Accurate On Line Support Vector Learning

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Accurate on-line ν-support vector learning - ScienceDirect

    https://www.sciencedirect.com/science/article/pii/S0893608011002681
    The ν-Support Vector Machine (ν-SVM) for classification proposed by Schölkopf et al. has the advantage of using a parameter ν on controlling the number of support vectors and margin errors. However, comparing to standard C-Support Vector Machine (C-SVM), its formulation is more complicated, up until now there are no effective methods on solving accurate on-line learning for it.Cited by: 13

Accurate on-line ν-support vector learning.

    https://www.ncbi.nlm.nih.gov/pubmed/22057091
    However, comparing to standard C-Support Vector Machine (C-SVM), its formulation is more complicated, up until now there are no effective methods on solving accurate on-line learning for it. In this paper, we propose a new effective accurate on-line algorithm which is designed based on a modified formulation of the original ν-SVM.Cited by: 13

Accurate on-line -support vector learning Request PDF

    https://www.researchgate.net/publication/51773558_Accurate_on-line_-support_vector_learning
    Accurate on-line -support vector learning. ... (C-SVM), its formulation is more complicated, up until now there are no effective methods on solving accurate on-line learning for it. In this paper ...

Accurate On-line Support Vector Regression

    https://msol.people.uic.edu/ECE516/papers/Accurate%20On-line%20Support%20Vector%20Regression.pdf
    Accurate On-line Support Vector Regression 2685 f(x) f(x)-ε f(x)+ε ξ∗ ξ x y Figure1: The ε-insensitive loss function and the role of the slack variables ξ and ξ∗. This in turn leads to the dual optimization problem: min α,α∗

Accurate On-line Support Vector Regression Neural ...

    https://www.mitpressjournals.org/doi/10.1162/089976603322385117
    Following an incremental support vector classification algorithm introduced by Cauwenberghs and Poggio (2001), we have developed an accurate on-line support vector regression (AOSVR) that efficiently updates a trained SVR function whenever a sample …Cited by: 461

(PDF) Accurate On-line Support Vector Regression

    https://www.researchgate.net/publication/231588821_Accurate_On-line_Support_Vector_Regression
    Following an incremental support vector classification algorithm introduced by Cauwenberghs and Poggio (2001), we have developed an accurate on-line support vector regression (AOSVR) that ...

Accurate On-line Support Vector Regression

    http://public.lanl.gov/jt/Papers/aosvr-nc.pdf
    Accurate On-line Support Vector Regression 2687 Thereare” veconditionsinequation2.9,comparedtothethreeconditions insupport vector classi” cation (see equation 2 in Cauwenberghs& Poggio, 2001), but like the conditions in support vector classi” cation, they can be identi” edwith three subsetsinto which thesamplesintraining setTcanbe

GitHub - awerries/online-svr: Implementation of Accurate ...

    https://github.com/awerries/online-svr
    Dec 11, 2015 · Implementation of Accurate Online Support Vector Regression in Python. - awerries/online-svr. Implementation of Accurate Online Support Vector Regression in Python. - awerries/online-svr. ... support-vector-regression machine-learning svm online-learning 67 commits 1 …

Incremental Support Vector Learning for Ordinal Regression ...

    https://ieeexplore.ieee.org/document/6876186
    Aug 12, 2014 · However, until now there were no effective algorithms proposed to address incremental SVOR learning due to the complicated formulations of SVOR. Recently, an interesting accurate on-line algorithm was proposed for training ν-support vector classification (ν-SVC), which can handle a quadratic formulation with a pair of equality constraints.Cited by: 660

support-vector-regression · GitHub Topics · GitHub

    https://github.com/topics/support-vector-regression
    Jan 24, 2020 · GitHub is where people build software. More than 40 million people use GitHub to discover, fork, and contribute to over 100 million projects. ... Implementation of Accurate Online Support Vector Regression in Python. ... machine-learning support-vector-regression feedforward-neural-network Updated Jan 21, 2019; MATLAB ...



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