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The search for solid ground in text as data: A systematic review of validation practices and practical recommendations for validation
Communication research frequently applies computational text analysis methods (CTAM) to
detect and measure social science constructs. However, the validity of these measures can …
detect and measure social science constructs. However, the validity of these measures can …
Text‐based sentiment analysis in finance: Synthesising the existing literature and exploring future directions
Summary Advances in Deep Learning have drastically improved the abilities of Natural
Language Processing (NLP) research, creating new state‐of‐the‐art benchmarks. Two …
Language Processing (NLP) research, creating new state‐of‐the‐art benchmarks. Two …
[کتاب][B] Computational analysis of communication
W Van Atteveldt, D Trilling, CA Calderon - 2022 - books.google.com
Provides clear guidance on leveraging computational techniques to answer social science
questions In disciplines such as political science, sociology, psychology, and media studies …
questions In disciplines such as political science, sociology, psychology, and media studies …
Validating daily social media macroscopes of emotions
Measuring sentiment in social media text has become an important practice in studying
emotions at the macroscopic level. However, this approach can suffer from methodological …
emotions at the macroscopic level. However, this approach can suffer from methodological …
Beyond counting words: Assessing performance of dictionaries, supervised machine learning, and embeddings in topic and frame classification
Topics and frames are at the heart of various theories in communication science and other
social sciences, making their measurement of key interest to many scholars. The current …
social sciences, making their measurement of key interest to many scholars. The current …
RPC-Lex: A dictionary to measure German right-wing populist conspiracy discourse online
We describe a novel computational dictionary for the study of right-wing populist conspiracy
discourse (RPC) on the internet, specifically in the context of contemporary German politics …
discourse (RPC) on the internet, specifically in the context of contemporary German politics …
Enhancing theory-informed dictionary approaches with “glass-box” machine learning: The case of integrative complexity in social media comments
Dictionary-based approaches to computational text analysis have been shown to perform
relatively poorly, particularly when the dictionaries rely on simple bags of words, are not …
relatively poorly, particularly when the dictionaries rely on simple bags of words, are not …
Measuring the diffusion of conspiracy theories in digital information ecologies
Digital platforms and media are fertile breeding grounds for disinformation and
conspirational views. They provide a variety of communication venues for a mixed set of …
conspirational views. They provide a variety of communication venues for a mixed set of …
If you have choices, why not choose (and share) all of them? A multiverse approach to understanding news engagement on social media
Social sciences are facing a crisis of replicability, and concerns about the confidence in
quantitative findings have resulted in an increasing interest in open science practices across …
quantitative findings have resulted in an increasing interest in open science practices across …
[PDF][PDF] oolong: An R package for validating automated content analysis tools
While the validation of statistical properties of topics models is well established, the
substantive meaning of categories uncovered is often less clear and their interpretation …
substantive meaning of categories uncovered is often less clear and their interpretation …