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Machine learning algorithm
In machine learning (ML), a margin classifier is a type of classification model which is able to give an associated distance from the decision boundary
Margin_classifier
Set of methods for supervised statistical learning
it is known as the maximum-margin hyperplane and the linear classifier it defines is known as a maximum-margin classifier; or equivalently, the perceptron
Support_vector_machine
Distance from a data point to a decision boundary
it is known as the maximum-margin hyperplane, and the linear classifier it defines is known as a maximum margin classifier (or, equivalently, the perceptron
Margin_(machine_learning)
Ensemble learning method
learner is defined as a classifier that performs only slightly better than random guessing, whereas a strong learner is a classifier that is highly correlated
Boosting_(machine_learning)
Statistical classification in machine learning
simpler definition is to say that a linear classifier is one whose decision boundaries are linear. Such classifiers work well for practical problems such as
Linear_classifier
Machine learning problem
In machine learning, a probabilistic classifier is a classifier that is able to predict, given an observation of an input, a probability distribution over
Probabilistic_classification
Supervised boosting classification model
Boosting (LPBoost) is a supervised classifier from the boosting family of classifiers. LPBoost maximizes a margin between training samples of different
LPBoost
Overview of and topical guide to machine learning
regression (LARS) Classifiers Probabilistic classifier Naive Bayes classifier Binary classifier Linear classifier Hierarchical classifier Dimensionality
Outline_of_machine_learning
One of the Chinese Classic Novels
Water Margin (simplified Chinese: 水浒传; traditional Chinese: 水滸傳; pinyin: Shuǐhǔ Zhuàn), also called Outlaws of the Marsh or All Men Are Brothers, is a
Water_Margin
Hypersurface used by a classification algorithm
underlying vector space into two sets, one for each class. The classifier will classify all the points on one side of the decision boundary as belonging
Decision_boundary
Geometric property of a pair of sets of points in Euclidean geometry
it is known as the maximum-margin hyperplane and the linear classifier it defines is known as a maximum margin classifier. More formally, given some training
Linear_separability
Machine learning calibration technique
estimates P(y=1|x)=11+exp(Af(x)+B) i.e., a logistic transformation of the classifier output f(x), where A and B are two scalar parameters that are learned
Platt_scaling
Non-parametric classification method
method. The most intuitive nearest neighbor type classifier is the one nearest neighbor classifier that assigns a point x to the class of its closest
K-nearest_neighbors_algorithm
Problem in machine learning and statistical classification
decisions means applying all classifiers to an unseen sample x and predicting the label k for which the corresponding classifier reports the highest confidence
Multiclass_classification
Adaptive boosting based classification algorithm
harder-to-classify examples. AdaBoost refers to a particular method of training a boosted classifier. A boosted classifier is a classifier of the form
AdaBoost
Loss function in machine learning
classifier score y, the hinge loss of the prediction y is defined as: ℓ(y)=max(0,1−t⋅y) Note that y should be the "raw" output of the classifier's decision
Hinge_loss
Algorithm for supervised learning of binary classifiers
perceptron is an algorithm for supervised learning of binary classifiers. A binary classifier is a function that can decide whether or not an input, represented
Perceptron
Transition between oceanic and continental lithosphere that is not an active plate margin
A passive margin is the transition between oceanic and continental lithosphere that is not an active plate margin. A passive margin forms by sedimentation
Passive_margin
Type of statistical analysis
Support vector machine (with a Gaussian kernel): a nonparametric large-margin classifier. Method of moments: estimator for a single value, such as the mean
Nonparametric_statistics
Measure of the error of an estimator
Cabestany, Joan (2001). "Oriented principal component analysis for large margin classifiers". Neural Networks. 14 (10): 1447–1461. doi:10.1016/S0893-6080(01)00106-X
Mean_squared_error
Boolean classifier from one decision
This classifier is implemented in Weka under the name OneR (for "1-rule"). This is what has been implemented in Weka's DecisionStump classifier. Reyzin
Decision_stump
Regression analysis for modeling ordinal data
Obermayer, Klaus (2000). "Large Margin Rank Boundaries for Ordinal Regression". Advances in Large Margin Classifiers. MIT Press. pp. 115–132. Rennie,
Ordinal_regression
Ambiguous term in statistics
out to be 30 percent." Calibration in classification means transforming classifier scores into class membership probabilities. An overview of calibration
Calibration_(statistics)
Boosting algorithm
the final classifier. In turn, if the final classifier is learned from the non-noisy examples, the generalization error of the final classifier may be much
BrownBoost
Measures of observational error
classifications}}}} This is usually expressed as a percentage. For example, if a classifier makes ten predictions and nine of them are correct, the accuracy is 90%
Accuracy_and_precision
French-born researcher in machine learning (born 1961)
Isabelle Guyon and Vladmir Vapnik, A training algorithm for optimal margin classifiers, Proceedings of the fifth annual workshop on Computational learning
Isabelle_Guyon
Algorithm for solving the quadratic programming problem from training SVMs
Guyon, I. M.; Vapnik, V. N. (1992). "A training algorithm for optimal margin classifiers". Proceedings of the fifth annual workshop on Computational learning
Sequential minimal optimization
Sequential_minimal_optimization
Mass spectrometry software
September 2000). "Probabilities for SV Machines". Advances in Large-Margin Classifiers: 61–74. doi:10.7551/mitpress/1113.003.0008. ISBN 978-0-262-28397-7
SIRIUS_(software)
Concept in machine learning
functions, the loss margin can be defined as μϕ=−ϕ′(0)ϕ″(0) and shown to be directly related to the regularization properties of the classifier. Specifically
Loss functions for classification
Loss_functions_for_classification
Machine learning algorithm
algorithm that generalizes the support vector machine (SVM) classifier. Whereas the SVM classifier supports binary classification, multiclass classification
Structured support vector machine
Structured_support_vector_machine
Statistical machine learning algorithm for metric learning
; Torr P.H.S.; Zisserman A. (2007). "An Invariant Large Margin Nearest Neighbour Classifier". 2007 IEEE 11th International Conference on Computer Vision
Large_margin_nearest_neighbor
local parameters and aggregation of the reported data. Standard gross margins or SGMs enable the classification of farms according to the type of enterprises
Farm_Structure_Survey
Iterative method for finding a linear decision boundary
implicitly mapping data to a higher-dimensional feature space. Linear classifier Perceptron Pattern recognition Machine learning Support vector machine
Ho–Kashyap_algorithm
Generative AI chatbot by OpenAI
surveys, respondents favored the release of such a tool by a four-to-one margin, but nearly 30% of users declared that they would use ChatGPT less often
ChatGPT
Subset of artificial intelligence
has been labelled as "normal" and "abnormal" and involves training a classifier (the key difference from many other statistical classification problems
Machine_learning
1897 novella by Joseph Conrad
novella dignifies the men in the forecastle and "explores voices at the margin of society". Some critics have described the novella as marking the start
The_Nigger_of_the_"Narcissus"
Influential 2012 deep convolutional neural network
in the ImageNet Large Scale Visual Recognition Challenge (ILSVRC). It classifies images into 1,000 distinct object categories and is regarded as the first
AlexNet
American labor union leader (born 1975)
Ticket, Fischer held a narrow lead of 39% to 38% over Osborn, within the margin of error, while 23% of voters were undecided. The poll led the Nebraska
Dan_Osborn
President of Venezuela from 2013 to 2026
third term, though evidence showed that he lost the election by a wide margin. In 2026, he was seized in a U.S. military raid at his residence and transported
Nicolás_Maduro
Intelligence in machines
Bayes classifier is reportedly the "most widely used learner" at Google, due in part to its scalability. Neural networks are also used as classifiers. An
Artificial_intelligence
Taxonomic AI processes
identified images of a species, a classifier is trained. Once exposed to a sufficient amount of training data, this classifier can then identify the trained
Automated species identification
Automated_species_identification
Varying application boundaries
other respects they conform to logical rules (see Russell's paradox). If a margin of indeterminacy therefore persists, then binary logic cannot totally remove
Fuzzy_concept
Family of machine learning techniques
classify correctly. In classical detectors, hard negative mining is an iterative, cache-based procedure layered on top of an SVM or other classifier:
Hard_negative_mining
British internet content subscription service
platform was established in 2016. As of 2026[update] OnlyFans has 37% net margin; in earnings per employee, it surpasses nVidia and Apple. Shortly after
OnlyFans
Prime Minister of Israel in 2022
The Knesset ultimately voted in favor of the new government by a one-vote margin on 13 June. the government was sworn in that same day, with Lapid becoming
Yair_Lapid
Political party in Brazil
in Brazil that is currently the country's ruling party. Some scholars classify its ideology in the 21st century as social democracy, with the party shifting
Workers'_Party_(Brazil)
Agreements between firms at different levels of a supply chain
integration Measures Herfindahl–Hirschman index Lerner index Market share Profit margin SSNIP test Mitigation Excess profits tax Local-loop unbundling Market share
Vertical_agreement
Country in Northern Europe
sources classify Lithuania differently for statistical and other purposes. For example, United Nations, and Eurovoc (which additionally classifies Lithuania
Lithuania
Medium-sized toothed whale species
the former are bent inward, while the latter are swept back on the front margins. This is thought to be an adaptation for reducing drag caused by the tusk
Narwhal
as produced in an area with an ephemeral lake system rather than at the margin of a perennial lake. Xing et al. (2026) report the discovery of new theropod
2026 in archosaur paleontology
2026_in_archosaur_paleontology
Practice and study of secure communication techniques
in a reasonable amount of time compared to pure cryptanalysis by a high margin. Much of the theoretical work in cryptography concerns cryptographic primitives—algorithms
Cryptography
the Pre-Pottery Neolithic B (PPNB) have been recovered on the western margins of the desert. Ultimately, southern Mesopotamia gave rise to two of the
Neolithic_in_the_Near_East
Country in North America
election, Felipe Calderón from the PAN was declared the winner, with a narrow margin (0.6%) over leftist politician Andrés Manuel López Obrador of the Party
Mexico
American chess grandmaster (1943–2008)
(1-point margin in 1957/58), 57 (1-point margin in 1958/59), 62 (1-point margin in 1959/60), 67 (2-point margin in 1960/61), 71 (1-point margin in 1962/63)
Bobby_Fischer
operators controlled certain of its industries and maintained high profit margins. The physician who ran the farm's for-profit blood bank, for instance,
History of United States prison systems
History_of_United_States_prison_systems
Turkic ethnic group
Crossley; Helen F. Siu; Donald S. Sutton (January 2006). Empire at the Margins: Culture, Ethnicity, and Frontier in Early Modern China. University of
Uyghurs
Bronze Age civilisation in South Asia
the Indus. Around 6500 BCE, agriculture emerged in Balochistan, on the margins of the Indus alluvium. In the following millennia, settled life made inroads
Indus_Valley_Civilisation
that hasn't elected a non-Republican to the Senate since 2006, the close margin elevated his profile and motivated supporters heading into the next election
2026 United States Senate election in Nebraska
2026_United_States_Senate_election_in_Nebraska
2016). "Mantis named after Ruth Bader Ginsburg may usher in new way to classify insects". Science. Retrieved 1 June 2016. "Name species for U.S. Supreme
List of organisms named after famous people (born 1925–1949)
List_of_organisms_named_after_famous_people_(born_1925–1949)
Northwest Semitic language
Death of Written Hebrew, and Language Shift in the Persian Period (PDF). Margins of Writing, Origins of Cultures. University of Chicago. pp. 137–147.
Hebrew_language
Species of plant
has solid green leaves. The Manjula variety has leaves with dark green margins with cream-colored centers. The Marble Queen variety has green leaves with
Epipremnum_aureum
Fictional monster, or kaiju
were effective to attract additional audiences (accompanying adults), and margins between tickets for children and adults were recoverable with sales of
Gamera
Assumptions for inference in machine learning
maximize conditional independence. This is the bias used in the Naive Bayes classifier. Minimum cross-validation error: when trying to choose among hypotheses
Inductive_bias
American administrator and business executive (born 1948)
took place on August 14, 2012. McMahon defeated Shays by a three-to-one margin, spending $15.7 million of her money on the campaign. She lost to Democratic
Linda_McMahon
Procedures to optimize practices in cost efficient ways
its contribution margin: CONTRIBUTION MARGIN RATIO The contribution margin can also be expressed as a percentage. The contribution margin ratio, which is
Cost_accounting
American politician (born 1964)
Hassebrook supported it. Ricketts outspent Hassebrook by a considerable margin. In the last spending report filed before the election, he said he had loaned
Pete_Ricketts
linear binary classifier: a vector of weights w (and optionally an intercept term b, omitted here for simplicity) that is used to classify a sample vector
Kernel_perceptron
Series of language models developed by DeepSeek
there are several FFN modules in parallel ("routed experts") and a small classifier ("gate") to compute a score for all these modules upon each token. Only
DeepSeek_(AI)
nationalist-populist Marine Le Pen. In the first round of voting, Macron led by a margin of about four percentage points over Le Pen. In the first round of the 2017
2020s_in_Europe
French intellectual and literary figure (1897–1962)
lucidly grasp the necessity, for an economy such as theirs, of having a margin of profitless operations. An immense industrial network cannot be managed
Georges_Bataille
Early Germanic people
Pilhofer (eds.). Early Christianity in Asia Minor and Cyprus: From the Margins to the Mainstream. Vol. 109. Leiden: Brill. pp. 13–48. Christensen, Arne
Goths
Statistical model for a binary dependent variable
classification (it is not a classifier), though it can be used to make a classifier, for instance by choosing a cutoff value and classifying inputs with probability
Logistic_regression
Use of AI by the Israel Defense Forces in the Gaza war
invest manpower and time in a junior militant "you're willing to take the margin of error of using artificial intelligence." The IDF issued a statement that
AI-assisted targeting in the Gaza Strip
AI-assisted_targeting_in_the_Gaza_Strip
Neolithic archaeological site in Turkey
Mind: Boundaries, Art and Ritual at Göbekli Tepe". The Archaeology of the 'Margins'. Studies on Ancient West Asia in Honour of Peter M.M.G. Akkermans. Analecta
Göbekli_Tepe
Neurodevelopmental disorder
1177/1461444812457338. hdl:10072/47764. Carey C. Allison (2010). On the Margins of Citizenship: Intellectual Disability and Civil Rights in Twentieth-Century
Intellectual_disability
American religious leader (born 1933)
Nation of Islam. August 5, 2010. Retrieved November 16, 2014. "Memos on the Margin-971222 Letter from Louis Farrakhan". Polyconomics.com. Retrieved November
Louis_Farrakhan
Opioid medication
5 mg/kg intraperitoneally, 27.8 mg/kg by oral administration, The safety margin in rats is ~280. The LD50 in humans is unknown. In 2023, overdose deaths
Fentanyl
Current geological epoch
Anthropocene Epoch proposal of the working group was voted down by a wide margin by the SQS, owing largely to its shallow sedimentary record and extremely
Holocene
Natural history of the Chagos Archipelago in the Indian Ocean
west but also a supplier of larvae. The archipelago lies at the eastern margin of the Seychelles–Chagos thermocline ridge, where cold water from below
Ecology of the Chagos Archipelago
Ecology_of_the_Chagos_Archipelago
1904–1905 French political scandal
government's credibility was eroding; their majority had reduced to a slim margin of only 2 votes. Among the votes of the majority were those of six deputy
Affair_of_the_Cards
Agricultural policy framework in Canada
"arguments presented by various stakeholders, an evaluation of the processors' margin, and economic indicators such as the consumer price index". The support
Dairy and poultry supply management in Canada
Dairy_and_poultry_supply_management_in_Canada
Incorrect or inaccurate action
classifying medical errors. Blooper Blunder (chess) – Error in chess that severely worsens the player's position Fallacy – Error in reasoning Margin of
Error
Ultra-low-cost airline of Ireland
fastest turnaround times in the aviation industry and maximise profit margins, Ryanair utilises a highly customised and utilitarian cabin configuration
Ryanair
were asked: "How would you rate the president listed below?" There was a margin of error of 4.1% in the poll. A Gallup poll taken December 2–18, 2024, asked
Historical rankings of presidents of the United States
Historical_rankings_of_presidents_of_the_United_States
Exposure in the roots of the teeth
the teeth caused by a loss of gum tissue or retraction of the gingival margin from the crown of the teeth. Gum recession is a common problem in adults
Gingival_recession
Extinct giant shark species
Codrea; Djuric, Dragana (2019). "Middle Miocene shark teeth from the southern margin of the Pannonian basin system (Serbia, Central Paratethys". Geoloski Anali
Megalodon
Country in South America
interruption, the official count showed Morales fractionally clearing the 10-point margin he needed to avoid a runoff election, with the final official tally counted
Bolivia
Edible berry
leaflets on petioles, each leaflet up to 8 cm (3 in) long, with a serrated margin; both the stem and leaves are densely glandular-hairy. Seedlings 7 days
Tomato
French naturalized American Christian leader active in France and the United States
religious indifferentism for a Catholic mind. As a result, he was kept at the margins of the Parliament." He did not take an official part in it. At this time
René_Vilatte
28, 2021. Perez-Carmona, Alexander (2013). "Growth: A Discussion of the Margins of Economic and Ecological Thought". In Meuleman, Louis (ed.). Transgovernance
Global_catastrophe_scenarios
(September 1973). "A theory of marginotomy. The incomplete copying of template margin in enzymic synthesis of polynucleotides and biological significance of the
Timeline_of_aging_research
American politician and lawyer (born 1962)
Nelson, a lawyer, and Libertarian Party nominee Michael Ray Harris by a margin of 4,173,538 (50.6 percent) to 3,874,096 (47 percent) and Harris receiving
Ken_Paxton
to take the majority of the House, holding only a narrow, single-digit margin following the 2022 election. Congress passed the Voting Rights Act of 1965
Democratic backsliding in the United States
Democratic_backsliding_in_the_United_States
Vehicles designed for executing construction tasks
and other workers in safety-sensitive positions. Due to the small profit margins on construction projects it is important to maintain accurate records concerning
Heavy_equipment
Failed New Zealand legislation proposal
Zealand Parliament voted not to progress the Treaty Principles Bill by a margin of 112 to 11 votes. The ACT party was the only party to support the bill
Treaty_Principles_Bill
Country primarily in North America
1.44% of total GDP to charity—the highest rate in the world by a large margin. Americans have traditionally been characterized by a unifying political
United_States
English footballer (born 1972)
winners Bayern Munich), and won their 28th La Liga crown by a seven-point margin over the previous season's champions, Deportivo La Coruña; the club's first
Steve_McManaman
Philosopher and writer (born 1973)
of analytic philosophy on a messy corpus of ideas that emerged at the margins of academic thought." In his 2024 book, Deep Utopia: Life and Meaning in
Nick_Bostrom
Political party in Germany
released the final results of the 2025 parliamentary election - BSW's vote margin increased to 4.981%. Compared to the preliminary results from February,
Alliance for Social Justice and Economic Reason
Alliance_for_Social_Justice_and_Economic_Reason
produced (providing evidence of presence of large theropod tracks in lake-margin strata and evidence of presence of large herbivorous dinosaur tracks in
2025 in archosaur paleontology
2025_in_archosaur_paleontology
travel, tourism, insurance
MARGIN CLASSIFIER
MARGIN CLASSIFIER
MARGIN CLASSIFIER
MARGIN CLASSIFIER
MARGIN CLASSIFIER
MARGIN CLASSIFIER
MARGIN CLASSIFIER
MARGIN CLASSIFIER
MARGIN CLASSIFIER
travel, tourism, insurance