FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385012357> ?p ?o ?g. }

• W4385012357 endingPage "106704" @default.
• W4385012357 startingPage "106704" @default.
• W4385012357 abstract "Support Vector Machine (SVM) is one of the successful methods of machine learning. SVM uses kernel tricks to efficiently learn non-linear classification tasks. The kernel function is applied to each data instance to map the original non-linear observations into a higher-dimensional space in which they become separable. The Gaussian kernel in Radial-Basis Function (RBF) is a popular kernel function used in various kernelized learning methods. In the RBF kernel, the sigma parameter (bandwidth of kernel function) should be fine-tuned, which is a challenging job. If the sigma value is very small, the decision boundary is highly non-linear. On the other hand, if the sigma value is large, the decision boundary tends to be linear. In this paper, an efficient kernel method called the Apollonius SVM Kernel (ASVMK) is introduced. Our algorithm adjusts the width of the kernel based on the data density and the representativeness of each class. The main idea is to introduce a kernel without adjusting the bandwidth of the kernel based on landmark points and the Apollonius similarity function. ASVMK finds the correlation of dense points and their neighbors in the data and tries to map the original non-linear observations in the highest dimensional space from these features. Reducing memory problems and low computations due to the shrinkage of the gram matrix are some of the benefits of the proposed kernel. The proposed method outperformed the state-of-the-art methods by up to 11%." @default.
• W4385012357 created "2023-07-22" @default.
• W4385012357 creator A5011203676 @default.
• W4385012357 creator A5065109921 @default.
• W4385012357 creator A5089205977 @default.
• W4385012357 date "2023-11-01" @default.
• W4385012357 modified "2023-09-23" @default.
• W4385012357 title "ASVMK: A novel SVMs Kernel based on Apollonius function and density peak clustering" @default.
• W4385012357 cites W1668700706 @default.
• W4385012357 cites W1990866134 @default.
• W4385012357 cites W2015855658 @default.
• W4385012357 cites W2034726418 @default.
• W4385012357 cites W2078735512 @default.
• W4385012357 cites W2102579186 @default.
• W4385012357 cites W2129971280 @default.
• W4385012357 cites W2148894497 @default.
• W4385012357 cites W2150621701 @default.
• W4385012357 cites W2165835468 @default.
• W4385012357 cites W2172027871 @default.
• W4385012357 cites W2924868743 @default.
• W4385012357 cites W2953288298 @default.
• W4385012357 cites W2963197703 @default.
• W4385012357 cites W2991451141 @default.
• W4385012357 cites W3009472852 @default.
• W4385012357 cites W3086952016 @default.
• W4385012357 cites W4221107122 @default.
• W4385012357 cites W4229066607 @default.
• W4385012357 cites W4233104424 @default.
• W4385012357 cites W4246226690 @default.
• W4385012357 cites W4292337066 @default.
• W4385012357 cites W4301431067 @default.
• W4385012357 cites W4308424950 @default.
• W4385012357 cites W4318997114 @default.
• W4385012357 doi "https://doi.org/10.1016/j.engappai.2023.106704" @default.
• W4385012357 hasPublicationYear "2023" @default.
• W4385012357 type Work @default.
• W4385012357 citedByCount "0" @default.
• W4385012357 crossrefType "journal-article" @default.
• W4385012357 hasAuthorship W4385012357A5011203676 @default.
• W4385012357 hasAuthorship W4385012357A5065109921 @default.
• W4385012357 hasAuthorship W4385012357A5089205977 @default.
• W4385012357 hasConcept C11413529 @default.
• W4385012357 hasConcept C118615104 @default.
• W4385012357 hasConcept C121332964 @default.
• W4385012357 hasConcept C122280245 @default.
• W4385012357 hasConcept C12267149 @default.
• W4385012357 hasConcept C134517425 @default.
• W4385012357 hasConcept C140417398 @default.
• W4385012357 hasConcept C153180895 @default.
• W4385012357 hasConcept C154945302 @default.
• W4385012357 hasConcept C160446489 @default.
• W4385012357 hasConcept C163716315 @default.
• W4385012357 hasConcept C182335926 @default.
• W4385012357 hasConcept C195699287 @default.
• W4385012357 hasConcept C33923547 @default.
• W4385012357 hasConcept C41008148 @default.
• W4385012357 hasConcept C55851704 @default.
• W4385012357 hasConcept C62520636 @default.
• W4385012357 hasConcept C7218915 @default.
• W4385012357 hasConcept C74193536 @default.
• W4385012357 hasConcept C75866337 @default.
• W4385012357 hasConceptScore W4385012357C11413529 @default.
• W4385012357 hasConceptScore W4385012357C118615104 @default.
• W4385012357 hasConceptScore W4385012357C121332964 @default.
• W4385012357 hasConceptScore W4385012357C122280245 @default.
• W4385012357 hasConceptScore W4385012357C12267149 @default.
• W4385012357 hasConceptScore W4385012357C134517425 @default.
• W4385012357 hasConceptScore W4385012357C140417398 @default.
• W4385012357 hasConceptScore W4385012357C153180895 @default.
• W4385012357 hasConceptScore W4385012357C154945302 @default.
• W4385012357 hasConceptScore W4385012357C160446489 @default.
• W4385012357 hasConceptScore W4385012357C163716315 @default.
• W4385012357 hasConceptScore W4385012357C182335926 @default.
• W4385012357 hasConceptScore W4385012357C195699287 @default.
• W4385012357 hasConceptScore W4385012357C33923547 @default.
• W4385012357 hasConceptScore W4385012357C41008148 @default.
• W4385012357 hasConceptScore W4385012357C55851704 @default.
• W4385012357 hasConceptScore W4385012357C62520636 @default.
• W4385012357 hasConceptScore W4385012357C7218915 @default.
• W4385012357 hasConceptScore W4385012357C74193536 @default.
• W4385012357 hasConceptScore W4385012357C75866337 @default.
• W4385012357 hasFunder F4320324703 @default.
• W4385012357 hasLocation W43850123571 @default.
• W4385012357 hasOpenAccess W4385012357 @default.
• W4385012357 hasPrimaryLocation W43850123571 @default.
• W4385012357 hasRelatedWork W1983263273 @default.
• W4385012357 hasRelatedWork W2071590642 @default.
• W4385012357 hasRelatedWork W2140869420 @default.
• W4385012357 hasRelatedWork W2353199197 @default.
• W4385012357 hasRelatedWork W2366185040 @default.
• W4385012357 hasRelatedWork W2393746448 @default.
• W4385012357 hasRelatedWork W2558026684 @default.
• W4385012357 hasRelatedWork W3081470858 @default.
• W4385012357 hasRelatedWork W3100948281 @default.
• W4385012357 hasRelatedWork W4291669689 @default.
• W4385012357 hasVolume "126" @default.
• W4385012357 isParatext "false" @default.
• W4385012357 isRetracted "false" @default.

• next