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  2. Kernel method - Wikipedia

    en.wikipedia.org/wiki/Kernel_method

    In machine learning, kernel machines are a class of algorithms for pattern analysis, whose best known member is the support-vector machine (SVM). These methods involve using linear classifiers to solve nonlinear problems. [ 1 ]

  3. Support vector machine - Wikipedia

    en.wikipedia.org/wiki/Support_vector_machine

    To avoid solving a linear system involving the large kernel matrix, a low-rank approximation to the matrix is often used in the kernel trick. Another common method is Platt's sequential minimal optimization (SMO) algorithm, which breaks the problem down into 2-dimensional sub-problems that are solved analytically, eliminating the need for a ...

  4. Regularization perspectives on support vector machines

    en.wikipedia.org/wiki/Regularization...

    SVM algorithms categorize binary data, with the goal of fitting the training set data in a way that minimizes the average of the hinge-loss function and L2 norm of the learned weights. This strategy avoids overfitting via Tikhonov regularization and in the L2 norm sense and also corresponds to minimizing the bias and variance of our estimator ...

  5. Bag-of-words model in computer vision - Wikipedia

    en.wikipedia.org/wiki/Bag-of-words_model_in...

    Kernel trick is also applicable when kernel based classifier is used, such as SVM. Pyramid match kernel is newly developed one based on the BoW model. The local feature approach of using BoW model representation learnt by machine learning classifiers with different kernels (e.g., EMD-kernel and kernel) has been vastly tested in the area of ...

  6. Bernhard Schölkopf - Wikipedia

    en.wikipedia.org/wiki/Bernhard_Schölkopf

    Schölkopf developed SVM methods achieving world record performance on the MNIST pattern recognition benchmark at the time. [2] With the introduction of kernel PCA, Schölkopf and coauthors argued that SVMs are a special case of a much larger class of methods, and all algorithms that can be expressed in terms of dot products can be generalized to a nonlinear setting by means of what is known ...

  7. Install or Uninstall McAfee - AOL Help

    help.aol.com/articles/installing-and...

    McAfee Internet Security Suite - Special Edition by AOL provides real-time protection against dangerous viruses and malware for up to 3 devices per one subscription. Find out how to download and install it on your devices, and how to uninstall it, if you need to. Install McAfee Internet Security Suite - Special edition from AOL

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