519 citations · 835 across the 11 of their papers we have counts for
3 papers · 1 filter
Probabilistic deep learning approach for targeted hybrid organic-inorganic perovskites
Vu Ngoc Tuoc, Nga T. T. Nguyen, Vinit Sharma +1
We develop a probabilistic machine learning model and use it to screen for new hybrid organic-inorganic perovskites (HOIPs) with targeted electronic band gap. The data set used for…
A Subspace-based Approach for Dimensionality Reduction and Important Variable Selection
Di Bo, Hoon Hwangbo, Vinit Sharma +2
An analysis of high-dimensional data can offer a detailed description of a system but is often challenged by the curse of dimensionality. General dimensionality reduction technique…
Predicting phase preferences of two-dimensional transition metal dichalcogenides using machine learning
Pankaj Kumar, Vinit Sharma, Sharmila Shirodkar +1
Two-dimensional transition metal dichalcogenides (TMDs) can adopt one of several possible structures, with the most common being the trigonal prismatic and octahedral symmetry phas…