A Deep Neural Network Based Approach to Building Budget-Constrained Models for Big Data Analysis

no code implementations • 23 Feb 2023 • Rui Ming, Haiping Xu, Shannon E. Gibbs, Donghui Yan, Ming Shao

Deep learning approaches require collection of data on many different input features or variables for accurate model training and prediction.

Cost-sensitive Selection of Variables by Ensemble of Model Sequences

no code implementations • 2 Jan 2019 • Donghui Yan, Zhiwei Qin, Songxiang Gu, Haiping Xu, Ming Shao

Many applications require the collection of data on different variables or measurements over many system performance metrics.