no code implementations • 19 Apr 2021 • Hongyuan You, Sikun Lin, Ambuj K. Singh
This not only leads to a cleaner way of applying network constraints but also provides a more scalable solution when network connectivity is sparse.
no code implementations • 31 May 2020 • Hongyuan You, Furkan Kocayusufoglu, Ambuj K. Singh
Network regularization is an effective tool for incorporating structural prior knowledge to learn coherent models over networks, and has yielded provably accurate estimates in applications ranging from spatial economics to neuroimaging studies.
no code implementations • 21 Dec 2017 • Ravi Tejwani, Adam Liska, Hongyuan You, Jenna Reinen, Payel Das
The goal of the present study is to identify autism using machine learning techniques and resting-state brain imaging data, leveraging the temporal variability of the functional connections (FC) as the only information.
no code implementations • 19 Dec 2015 • Xuan Hong Dang, Ambuj K. Singh, Petko Bogdanov, Hongyuan You, Bayyuan Hsu
Data mining practitioners are facing challenges from data with network structure.