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Support Vector Machine Classification using Mahalanobis Distance Function Ms. Hetal Bhavsar, Dr. Amit Ganatra Abstract— Support Vector Machine (SVM) is a powerful technique for data classification. The SVM constructs an optimal separating hyper-plane as a decision surface, to divide the data points of different categories in the vector space.

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Code Example: Support Vector Machine Classification Using API Objects: This code example performs an end-to-end SVM classification using ENVI API objects. It performs the following steps: Extracts an ENVIExamples object from an attribute image and training data ROIs.

A Relative Evaluation of Multiclass Image Classification by Support Vector Machines. IEEE Transactions on Geoscience and Remote Sensing, 42, 1335 – 1343. Foody, M. G., and Mathur, A. 2004b. Toward Intelligent Training of Supervised Image Classifications: Directing Training Data Acquisition for SVM Classification. Remote Sensing of

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The Support Vector Machine can be viewed as a kernel machine. As a result, you can change its behavior by using a different kernel function. The most popular kernel functions are : the linear kernel; the polynomial kernel; the RBF (Gaussian) kernel; the string kernel; The linear kernel is often recommended for text classification

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