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quant-ph2026
Quantum Random Forest for the Regression Problem
Kamil Khadiev, Liliya Safina
The Random Forest model is one of the popular models of Machine learning. We present a quantum algorithm for testing (forecasting) process of the Random Forest machine learning mod…
quant-ph2022
Quantum Algorithm for Dynamic Programming Approach for DAGs and Applications
Kamil Khadiev, Liliya Safina
In this paper, we present a quantum algorithm for the dynamic programming approach for problems on directed acyclic graphs (DAGs). The running time of the algorithm is $O(\sqrt{\ha…
quant-ph2021
The Quantum Version of Prediction for Binary Classification Problem by Ensemble Methods
Kamil Khadiev, Liliia Safina
In this work, we consider the performance of using a quantum algorithm to predict a result for a binary classification problem if a machine learning model is an ensemble from any s…