CSV files containing the coherence scoring pertaining to datasets of:
DocumentCount = 5,000
Corpus = (one from) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] / News [nws]
SearchTerm[s] = (one from) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus
Coherence was scored across every combination of:
TopicCount: 10-40
Hyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]
Hyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]
The columns in this file include:
Validation_Set: Which search term this scoring pertains to
Topics: Number of topics in the model
Alpha: Hyperparameter alpha selection from the 6 options above
Beta: Hyperparameter beta selection from the 6 options above
Coherence: The topic coherence score for the given model-row
Perplexity: The perplexity score for the given model-row
CSV files containing the coherence scoring pertaining to datasets of:
DocumentCount = 5,000
Corpus = (one from) Federal Caselaw [cas] / Pubmed-Abstracts [pma] / Pubmed-Central [pmc] / News [nws]
SearchTerm[s] = (one from) Earth / Environmental / Climate / Pollution / Random 5k documents of a specific corpus
Coherence was scored across every combination of:
TopicCount: 10-40
Hyperparameter-Alpha: [0.01, 0.31, 0.61, 0.91, symmetric, asymmetric]
Hyperparameter-Beta: [0.01, 0.31, 0.61, 0.91, automatic, symmetric]
The columns in this file include:
Validation_Set: Which search term this scoring pertains to
Topics: Number of topics in the model
Alpha: Hyperparameter alpha selection from the 6 options above
Beta: Hyperparameter beta selection from the 6 options above
Coherence: The topic coherence score for the given model-row
Perplexity: The perplexity score for the given model-row
An expanded version of "The Future of Conflict: Neurowarfare", both of which discuss emerging neurotechnology, neuroscience, and their implications for war, politics, medicine, ethics, and society.
An overview of Walter A. McDougall's 1997 book "Promised Land, Crusader State: The American Encounter with the World Since 1776" with some concluding thoughts.
This is part one of a mini-series attempting to grapple with US grand strategy and the potential need for its re-assessment. The goal of this series is to introduce readers to grand strategy, ideally prompting more to grapple with US grand strategy and grand strategy more broadly. The author is fleshing out their own ideas, so don’t take the work as gospel, but rather as a starting point for your own journey.
In part one, an overview of the current state of US grand strategy is given. In part two, grand strategy is defined as a concept, a more detailed argument for the need of reassessment is put forth, and resources on grand strategy are listed for interested readers. In part three, four typologies of US grand strategic thought are summarized and contrasted with what US grand strategy has arguably been since the end of WWII. In part four, some general thoughts on the means and ends of reassessing US grand strategy will be described. Additional articles on grand strategy may appear over time.
This data set is associated with:
Turner, G. W. (2014). Proposal for the establishment of a National Service Learning Academy and complimentary Action Research Program at the University of Cincinnati. University of Cincinnati. https://doi.org/10.7945/2hmt-1h17.
In this proposal for a National Service Learning Academy and complimentary Action Research Program, several curricula configurations are put forth. The first is a full-blown action research major that partially dictates the appropriate courses to take fulfilling the A&S core requirements and the majority of free electives. The second is a minor/certificate in action research. The third is an alternative set of core courses that would replace the credit hours traditionally reserved for the A&S core requirements, enabling any student to tack on the action research experience to their chosen major while still having credit hours available to pursue other minors, certificates, or electives. The fourth is an alternative core that is based more heavily on applied courses and knowledge.
The UK has created one of the best tools for mitigating Huawei’s risks. Whether or not the UK Huawei ban stands, its Huawei Cyber Security Evaluation Centre should receive increased funding and support to protect and enhance its interests at home and abroad.