Sentiment and position-taking analysis of parliamentary debates: a systematic literature review

G Abercrombie, R Batista-Navarro - Journal of Computational Social …, 2020 - Springer
Parliamentary and legislative debate transcripts provide access to information concerning
the opinions, positions, and policy preferences of elected politicians. They attract attention …

[CITATION][C] Polarization: What Everyone Needs to Know

N McCarty - 2019 - books.google.com
The 2016 election of Donald J. Trump invoked a time for reflection about the state of
American politics and its deep ideological, cultural, racial, regional, and economic divisions …

The search for solid ground in text as data: A systematic review of validation practices and practical recommendations for validation

L Birkenmaier, CM Lechner… - … methods and measures, 2024 - Taylor & Francis
Communication research frequently applies computational text analysis methods (CTAM) to
detect and measure social science constructs. However, the validity of these measures can …

The role of hyperparameters in machine learning models and how to tune them

C Arnold, L Biedebach, A Küpfer… - … Science Research and …, 2024 - cambridge.org
Hyperparameters critically influence how well machine learning models perform on unseen,
out-of-sample data. Systematically comparing the performance of different hyperparameter …

Word embeddings for the analysis of ideological placement in parliamentary corpora

L Rheault, C Cochrane - Political Analysis, 2020 - cambridge.org
Word embeddings, the coefficients from neural network models predicting the use of words
in context, have now become inescapable in applications involving natural language …

Computational approaches to develo** the implicit media bias dataset: Assessing political orientations of nonpolitical news articles

S Lee, J Kim, D Kim, KJ Kim, E Park - Applied Mathematics and …, 2023 - Elsevier
Research on media bias has been primarily conducted a number of times of news outlets
referred on political news articles, but nonpolitical articles can still convey media bias that …

Text-based ideal points

K Vafa, S Naidu, DM Blei - arxiv preprint arxiv:2005.04232, 2020 - arxiv.org
Ideal point models analyze lawmakers' votes to quantify their political positions, or ideal
points. But votes are not the only way to express a political position. Lawmakers also give …

Strategic issue emphasis in parties' election campaign statements

M Baumann, M Debus, M Gross - Party Politics, 2021 - journals.sagepub.com
Parties should develop a consistent issue profile during an electoral campaign. Yet,
manifestos, which form the baseline for a party's programmatic goals in the upcoming …

Moral rhetoric in discrete choice models: a Natural Language Processing approach

T Szép, S van Cranenburgh, C Chorus - Quality & Quantity, 2024 - Springer
This paper proposes a new method to combine choice-and text data to infer moral
motivations from people's actions. To do this, we rely on moral rhetoric, in other words …

Ends against the middle: Measuring latent traits when opposites respond the same way for antithetical reasons

JB Duck-Mayr, J Montgomery - Political Analysis, 2023 - cambridge.org
Standard methods for measuring latent traits from categorical data assume that response
functions are monotonic. This assumption is violated when individuals from both extremes …