FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3137763914> ?p ?o ?g. }

• W3137763914 abstract "Quantum computers have the potential for significant speed-ups of certain computational tasks. A possibility this opens up within the field of machine learning is the use of quantum features that would be inefficient to calculate classically. Machine learning algorithms are ubiquitous in particle physics and as advances are made in quantum machine learning technology, there may be a similar adoption of these quantum techniques. In this work a quantum support vector machine (QSVM) is implemented for signal-background classification. We investigate the effect of different quantum encoding circuits, the process that transforms classical data into a quantum state, on the final classification performance. We show an encoding approach that achieves an Area Under Receiver Operating Characteristic Curve (AUC) of 0.877 determined using quantum circuit simulations. For this same dataset the best classical method, a classical Support Vector Machine (SVM) using the Radial Basis Function (RBF) Kernel achieved an AUC of 0.865. Using a reduced dataset we then ran the algorithm on the IBM Quantum ibmq_casablanca device achieving an average AUC of 0.703. As further improvements to the error rates and availability of quantum computers materialise, they could form a new approach for data analysis in high energy physics." @default.
• W3137763914 created "2021-03-29" @default.
• W3137763914 creator A5001284915 @default.
• W3137763914 creator A5030228086 @default.
• W3137763914 creator A5031571726 @default.
• W3137763914 creator A5033761440 @default.
• W3137763914 date "2021-03-23" @default.
• W3137763914 modified "2023-09-25" @default.
• W3137763914 title "Quantum Support Vector Machines for Continuum Suppression in B Meson Decays" @default.
• W3137763914 cites W1560724230 @default.
• W3137763914 cites W1984860992 @default.
• W3137763914 cites W2008056655 @default.
• W3137763914 cites W2101234009 @default.
• W3137763914 cites W2522507705 @default.
• W3137763914 cites W2777667379 @default.
• W3137763914 cites W2798434869 @default.
• W3137763914 cites W2801908214 @default.
• W3137763914 cites W2837143805 @default.
• W3137763914 cites W2942624139 @default.
• W3137763914 cites W2952177798 @default.
• W3137763914 cites W2975553993 @default.
• W3137763914 cites W2998932335 @default.
• W3137763914 cites W3009313620 @default.
• W3137763914 cites W3031222790 @default.
• W3137763914 cites W3098581063 @default.
• W3137763914 cites W3099529633 @default.
• W3137763914 cites W3100566623 @default.
• W3137763914 cites W3112907478 @default.
• W3137763914 cites W3123384699 @default.
• W3137763914 cites W3127316317 @default.
• W3137763914 cites W3133009193 @default.
• W3137763914 cites W3173899054 @default.
• W3137763914 cites W3198179819 @default.
• W3137763914 cites W3198713700 @default.
• W3137763914 cites W3209612530 @default.
• W3137763914 hasPublicationYear "2021" @default.
• W3137763914 type Work @default.
• W3137763914 sameAs 3137763914 @default.
• W3137763914 citedByCount "3" @default.
• W3137763914 countsByYear W31377639142021 @default.
• W3137763914 crossrefType "posted-content" @default.
• W3137763914 hasAuthorship W3137763914A5001284915 @default.
• W3137763914 hasAuthorship W3137763914A5030228086 @default.
• W3137763914 hasAuthorship W3137763914A5031571726 @default.
• W3137763914 hasAuthorship W3137763914A5033761440 @default.
• W3137763914 hasConcept C11413529 @default.
• W3137763914 hasConcept C118615104 @default.
• W3137763914 hasConcept C121332964 @default.
• W3137763914 hasConcept C12267149 @default.
• W3137763914 hasConcept C137019171 @default.
• W3137763914 hasConcept C154945302 @default.
• W3137763914 hasConcept C202444582 @default.
• W3137763914 hasConcept C2779094486 @default.
• W3137763914 hasConcept C33923547 @default.
• W3137763914 hasConcept C41008148 @default.
• W3137763914 hasConcept C58053490 @default.
• W3137763914 hasConcept C62520636 @default.
• W3137763914 hasConcept C74193536 @default.
• W3137763914 hasConcept C84114770 @default.
• W3137763914 hasConcept C9652623 @default.
• W3137763914 hasConceptScore W3137763914C11413529 @default.
• W3137763914 hasConceptScore W3137763914C118615104 @default.
• W3137763914 hasConceptScore W3137763914C121332964 @default.
• W3137763914 hasConceptScore W3137763914C12267149 @default.
• W3137763914 hasConceptScore W3137763914C137019171 @default.
• W3137763914 hasConceptScore W3137763914C154945302 @default.
• W3137763914 hasConceptScore W3137763914C202444582 @default.
• W3137763914 hasConceptScore W3137763914C2779094486 @default.
• W3137763914 hasConceptScore W3137763914C33923547 @default.
• W3137763914 hasConceptScore W3137763914C41008148 @default.
• W3137763914 hasConceptScore W3137763914C58053490 @default.
• W3137763914 hasConceptScore W3137763914C62520636 @default.
• W3137763914 hasConceptScore W3137763914C74193536 @default.
• W3137763914 hasConceptScore W3137763914C84114770 @default.
• W3137763914 hasConceptScore W3137763914C9652623 @default.
• W3137763914 hasLocation W31377639141 @default.
• W3137763914 hasOpenAccess W3137763914 @default.
• W3137763914 hasPrimaryLocation W31377639141 @default.
• W3137763914 hasRelatedWork W1999991268 @default.
• W3137763914 hasRelatedWork W2798434869 @default.
• W3137763914 hasRelatedWork W2804292523 @default.
• W3137763914 hasRelatedWork W2809311920 @default.
• W3137763914 hasRelatedWork W2959762262 @default.
• W3137763914 hasRelatedWork W2964434046 @default.
• W3137763914 hasRelatedWork W2967813440 @default.
• W3137763914 hasRelatedWork W2974245828 @default.
• W3137763914 hasRelatedWork W2999508704 @default.
• W3137763914 hasRelatedWork W3024243470 @default.
• W3137763914 hasRelatedWork W3098965398 @default.
• W3137763914 hasRelatedWork W3154003520 @default.
• W3137763914 hasRelatedWork W3168757307 @default.
• W3137763914 hasRelatedWork W3173601900 @default.
• W3137763914 hasRelatedWork W3176850211 @default.
• W3137763914 hasRelatedWork W3182433019 @default.
• W3137763914 hasRelatedWork W3183636877 @default.
• W3137763914 hasRelatedWork W3197287714 @default.
• W3137763914 hasRelatedWork W3213245434 @default.
• W3137763914 isParatext "false" @default.
• W3137763914 isRetracted "false" @default.
• W3137763914 magId "3137763914" @default.

• next