36 citations · 65 across the 8 of their papers we have counts for
8 papers
Quantum-Inspired Geometric Classification with Correlation Group Structures and VQC Decision Modeling
Nishikanta Mohanty, Arya Ansuman Priyadarshi, Bikash K. Behera +1
We propose a geometry-driven quantum-inspired classification framework that integrates Correlation Group Structures (CGR), compact SWAP-test-based overlap estimation, and selective…
QARIMA: A Quantum Approach To Classical Time Series Analysis
Nishikanta Mohanty, Bikash K. Behera, Badshah Mukherjee +3
We present QARIMA, a quantum state-similarity-based reconstruction of the classical ARIMA modelling pipeline. Rather than using a quantum circuit as a standalone forecaster, QARIMA…
Quantum-Inspired Optimization Process for Data Imputation
Nishikanta Mohanty, Bikash K. Behera, Badshah Mukherjee +2
Data imputation is a critical preprocessing step, particularly in clinical datasets where missingness can bias downstream inference. We propose a quantum-inspired imputation framew…
Quantum SMOTE with Angular Outliers: Redefining Minority Class Handling
Nishikanta Mohanty, Bikash K. Behera, Christopher Ferrie
This paper introduces Quantum-SMOTEV2, an advanced variant of the Quantum-SMOTE method, leveraging quantum computing to address class imbalance in machine learning datasets without…
A Quantum Approach to Synthetic Minority Oversampling Technique (SMOTE)
Nishikanta Mohanty, Bikash K. Behera, Christopher Ferrie +1
The paper proposes the Quantum-SMOTE method, a novel solution that uses quantum computing techniques to solve the prevalent problem of class imbalance in machine learning datasets.…
Solving The Vehicle Routing Problem via Quantum Support Vector Machines
Nishikanta Mohanty, Bikash K. Behera, Christopher Ferrie
The Vehicle Routing Problem (VRP) is an example of a combinatorial optimization problem that has attracted academic attention due to its potential use in various contexts. VRP aims…
Analysis of The Vehicle Routing Problem Solved via Hybrid Quantum Algorithms in Presence of Noisy Channels
Nishikanta Mohanty, Bikash K. Behera, Christopher Ferrie
The vehicle routing problem (VRP) is an NP-hard optimization problem that has been an interest of research for decades in science and industry. The objective is to plan routes of v…
Analysis of Vehicle Routing Problem in Presence of Noisy Channels
Nishikanta Mohanty, Bikash K. Behera
Vehicle routing problem (VRP) is an NP-hard optimization problem that has been an interest of research for decades in science and industry. The objective is to plan routes of vehic…