Essays about: "Quantum Support Vector Machine"

Found 3 essays containing the words Quantum Support Vector Machine.

1. 1. An Evaluation of Classical and Quantum Kernels for Machine Learning Classifiers

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Teo Nordström; Jacob Westergren; [2023]
   Keywords : Machine Learning; Quantum Computing; Kernels; Support Vector Machines; Maskininlärning; Kvantberäkning; Kärnor; Stödvektormaskin;

   Abstract : Quantum computing is an emerging field with potential applications in machine learning. This research project aimed to compare the performance of a quantum kernel to that of a classical kernel in machine learning binary classification tasks. READ MORE

3. 2. The Role of Data in Projected Quantum Kernels: The Higgs Boson Discrimination

   University essay from KTH/Fysik

   Author : Francesco Di Marcantonio; [2022]
   Keywords : Quantum Machine Learning; Quantum Support Vector Machine; Projected Quantum Kernel; Higgs Boson; Supervised Learning; Kernel Method; Quantum Machine Learning; Quantum Support Vector Machine; Projected Quantum Kernel; Higgs Boson; Supervised Learning; Kernel Method;

   Abstract : The development of quantum machine learning is bridging the way to fault tolerant quantum computation by providing algorithms running on the current noisy intermediate scale quantum devices.However, it is difficult to find use-cases where quantum computers exceed their classical counterpart. READ MORE

4. 3. Support Vector Machines on Noisy Intermediate-Scale Quantum Computers

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Jiaying Yang; [2019]
   Keywords : ;

   Abstract : Support vector machine algorithms are considered essential for the implementationof automation in a radio access network. Specifically, they are critical inthe prediction of the quality of user experience for video streaming based ondevice and network-level metrics. READ MORE