Quantum machine learning on near-term quantum devices: Current state of supervised and unsupervised techniques for real-world applications
The past decade has witnessed significant advancements in quantum hardware,
encompassing improvements in speed, qubit quantity, and quantum volume—a metric …
encompassing improvements in speed, qubit quantity, and quantum volume—a metric …
Towards Efficient Quantum Anomaly Detection: One-Class SVMs using Variable Subsampling and Randomized Measurements
Quantum computing, with its potential to enhance various machine learning tasks, allows
significant advancements in kernel calculation and model precision. Utilizing the one-class …
significant advancements in kernel calculation and model precision. Utilizing the one-class …
Applications of Quantum Machine Learning for Quantitative Finance
P Mironowicz, A Mandarino, A Yilmaz… - arXiv preprint arXiv …, 2024 - arxiv.org
Machine learning and quantum machine learning (QML) have gained significant
importance, as they offer powerful tools for tackling complex computational problems across …
importance, as they offer powerful tools for tackling complex computational problems across …
Efficient Quantum One-Class Support Vector Machines for Anomaly Detection Using Randomized Measurements and Variable Subsampling
Quantum one-class support vector machines leverage the advantage of quantum kernel
methods for semi-supervised anomaly detection. However, their quadratic time complexity …
methods for semi-supervised anomaly detection. However, their quadratic time complexity …
The Pursuit of Quantum Advantage with IBM Quantum Computers: A Perspective and Potential Research Problems
Quantum science and technology are poised to revolutionize industries worldwide, and
nations across the globe are investing heavily in advancing quantum computing. Leading …
nations across the globe are investing heavily in advancing quantum computing. Leading …
Hybrid Quantum-Classical Algorithms for Optimizing Resource Allocation in Cloud-Based Big Data Environments
R Hidayat, N Suryanto - AI, IoT and the Fourth Industrial Revolution …, 2024 - scicadence.com
The unprecedented growth of data in the digital age has necessitated the development of
efficient and scalable resource allocation strategies for cloud-based big data environments …
efficient and scalable resource allocation strategies for cloud-based big data environments …