LDA (Latent Dirichlet Allocation) technique is used in this work for generating topics from each document cluster.
Groups work for specific topics or established sets of people, but aren't flexible enough and notify the members of their inclusion.
As it states there, 'The procedures demonstrated in these guidelines were developed by undertaking an appraisal of safe systems of work for each topic, consulting with workers who regularly undertake these tasks and refining these processes for demonstration'.
This could work for any topic really.
Meaningful reduction of dimensions is a key strategy for future work – for example, the topics resulting from topic modeling could be used as input dimensions for SOM training.
They range from Safe-For-Work topics like Pokémon and Paranormal to decidedly adult stuff like "Sexy Beautiful Women" and "Hentai/Alternative" (I'm not linking to it, and you've been warned).
In this section, we discuss relevant prior work for our main topics of research, which are: (1) modeling real-world events using the Web and/or social media, with spatio-temporal context information, (2) quantitative historical event analysis, and (3) visualization of news and events within their geographical and temporal scope.
The recommendations focus on air pollution but could be adjusted to work for many other topics, such as water pollution, food contamination, or exposure biomarkers.
Ravishankar Shukla University, Raipur and Department of Microbiology and Bioinformatics, Bilaspur University, Bilaspur for supporting the work for which the topic was reviewed.
But Tinker does this and more by doing most of the work for users-by categorizing topics and events, dividing Twitter users by the topics they Tweet about, and letting anyone embed real-time streams into their own sites.
