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LIBSVM and LIBLINEAR are two popular open source machine learning libraries, both developed at the National Taiwan University and both written in C++ though with a C API. LIBSVM implements the sequential minimal optimization (SMO) algorithm for kernelized support vector machines (SVMs), supporting classification and regression . [ 1 ]
Least-squares support-vector machines (LS-SVM) for statistics and in statistical modeling, are least-squares versions of support-vector machines (SVM), which are a set of related supervised learning methods that analyze data and recognize patterns, and which are used for classification and regression analysis.
scikit-learn (formerly scikits.learn and also known as sklearn) is a free and open-source machine learning library for the Python programming language. [3] It features various classification, regression and clustering algorithms including support-vector machines, random forests, gradient boosting, k-means and DBSCAN, and is designed to interoperate with the Python numerical and scientific ...
libsvm, LIBSVM is a popular library of SVM learners; liblinear is a library for large linear classification including some SVMs; SVM light is a collection of software tools for learning and classification using SVM; SVMJS live demo Archived 2013-05-05 at the Wayback Machine is a GUI demo for JavaScript implementation of SVMs
Sequential minimal optimization (SMO) is an algorithm for solving the quadratic programming (QP) problem that arises during the training of support-vector machines (SVM). It was invented by John Platt in 1998 at Microsoft Research. [1]
In machine learning, a ranking SVM is a variant of the support vector machine algorithm, which is used to solve certain ranking problems (via learning to rank).The ranking SVM algorithm was published by Thorsten Joachims in 2002. [1]
Probabilistic context-free grammar (PCFG) – another name for stochastic context-free grammar. Stochastic context-free grammar (SCFG) – Systemic functional grammar (SFG) – Tree-adjoining grammar (TAG) – Natural language – n-gram – sequence of n number of tokens, where a "token" is a character, syllable, or word. The n is replaced by ...
libSVM: SVM "LIBSVM -- A Library for Support Vector Machines". 3. Orange: RF, SVM, and Naïve Bayesian "Orange Data Mining". 4. RapidMiner: SVM, RF, Naïve Bayes, DT, ANN, and k-NN "RapidMiner | #1 Open Source Predictive Analytics Platform". 5. Weka: RF, SVM, and Naïve Bayes "Weka 3 - Data Mining with Open Source Machine Learning Software in ...