Constraining the parameters of high-dimensional models with active learning
Constraining the parameters of high-dimensional models with active learning
Abstract Constraining the parameters of physical models with $$>5-10$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mrow><mml:mo>></mml:mo><mml:mn>5</mml:mn><mml:mo>-</mml:mo><mml:mn>10</mml:mn></mml:mrow></mml:math> parameters is a widespread problem in fields like particle physics and astronomy. The generation of data to explore this parameter space often requires large amounts of computational resources. The commonly used solution of reducing the number of relevant physical …