Web13. jan 2016 · Twin support-vector machine (TSVM), which generates two nonparallel hyperplanes by solving a pair of smaller-sized quadratic programming problems (QPPs) instead of a single larger-sized QPP, works faster than the standard SVM, especially for the large-scale data sets. However, the traditional TSVM adopts hinge loss which easily leads … Web1. mar 2024 · Sparse additive machines (SAMs) have attracted increasing attention in high dimensional classification due to their representation flexibility and interpretability.
Sparse support vector machine with pinball loss - Tanveer - 2024 ...
Web1. máj 2024 · This paper proposes a SVM classifier with the pinball loss, called pin-SVM, and investigates its properties, including noise insensitivity, robustness, and misclassification error, which has the same computational complexity and enjoys noise ins sensitivity and re-sampling stability. 49 Large-scale linear nonparallel support vector machine solver Web12. jan 2024 · This paper proposes a SVM classifier with the pinball loss, called pin-SVM, and investigates its properties, including noise insensitivity, robustness, and … dva seat covers
Sparse additive machine with pinball loss Semantic Scholar
WebSparse Twin Support Vector Clustering Using Pinball Loss. Clustering is a widely used machine learning technique for unlabelled data. One of the recently proposed techniques … Web31. mar 2024 · A General Loss-Based Nonnegative Matrix Factorization for Hyperspectral Unmixing. IEEE Geosci. Remote. ... Sparse additive machine with pinball loss. Neurocomputing 439: 281-293 (2024) [j30] view. electronic edition via DOI; ... Group sparse additive machine with average top-k loss. Neurocomputing 395: 1-14 (2024) [j26] view. Web13. nov 2024 · The proposed pinSTBSVC is the sparse version of our recently proposed TBSVC using pinball loss (pinTBSVC). Sparse solutions help create better-generalized solutions to clustering problems; hence, we attempt to use the ε-insensitive pinball loss function to propose pinSTBSVC. The loss function used to propose pinSTBSVC provides … dust cloud in texas