SVM meaning in Internet ?

Answer: What is Support Vector Machines mean?

In machine learning, support-vector machines (SVMs, also support-vector networks) are supervised learning models with associated learning algorithms that analyze data for classification and regression analysis. Developed at AT&T Bell Laboratories by Vladimir Vapnik with colleagues (Boser et al., 1992, Guyon et al., 1993, Vapnik et al., 1997) SVMs are one of the most robust prediction methods, being based on statistical learning frameworks or VC theory proposed by Vapnik (1982, 1995) and Chervonenkis (1974). Given a set of training examples, each marked as belonging to one of two categories, an SVM training algorithm builds a model that assigns new examples to one category or the other, making it a non-probabilistic binary linear classifier (although methods such as Platt scaling exist to use SVM in a probabilistic classification setting). SVM maps training examples to points in space so as to maximise the width of the gap between the two categories. New examples are then mapped into that same space and predicted to belong to a category based on which side of the gap they fall.

In addition to performing linear classification, SVMs can efficiently perform a non-linear classification using what is called the kernel trick, implicitly mapping their inputs into high-dimensional feature spaces.

When data are unlabelled, supervised learning is not possible, and an unsupervised learning approach is required, which attempts to find natural clustering of the data to groups, and then map new data to these formed groups. The support-vector clustering algorithm, created by Hava Siegelmann and Vladimir Vapnik, applies the statistics of support vectors, developed in the support vector machines algorithm, to categorize unlabeled data, and is one of the most widely used clustering algorithms in industrial applications.

reference

Full Form	Category
School of Veterinary Medicine	Academic & Science
ServiceMaster Company	Business
Silicon Valley Microelectronics	Business
Svm Uk Emerg	Business
Silvercorp Metals Incorporated	Business
Sovereign Metals Ltd	Business
Society for Vascular Medicine	Business
Software Version Management	Computing
Simple Virtual Machine	Computing
Smart Volume Management	Computing
System Voltage Monitoring	Computing
Scan Velocity Modulation	Computing
Space Vector Modulation	Computing
Secure Virtual Machine	Computing
Solaris Volume Manager	Computing
San Volume Manager	Computing
Shared Virtual Memory	Computing
System Virtual Memory	Computing
Storage Virtualization Manager	Computing
Storage Virtual Machine	Computing
Scanning Velocity Modulation	General
Stamp Vending Machine	General
Safe Virtual Machine	General
Special Vehicle Manufacturer	General
Side View Mirror	General
Security Video Mirror	General
Special Value Model	General
Support Vector Machine	General
Strictly Vettes of Memphis	General
Software Versions Management	General
Swiss Volvo Meeting	General
Surround View Monitor	General
Small Volume Motor Vehicle Manufacturer	General
Severn Valley Motorsport	General
Sunvisors with Vanity Mirrors	General
Side View Monitor	General
Special Vehicle Multifunction	General
SANVERDAM CHUCH	Indian Railway Station
Support Vector Machines	Internet
Synthetic Visual Map	Military and Defence
Secure Visitor Management	Military and Defence
St. Paul's Mission, Queensland, Australia	Regional
Service Module	Space Science
Sensor Verification Mechanism	Space Science
Kudchade	Transport & Travel