Support vector machines Archives - IEEE Transactions on Quantum Engineering

Network Anomaly Detection Using Quantum Neural Networks on Noisy Quantum Computers

January 29, 2024Alon Kukliansky, Marko Orescanin, Chad Bollmann, Theodore Huffmire,Quantum ComputingComputer architecture, Noise measurement, Protocols, Quantum computing, Qubit, Support vector machines, Training

The escalating threat and impact of network-based attacks necessitate innovative intrusion detection systems. Machine learning has shown promise, with recent strides in quantum machine learning offering new avenues. However, the potential of quantum computing is tempered by challenges in current noisy intermediate-scale quantum era machines. In this article, we explore quantum neural networks (QNNs) for […]

Quantum Kernels for Real-World Predictions Based on Electronic Health Records

Research on near-term quantum machine learning has explored how classical machine learning algorithms endowed with access to quantum kernels (similarity measures) can outperform their purely classical counterparts. Although theoretical work has shown a provable advantage on synthetic data sets, no work done to date has studied empirically whether the quantum advantage is attainable and with […]