Explain SUPPORT VECTOR MACHINE: Also, SVM. Imagine that you want to write a function that draws a line on a two-dimensional x-y graph that separates two different kinds of points—that is, it classifies them into two categories—but you can't, because on that graph they're too mixed together. Now imagine that the points are in three dimensions, and you can classify them by writing a function that describes a plane that can be positioned at any angle and position in those three dimensions, giving you more opportunities to find a working mathematical classifier. This plane that is one dimension less than the space around it, such as a two-dimensional plane in a three-dimensional space or a one-dimensional line on a two-dimensional space, is known as a hyperplane. A support vector machine is a supervised learning classification tool that seeks a dividing hyperplane for any number of dimensions. (Keep in mind that “dimensions” don't have to be x, y, and z position coordinates, but any features you choose to drive the categorization.) SVMs have also been used for regression tasks as well as categorization tasks. See also supervised learning, feature.
Different definitions in web development like support vector machine in Dictionary S.
- Manual SPSS:
- Meaning statistical software package, or according to the product home page, “predictive analytics software.”[spss] The product has always been popular in the social sciences. The company, founded in 1968 support vector machine definition.
- Manual Supervised Learning:
- Meaning learning algorithm in which a system is taught to classify input into specific, known classes. The classic example is sorting email into spam versus ham. See also unsupervised learning, reinforcement support vector machine explain.
- Manual Spatiotemporal Data:
- Meaning Time series data that also includes geographic identifiers such as latitude-longitude pairs. See also time series data support vector machine what is.
- Manual Standard Deviation:
- Meaning the variance, and a common way to indicate just how different a particular measurement is from the mean. “An observation more than three standard deviations away from the mean can be considered quite support vector machine meaning.
- Manual Standard Normal Distribution:
- Meaning distribution with a mean of 0 and a standard deviation of 1. When graphed, it’s a bell-shaped curve centered around the y axis, where x=0. See also normal distribution, mean, standard deviation support vector machine abbreviation.
