Semi Supervised Support Vector Machines

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Semi-Supervised Support Vector Machines - Columbia …

    http://www1.cs.columbia.edu/~dplewis/candidacy/bennett98semisupervised.pdf
    In this work we propose a method for semi-supervised support vector machines (S3VM). S3VM are constructed using a mixture of labeled data (the training set) and unlabeled data (the working set). The objective is to assign class labels to the working set such that the …

Semi-Supervised Support Vector Machines

    https://papers.nips.cc/paper/1582-semi-supervised-support-vector-machines.pdf
    In this work we propose a method for semi-supervised support vector machines (S3VM). S3VM are constructed using a mixture of labeled data (the training set) and unlabeled data (the working set). The objective is to assign class labels to the working set such that the …

Support Vector Machines (SVMs). Semi-Supervised Learning.

    http://www.cs.cmu.edu/%7Eninamf/courses/601sp15/slides/18_svm-ssl_03-25-2015.pdf
    Maria-Florina Balcan 03/25/2015 • Support Vector Machines (SVMs). • Semi-Supervised SVMs. • Semi-Supervised Learning.

(PDF) Semi-Supervised Support Vector Machines

    https://www.researchgate.net/publication/2370298_Semi-Supervised_Support_Vector_Machines
    As one of the most popular semi-supervised learning methods, Semisupervised support vector machines (S3VM) attempts to standardize and adjust decision …

Support-vector machine - Wikipedia

    https://en.wikipedia.org/wiki/Support-vector_machine
    Transductive support-vector machines. Transductive support-vector machines extend SVMs in that they could also treat partially labeled data in semi-supervised learning by following the principles of transduction. Here, in addition to the training set , the learner is also given a set

Optimization Techniques for Semi-Supervised Support Vector ...

    http://jmlr.csail.mit.edu/papers/volume9/chapelle08a/chapelle08a.pdf
    Keywords: semi-supervised learning, support vector machines, non-convex optimization, trans-ductive learning 1. Introduction In many applications of machine learning, abundant amounts of data can be cheaply and automati-cally collected. However, manual labeling for the purposes of training learning algorithms is often

Semi-Supervised Support Vector Machines for Unlabeled Data ...

    http://ftp.cs.wisc.edu/pub/dmi/tech-reports/99-05.pdf
    plain linear support vector machine. Section 4 contains our numerical tests on ve publicly available datasets which show the following: (a) CVS3VM, our clustered semi-supervised approach, gave the best test set correctness when compared to both a random and a clustered choice of the data used as a training set in a linear support vector machine.

Unsupervised and Semi-supervised Multi-class Support ...

    https://webdocs.cs.ualberta.ca/~dale/papers/aaai05.pdf
    Unsupervised and Semi-supervised Multi-class Support Vector Machines Linli Xu⁄ School of Computer Science University of Waterloo Dale Schuurmans Department of Computing Science University of Alberta Abstract We present new unsupervised and semi-supervised training algorithms for multi-class support vector machines based on semidefinite ...

(PDF) Distributed semi-supervised support vector machines

    https://www.researchgate.net/publication/301697473_Distributed_semi-supervised_support_vector_machines
    The semi-supervised support vector machine (S3VM) is a well-known algorithm for performing semi-supervised inference under the large margin principle.

Help-Training for semi-supervised support vector machines ...

    https://www.sciencedirect.com/science/article/pii/S0031320311000781
    We call this semi-supervised strategy Help-Training and apply it to training kernel machine classifiers as support vector machines (SVMs) and as least squares support vector machines. In addition, we propose a model selection strategy for semi-supervised training.Cited by: 30



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