Topic Modeling, Topic Noise Modeling, Unsupervised Learning, Twitter Data, Text Data.
Topic-noise models were invented to generate more coherent, interpretable topics than traditional topic models when using text from noisy domains like social media. Topic-Noise Discriminator (TND) [Churchill and Singh, 2021 (2)] is the original topic-noise model. TND jointly approximates the topic