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The soft-margin support vector machine described above is an example of an empirical risk minimization (ERM) algorithm for the hinge loss. Seen this way, support vector machines belong to a natural class of algorithms for statistical inference, and many of its unique features are due to the behavior of the hinge loss.
One disadvantage of this algorithm is that it is necessary to solve QP-problems scaling with the number of SVs. On real world sparse data sets, SMO can be more than 1000 times faster than the chunking algorithm. [1] In 1997, E. Osuna, R. Freund, and F. Girosi proved a theorem which suggests a whole new set of QP algorithms for SVMs. [6]
In machine learning, kernel machines are a class of algorithms for pattern analysis, whose best known member is the support-vector machine (SVM). These methods involve using linear classifiers to solve nonlinear problems. [1]
In machine learning, one-class classification (OCC), also known as unary classification or class-modelling, tries to identify objects of a specific class amongst all objects, by primarily learning from a training set containing only the objects of that class, [1] although there exist variants of one-class classifiers where counter-examples are used to further refine the classification boundary.
Chữ Nôm (𡨸喃, IPA: [t͡ɕɨ˦ˀ˥ nom˧˧]) [5] is a logographic writing system formerly used to write the Vietnamese language.It uses Chinese characters to represent Sino-Vietnamese vocabulary and some native Vietnamese words, with other words represented by new characters created using a variety of methods, including phono-semantic compounds. [6]
Trấn Thành was born and raised in Ho Chi Minh City.His father is of Chinese descent from Guangdong and his mother from Tien Giang.. Trấn Thành trained to pursue his career as an actor when he decided to study actor science at the School of Theater and Cinema in Ho Chi Minh City.
Bún riêu cua is served with tomato broth and topped with minced freshwater crab. In this dish, various freshwater paddy crabs are used, including the brown paddy crab found in rice paddies in Vietnam. The crabs are cleaned to remove dirt and sand, then pounded together (with the shell still on) into a fine paste.
Banh trang wrappers come in various shapes, though circular and squared shapes are most commonly used. A plethora of local Vietnamese ingredients and spices are added to Vietnamese banh trang wrappers for the purpose of creating different flavors and textures, such as sesame seeds , chili , coconut milk , bananas , and durian , to name a few.