no code implementations • 27 Aug 2018 • Wei Chen, Mark Fuge
Many real-world objects are designed by smooth curves, especially in the domain of aerospace and ship, where aerodynamic shapes (e. g., airfoils) and hydrodynamic shapes (e. g., hulls) are designed.
no code implementations • 7 Sep 2019 • Saba Ahmadi, Faez Ahmed, John P. Dickerson, Mark Fuge, Samir Khuller
Bipartite b-matching, where agents on one side of a market are matched to one or more agents or items on the other, is a classical model that is used in myriad application areas such as healthcare, advertising, education, and general resource allocation.
no code implementations • 12 Jan 2020 • Wei Chen, Mark Fuge
Bayesian optimization is normally performed within fixed variable bounds.
no code implementations • 25 Feb 2020 • Faez Ahmed, John Dickerson, Mark Fuge
Our method has applications in collaborative work ranging from team formation, the assignment of workers to teams in crowdsourcing, and reviewer allocation to journal papers arriving sequentially.
1 code implementation • 27 Apr 2024 • Qiuyi Chen, Mark Fuge
This paper introduces Least Volume-a simple yet effective regularization inspired by geometric intuition-that can reduce the necessary number of latent dimensions needed by an autoencoder without requiring any prior knowledge of the intrinsic dimensionality of the dataset.
1 code implementation • 25 Aug 2017 • Wei Chen, Mark Fuge
We evaluate AES on three test examples and compare AES with two adaptive sampling methods -- the Neighborhood-Voronoi algorithm and the straddle heuristic -- that operate over fixed input variable bounds.
1 code implementation • 23 Feb 2017 • Faez Ahmed, John P. Dickerson, Mark Fuge
Bipartite matching, where agents on one side of a market are matched to agents or items on the other, is a classical problem in computer science and economics, with widespread application in healthcare, education, advertising, and general resource allocation.
1 code implementation • 3 Mar 2021 • Jun Wang, Wei Wayne Chen, Daicong Da, Mark Fuge, Rahul Rai
Results show that our method can 1) generate various unit cells that satisfy given material properties with high accuracy ($R^2$-scores between target properties and properties of generated unit cells $>98\%$) and 2) improve the optimized structural performance over the conventional variable-density single-type structure.
1 code implementation • 21 Jun 2020 • Wei Chen, Kevin Chiu, Mark Fuge
The resulted new parameterization can accelerate design optimization convergence by improving the representation compactness while maintaining sufficient representation capacity.