83 citations · 129 across the 5 of their papers we have counts for
5 papers
The Stochastic Replica Approach to Machine Learning: Stability and Parameter Optimization
Patrick Chao, Tahereh Mazaheri, Bo Sun +2
We introduce a statistical physics inspired supervised machine learning algorithm for classification and regression problems. The method is based on the invariances or stability of…
Stochastic Replica Voting Machine Prediction of Stable Cubic and Double Perovskite Materials and Binary Alloys
T. Mazaheri, Bo Sun, J. Scher-Zagier +6
A machine learning approach that we term the `Stochastic Replica Voting Machine' (SRVM) algorithm is presented and applied to a binary and a 3-class classification problems in mate…
Bounds for low-energy spectral properties of center-of-mass conserving positive two-body interactions
Amila Weerasinghe, Tahereh Mazaheri, Alexander Seidel
We study the low-energy spectral properties of positive center-of-mass conserving two-body Hamiltonians as they arise in models of fractional quantum Hall states. Starting from the…
Zero modes, Bosonization and Topological Quantum Order: The Laughlin State in Second Quantization
Tahereh Mazaheri, Gerardo Ortiz, Zohar Nussinov +1
We introduce a "second-quantized" representation of the ring of symmetric functions to further develop a purely second-quantized -- or "lattice" -- approach to the study of zero mo…
The impossibility of exactly flat non-trivial Chern bands in strictly local periodic tight binding models
Li Chen, Tahereh Mazaheri, Alexander Seidel +1
We investigate the possibility of exactly flat non-trivial Chern bands in tight binding models with local (strictly short-ranged) hopping parameters. We demonstrate that while any…