Smith & Humphreys, 2006).”
Consumer perceived brand innovativeness (2015, methodology): “The technique has been found to provide valid and reliable concept mapping results (Smith and Humphreys, 2006).”
The Architecture of Dynamic Capability Research Identifying the Building Blocks of a Configurational Approach (2016, neutral): “The idea is that a word is defined by the context within which it occurs (Courtial, 1989; Smith & Humphreys, 2006) and words that co-occur reflect categories (i.e., concepts) with specific meaning (Leydesdorff & Hellsten, 2006; Osgood et al., 1957).”
Sharing economy: A review and agenda for future research (2016, background): “…through Leximancer suggested by Randhawa et al. (2016), it analyses this literature in a holistic, objective and systematic manner that reduces the traditional literature review approaches’ subjectivity bias (Collins and Fauser, 2005; Petticrew and Roberts, 2006; Smith and Humphreys, 2006).”
Choosing a qualitative data analysis tool: a comparison of NVivo and Leximancer (2014, methodology): “It is a software tool designed for analysing text data and uses statistics-based algorithms to automatically analyse text and visually displays the selected information in the form of concept maps, network clouds and concept thesauruses (Smith and Humphreys 2006).”
Blue carbon: : Knowledge gaps, critical issues, and novel approaches (2014, methodology): “Concepts are indexed and weighted; using co-occurrence matrices and clustering algorithms sourced from computational linguistics a thematic viewof relationships between concepts is derived and mapped in two dimensions (Crofts and Bisman, 2010; Smith and Humphreys, 2006).”