SVM rank solves the same optimization problem as SVM light with the '-z p' option, but it is much faster. The algorithm for solving the quadratic program is a straightforward extension of the ROC-area optimization algorithm described in [Joachims, ] for multiple rankings using the one-slack formulation of SVM struct. While this makes the implementation not very suitable for the special case of ordinal regression [Herbrich et al, ], it means that it is nevertheless fast for small rankings i. If you are looking for Propensity SVM-Rank for learning from incomplete and biased data, please go here. The source code is available at the following location:. Please send me email and let me know that you got it. You call it like. SVM rank learns an unbiased linear classification rule i.
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As one of the largest computer technology companies on the planet, IBM manufactures its fair share of servers and other data center hardware. The company made its name by producing high-quality advanced technology and shifting rapidly as new tech appeared. By offering their own software programmed by their own engineers to run on only one computer brand, IBM salespeople were able to secure clients with long-term contracts. IBM first sold electric typewriters and other machines found in the office. The s and s brought its first forays into making computers. Today IBM operates in more than countries and has nearly half a million employees. It is headquartered in Armonk, New York. Server and mainframe manufacturing is still a big part of what makes Big Blue tick, although it also sells middleware and software, and has become a consulting, hosting, and research powerhouse.