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Set of methods for supervised statistical learning
Error-correcting output codes Crammer and Singer proposed a multiclass SVM method which casts the multiclass classification problem into a single optimization problem
Support_vector_machine
Topics referred to by the same term
Multiclass may refer to: Multiclass classification, in machine learning Having multiple character classes in a role-playing game Character class (Dungeons
Multiclass
Problem in machine learning and statistical classification
In machine learning and statistical classification, multiclass classification or multinomial classification is the problem of classifying instances into
Multiclass_classification
Algorithm for supervised learning of binary classifiers
training linear classifiers, the perceptron generalizes naturally to multiclass classification. Here, the input x {\displaystyle x} and the output y {\displaystyle
Perceptron
Game character aspect
Prestige classes add more options for multiclassing. This edition offers the most freedom regarding multiclassing. There are, however, penalties to the
Character class (Dungeons & Dragons)
Character_class_(Dungeons_&_Dragons)
Method used in statistics, pattern recognition, and other fields
best separates (the projections in that space of) the k groups. See “Multiclass LDA” for details below. Because LDA uses canonical variates, it was initially
Linear_discriminant_analysis
Categorization of data using statistics
classification and multiclass classification. In binary classification, a better understood task, only two classes are involved, whereas multiclass classification
Statistical_classification
Data link layer communication protocol
links. Multiclass PPP is a kind of Multilink PPP where each "class" of traffic uses a separate sequence number space and reassembly buffer. Multiclass PPP
Point-to-Point_Protocol
Regression for more than two discrete outcomes
regression is a classification method that generalizes logistic regression to multiclass problems, i.e. with more than two possible discrete outcomes. That is
Multinomial logistic regression
Multinomial_logistic_regression
Measures of observational error
retrieval (see § In information systems). When computing accuracy in multiclass classification, accuracy is simply the fraction of correct classifications:
Accuracy_and_precision
German bus manufacturer
introduction of the 400 series, these name additions with the division into MultiClass, ComfortClass and TopClass were abandoned. Additionally, the name Business
Setra
Machine learning practice of supervised learning
classes and each data item belongs to exactly one of them; Single-label multiclass quantification, corresponding to the case in which there are n > 2 {\displaystyle
Quantification (machine learning)
Quantification_(machine_learning)
Loss function in machine learning
not a proper scoring rule. While binary SVMs are commonly extended to multiclass classification in a one-vs-all or one-vs-one fashion, it is also possible
Hinge_loss
Index that describes the performance of a dichotomous diagnostic test
bounds. Youden's index is also known as deltaP'. It allows for several multiclass generalizations, one of which is (Bookmaker) Informedness. It is the probability
Youden's_J_statistic
Smooth approximation of one-hot arg max
used in various multiclass classification methods, such as multinomial logistic regression (also known as softmax regression), multiclass linear discriminant
Softmax_function
Mathematical functions
}}))]}}} Multiclass cross-entropy compares the observed multiclass output with the predicted probabilities. For a random sample of multiclass outcomes
Hyperbolastic_functions
the mathematical theory of probability, a Kelly network is a general multiclass queueing network. In the network each node is quasireversible and the
Kelly_network
relay TF 4 × 200 m freestyle relay TF 4 × 100 m medley relay TF Men's multiclass Date → 7 Apr 8 Apr 9 Apr 10 Apr 11 Apr 12 Apr Event ↓ M E M E M E M E
2019 Australian Swimming Championships
2019_Australian_Swimming_Championships
Likelihood ratios used for assessing the value of performing a diagnostic test
likelihood ratios were introduced between 1975 and 1980. There is a multiclass version of these likelihood ratios. Two versions of the likelihood ratio
Likelihood ratios in diagnostic testing
Likelihood_ratios_in_diagnostic_testing
Statistical measure of association for two binary variables
present The Matthews correlation coefficient has been generalized to the multiclass case. The generalization called the R K {\displaystyle R_{K}} statistic
Phi_coefficient
butterfly H F 200 m individual medley H F 400 m individual medley H F Men's multiclass Date → 9 Jun 10 Jun 11 Jun 12 Jun 13 Jun 14 Jun Event ↓ M E M E M E M
2019 Australian World Swimming Trials
2019_Australian_World_Swimming_Trials
Statistical measure of a test's accuracy
the true class predicting the classifier prediction, proposing separate multiclass measures Informedness and Markedness for the two directions, noting that
F-score
Fantasy role-playing game
their alignment or gain additional character classes, which is called "Multiclassing". The key way characters progress is by earning experience points (XP)
Dungeons_&_Dragons
session Below are the men's entry multiclass qualifying times for each event. Below are the women's entry multiclass qualifying times for each event. Below
2016 Australian Swimming Championships
2016_Australian_Swimming_Championships
meet. Below were the men's entry multiclass qualifying times for each event. Below were the women's entry multiclass qualifying times for each event.
2014 Australian Short Course Swimming Championships
2014_Australian_Short_Course_Swimming_Championships
Classification problem where multiple labels may be assigned to each instance
assigned to each instance. Multi-label classification is a generalization of multiclass classification, which is the single-label problem of categorizing instances
Multi-label_classification
Ensemble learning method
feature of the classifier. In the paper "Sharing visual features for multiclass and multiview object detection", A. Torralba et al. used GentleBoost for
Boosting_(machine_learning)
Tree-based ensemble machine learning methods
S2CID 233550030. Prinzie, A.; Van den Poel, D. (2008). "Random Forests for multiclass classification: Random MultiNomial Logit". Expert Systems with Applications
Random_forest
Putting things into categories
(binary classification) and cases where there are three or more classes (multiclass classification). Unlike in decision theory, it is assumed that a classifier
Classification
L_{k}(m)=v_{k}\lambda _{m}{\frac {{\frac {m-1}{m}}L_{k}(m)+1}{\mu _{k}}}} In the case of multiclass networks with R classes of customers, each queue k can feature different
Mean_value_analysis
Mathematical study of waiting lines, or queues
1080/15326348808807077. Morozov, E. (2017). "Stability analysis of a multiclass retrial system withcoupled orbit queues". Proceedings of 14th European
Queueing_theory
Artificial neural network node function
multiclass classification networks. These activations perform aggregation over the inputs, such as taking the mean, minimum or maximum. In multiclass
Activation_function
it is an alternative to the multinomial logit model as one method of multiclass classification. It is not to be confused with the multivariate probit
Multinomial_probit
Professor of operations research at MIT
MIT in 1998, with a dissertation titled Stability and Performance of Multiclass Queueing Networks. Gamarnik worked as a research staff member at IBM Thomas
David_Gamarnik
Measure of the effectiveness of a diagnostic test
being positive if the subject does not have the disease. There is also a multiclass version of the diagnostic odds ratio. The rationale for the diagnostic
Diagnostic_odds_ratio
Probabilistic classification algorithm
is the probability that event i occurs (or K such multinomials in the multiclass case). A feature vector x = ( x 1 , … , x n ) {\displaystyle \mathbf {x}
Naive_Bayes_classifier
classification and multiclass classification. In binary classification, a better understood task, only two classes are involved, whereas multiclass classification
Classification_rule
2023 video game
players can also choose to place a level into a different class, known as multiclassing. The game is divided into three acts, with a large, explorable location
Baldur's_Gate_3
Character class in Dungeons & Dragons
such cases. Exceptions to Multiclass Restrictions: Certain feats found in the source material permit unrestricted multiclassing with Paladin: The Complete
Paladin_(Dungeons_&_Dragons)
session Below are the men's entry multiclass qualifying times for each event. Below are the women's entry multiclass qualifying times for each event. Below
2015 Australian Swimming Championships
2015_Australian_Swimming_Championships
Character class in RPG Dungeons and Dragons
free to take as many multiclass feats from other classes as they please, whereas all other classes are only able to take multiclass feats from one other
Bard_(Dungeons_&_Dragons)
Dividing things between two categories
Classification rule Confusion matrix Detection theory Kernel methods Multiclass classification Multi-label classification One-class classification Prosecutor's
Binary_classification
Concept in political and social science
differences in property ownership, political power, and social standing. His multiclass approach to social stratification went beyond economic factors to also
Class_struggle
Passenger transit vehicles
II Single deck ElDorado National–California USA MultiClass S 300 Single deck Setra Germany MultiClass S 400 Single deck Setra Germany MW Single deck Bristol
List_of_buses
Dungeons & Dragons character class
begins the game illiterate and is forced to expend extra skill points or multiclass in order to read and write. Half-Orcs have Barbarian as a favored class
Barbarian (Dungeons & Dragons)
Barbarian_(Dungeons_&_Dragons)
Machine learning problem
to Platt's method when sufficient training data is available. In the multiclass case, one can use a reduction to binary tasks, followed by univariate
Probabilistic_classification
American voice actress
third campaign of the web series began airing in 2021, with Ray as the multiclassed warlock/sorcerer Laudna. Madison Durham, for Polygon in February 2022
Marisha_Ray
American manufacturer of secure identity products
Berlin: Chaos Communication Congress. p. 5. Retrieved 13 January 2011. "HID multiCLASS Contactless Smart Card and Proximity Readers Now Support Indala Proximity
HID_Global
Probability distribution
in machine learning, where it is used as a calibration transform for multiclass probabilistic classifiers. Traditionally the temperature parameter ( a
Dirichlet_distribution
Notion in supervised machine learning
Dinur, Irit; Moran, Shay; Yehudayoff, Amir (2022). "A Characterization of Multiclass Learnability". 2022 IEEE 63rd Annual Symposium on Foundations of Computer
Vapnik–Chervonenkis_dimension
Anguita, Davide, et al. "Human activity recognition on smartphones using a multiclass hardware-friendly support vector machine." Ambient assisted living and
List of datasets for machine-learning research
List_of_datasets_for_machine-learning_research
character, Braius Doomseed, in June 2024. Braius is a minotaur paladin–bard multiclass devoted to Asmodeus. In Campaign 4, Riegel plays as Wicander "Wick" Halovar
List of Critical Role cast members
List_of_Critical_Role_cast_members
Fictional humanoid race
choose either the "fighting-man" or "magic-user" class to start with; multiclassing was allowed, however, elf characters could only take a max of four levels
Elf_(Dungeons_&_Dragons)
Solving multiple machine learning tasks at the same time
performance.[citation needed] Further examples of settings for MTL include multiclass classification and multi-label classification. Multi-task learning works
Multi-task_learning
Statistical model
latent variable Gaussian process model with Pitman–Yor process priors for multiclass classification". Neurocomputing. 120: 482–489. doi:10.1016/j.neucom.2013
Gaussian_process
Machine learning algorithm
classifier. Whereas the SVM classifier supports binary classification, multiclass classification and regression, the structured SVM allows training of a
Structured support vector machine
Structured_support_vector_machine
American game designer
Edition Keep on the Shadowfell, Adventure Book Playtest: New Hybrid and Multiclass Options, Dragon magazine #400 Dragon magazine #360 "TheDartmouth.com |
Mike_Mearls
Coined term by Ted Nelson in 1974
pedagogy. Connectedness Directed graph Gunk (mereology) Multicategory Multiclass classification, Multicriteria classification, Multi-label classification
Intertwingularity
Subfield of mathematical optimization
regularization and quantile regression). Model fitting (particularly multiclass classification). Electricity generation optimization. Combinatorial optimization
Convex_optimization
Overview of and topical guide to machine learning
Multi-armed bandit Multi-label classification Multi expression programming Multiclass classification Multidimensional analysis Multifactor dimensionality reduction
Outline_of_machine_learning
Machine learning algorithm
relaxed algorithm (MIRA) is a machine learning and online algorithm for multiclass classification problems. It is designed to learn a set of parameters (vector
Margin-infused relaxed algorithm
Margin-infused_relaxed_algorithm
Optimization algorithm
Gupta, Maya R.; Bengio, Samy; Weston, Jason (2014). "Training highly multiclass classifiers" (PDF). JMLR. 15 (1): 1461–1492. Hinton, Geoffrey. "Lecture
Stochastic_gradient_descent
South Korean video game
interactions, a religion system that grants in-dungeon bonuses, and multiclassing. South Korean company Ironmace developed Dark and Darker. A demo was
Dark_and_Darker
Error rate in statistical mathematics
classifier that knows the true class probabilities given the predictors. For a multiclass classifier, the expected prediction error may be calculated as follows:
Bayes_error_rate
American academic and historian (born 1934)
traditional principles or models Organization of a new highly regulated, multiclass, integrated national economic structure, whether called national corporatist
Stanley_G._Payne
Ambiguous term in statistics
Originally formulated for binary settings, the ECI has been adapted for multiclass settings, offering both local and global insights into model calibration
Calibration_(statistics)
Dungeons & Dragons adventure module
mainland, and one of the few modules that actually allows characters to multiclass who would not otherwise be able to do so. The background story is that
Mad Monkey vs. the Dragon Claw
Mad_Monkey_vs._the_Dragon_Claw
Family of stochastic processes
Latent Variable Gaussian Process Model with Pitman-Yor Process Priors for Multiclass Classification," Neurocomputing, vol. 120, pp. 482–489, Nov. 2013. doi:10
Dirichlet_process
Australian [[biochemist]] and biophysicist
a measure of the quality of binary and, in its generalized form, also multiclass classifications. Matthews has been a member of the National Academy of
Brian_Matthews_(biochemist)
1982 science fiction action film
bike motorcycle racer who is in the desert competing in the Baja 1000, a multiclass vehicle cross-country race. Swann has a reputation for being a great rider
Timerider: The Adventure of Lyle Swann
Timerider:_The_Adventure_of_Lyle_Swann
American mathematician
1214/10-SSY016. Jennings, Otis; Puha, Amber (2013). "Fluid Limits for Overloaded Multiclass FIFO Single-Server Queues with General Abandonment". Stochastic Systems
Amber_L._Puha
AI's tendency to abruptly and drastically forget old info after learning new info
S2CID 18745466. Dietterich, T. G.; Bakiri, G. (1 January 1995). "Solving Multiclass Learning Problems via Error-Correcting Output Codes". Journal of Artificial
Catastrophic_interference
Dataset of images
Categorization. M.J. Mar韓-Jim閚ez, and N. P閞ez de la Blanca. December 2005 Multiclass Object Recognition with Sparse, Localized Features. Jim Mutch and David
Caltech_101
Movement (Movimiento Nacionalista Revolucionario—MNR) espoused a broad multiclass alliance of workers, peasants, and middle-class elements to do battle
Constitutional history of Bolivia
Constitutional_history_of_Bolivia
Electronic sensor for odor detection
for meat quality studies. The two main objectives of this dataset are multiclass beef classification and microbial population prediction by regression
Electronic_nose
British machine learning academic (born 1971)
Learning" p240 Leveraging Different Learning Rules in Hopfield Nets for Multiclass Classification saiconference.com Storkey, Amos. "Increasing the capacity
Amos_Storkey
Mode (2 characters) or Party Mode (up to 4 characters). An open-ended multiclassing system adds to replayability. Conforms to all elements of the Berlin
List_of_roguelikes
Australian paratriathlete
competition. In 2024, he was awarded South Australian Triathlon's The Para/Multiclass Athlete of the Year (Male). He was ranked ninth in the Men's PTS2 going
Tom_Goodman
Problems involving random attributes
available at the start. The main class of models in this setting is that of multiclass queueing networks (MQNs), widely applied as versatile models of computer
Stochastic_scheduling
Investment security issuing business
assembles mortgages into pools and issues pass-through certificates, multiclass bonds similar to a collateralized mortgage obligation (CMO), or other
Real estate mortgage investment conduit
Real_estate_mortgage_investment_conduit
Harrison, J.M.; Williams, R.J. (1990). "On the Quasireversibility of a Multiclass Brownian Service Station". The Annals of Probability. 18 (3). Institute
BCMP_network
Evolving computer programs with techniques analogous to natural genetic processes
Jason H. (1 February 2019). "Multidimensional genetic programming for multiclass classification". Swarm and Evolutionary Computation. 44: 260–272. doi:10
Genetic_programming
Machine learning algorithm
generalizes k-nearest neighbors (k-NN). k-NN supports binary classification, multiclass classification, and regression, whereas SkNN allows training of a classifier
Structured_kNN
Machine learning technique
(1999-11-01). "Improved learning algorithms for mixture of experts in multiclass classification". Neural Networks. 12 (9): 1229–1252. doi:10.1016/S0893-6080(99)00043-X
Mixture_of_experts
Comedic fantasy webcomic
include: Nale: Elan's evil identical twin brother, the Guild leader. A multiclass fighter/rogue/sorcerer who specializes in enchantment spells, he looks
The_Order_of_the_Stick
Hospital in HV Amsterdam, Netherlands
"RNA-Seq of Tumor-Educated Platelets Enables Blood-Based Pan-Cancer, Multiclass, and Molecular Pathway Cancer Diagnostics". Cancer Cell. 28 (5): 666–676
VU_University_Medical_Center
Statistics and machine learning technique
Learning, 2022 Wu, S., Li, J., & Ding, W. (2023) A geometric framework for multiclass ensemble classifiers, Machine Learning, 112(12), pp. 4929-4958. doi:10
Ensemble_learning
Political party in Cuba
opposed the politics of class struggle. Instead, they tried to build a multiclass and mass insurrectionary movement favoring a 'new Cuba' based on national
ABC_(Cuba)
Statistical modeling technology
PMID 37584642. Banerjee, Arkaprava; Roy, Kunal (2 April 2025). "The multiclass ARKA framework for developing improved q-RASAR models for environmental
Q-RASAR
USA combat service support battalion
the BSA or for high-priority missions. The supply platoon includes a multiclass Supply Support Activity (SSA) operated by the general supply section and
Brigade_support_battalion
2005 video game
own specialised skill trees in addition to the others, allowing them to multiclass more easily without being at as much of a disadvantage. For example, the
Dungeon_Siege_II
2006 tabletop role-playing game supplement
martial skills while multiclassing (either with other base classes or with prestige classes), but more slowly, except when multiclassing with other martial
Tome of Battle: The Book of Nine Swords
Tome_of_Battle:_The_Book_of_Nine_Swords
Emotion modeling in AI
is compared with two other sets of classifiers: one-against-all (OAA) multiclass SVM with Hybrid kernels and the set of classifiers which consists of the
Affective_computing
Distance from a data point to a decision boundary
Ryo; Tanino, Tetsuzo (2011). "Performance evaluation of multiobjective multiclass support vector machines maximizing geometric margins". Numerical Algebra
Margin_(machine_learning)
Moran, Shay; Zhang, Qian (2025-11-16). "Sample Complexity of Agnostic Multiclass Classification: Natarajan Dimension Strikes Back". arXiv:2511.12659 [cs
Natarajan_dimension
1016/j.algal.2025.104055. Banerjee, Arkaprava; Roy, Kunal (2025). "The multiclass ARKA framework for developing improved q-RASAR models for environmental
ARKA_descriptors_in_QSAR
"RNA-Seq of Tumor-Educated Platelets Enables Blood-Based Pan-Cancer, Multiclass, and Molecular Pathway Cancer Diagnostics". Cancer Cell. 28 (5): 666–676
2015_in_science
Supervised machine learning techniques
large set of candidates. The idea of learning is similar to that for multiclass perceptrons. Gökhan BakIr, Ben Taskar, Thomas Hofmann, Bernhard Schölkopf
Structured_prediction
Season of American television series
into finding how the orders are being sent. Mathematics used: supervised multiclass labeling, paper folding, diamond cut, chess and algebraic chess notation
Numbers_season_4
Place in Gauteng, South Africa
bushveld. However, the rich did not buy into the suburb. Instead it became a multiclass area, one to which many poorer people living below the ridge in Doornfontein
Yeoville
MULTICLASS
MULTICLASS
MULTICLASS
MULTICLASS
Boy/Male
Arabic, Muslim
Servant of God
Girl/Female
Indian
Great, Big, Temple
Boy/Male
Indian
Consoler, Comforter
Male
Greek
(Κωνσταντίνος) Greek form of Roman Latin Constantinus, KONSTANTINOS means "steadfast."
Female
Greek
Feminine form of Greek Nêreus, NERINE means "daughter of Nereus" or "sea sprite" or "wet one." It is also the name of a genus of plants native to South Africa but now spread worldwide. It is a bulb plant that produces beautiful pink funnel-shaped flowers in the fall, similar to the Belladonna Lily, though smaller. In use by the English.
Female
Polish
Pet form of Polish Stefania, STEFCIA means "crown."
Girl/Female
Irish
The Irish form of the Latin name Cecilia, the patron saint of music and implies “pure and musical.â€
Girl/Female
Indian, Sanskrit
Friendship
Boy/Male
Indian
One who knows dates, Tall
Boy/Male
Hindu, Indian, Tamil
Gold
MULTICLASS
MULTICLASS
MULTICLASS
MULTICLASS
MULTICLASS