An Independent Implementation of Quantum Machine Learning Algorithms in Qiskit for Genomic Data

التفاصيل البيبلوغرافية
العنوان: An Independent Implementation of Quantum Machine Learning Algorithms in Qiskit for Genomic Data
المؤلفون: Singh, Navneet, Pokhrel, Shiva Raj
المصدر: SIGCOMM 2024, Sydney Australia
سنة النشر: 2024
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Machine Learning, Computer Science - Artificial Intelligence
الوصف: In this paper, we explore the power of Quantum Machine Learning as we extend, implement and evaluate algorithms like Quantum Support Vector Classifier (QSVC), Pegasos-QSVC, Variational Quantum Circuits (VQC), and Quantum Neural Networks (QNN) in Qiskit with diverse feature mapping techniques for genomic sequence classification.
Comment: 2 pager extended abstract
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2405.09781
رقم الأكسشن: edsarx.2405.09781
قاعدة البيانات: arXiv