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Research

Student refines 100-year-old math problem, expanding wind energy possibilities | Penn State University

Penn State engineering student Divya Tyagi refined a century-old mathematical problem in wind turbine design, creating a simpler solution to Glauert's original work. Her addendum expands the analysis to include total force and moment coefficients acting on wind turbine rotors, enabling more efficient turbine designs. The breakthrough could significantly improve wind energy production, with even a 1% efficiency increase potentially powering an entire neighborhood.

K-12 School Shooting Database

A database tracks comprehensive K-12 school shooting incidents, including all instances of guns being fired, brandished, or bullets hitting school property. The database encompasses various scenarios like gang violence, domestic incidents, sports event shootings, and accidents, documenting the full scope of gun-related incidents on school grounds.

On word embeddings - Part 3: The secret ingredients of word2vec

An in-depth analysis reveals that word embedding models like word2vec aren't inherently superior to traditional distributional semantic methods, with hyperparameter optimization being more crucial than algorithm choice. The study demonstrates that Singular Value Decomposition (SVD) often outperforms popular embedding methods in word similarity tasks, while Skip-gram Negative Sampling (SGNS) excels in analogy tasks.