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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)
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
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
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
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
Machine learning calibration technique
(y=1|x)={\frac {1}{1+\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
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
Non-parametric classification method
method. The most intuitive nearest neighbour type classifier is the one nearest neighbour classifier that assigns a point x to the class of its closest
K-nearest_neighbors_algorithm
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
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
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
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
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
for support vector machines (SVMs). For an intended output t = ±1 and a classifier score y, the hinge loss of the prediction y is defined as ℓ ( y ) = max
Hinge_loss
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
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
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
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
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
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)
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
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)
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
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
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
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
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
Metatext NLP Database. Retrieved 26 October 2020. Kim, Byung Joo (2012). "A Classifier for Big Data". Convergence and Hybrid Information Technology. Communications
List of datasets for machine-learning research
List_of_datasets_for_machine-learning_research
Concept in machine learning
related to the regularization properties of the classifier. Specifically a loss function of larger margin increases regularization and produces better estimates
Loss functions for classification
Loss_functions_for_classification
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
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
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
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
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
Chinese artificial intelligence company
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
Indigenous land recognised by the Brazilian government
Congress overturned the presidential veto on most vetoed points by a wide margin, also removing several protections for Indigenous lands: it banned the expansion
Indigenous_territory_(Brazil)
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
Brazilian footballer (born 1992)
South American Footballer of the Year award for the first time, by a record margin. The 2012 season was arguably Neymar's finest with Santos. Early in the
Neymar
Facet of American elections
election, and 60% thought the U.S. government is not doing enough to stop it. Margin of error is ±3.5%. Many election companies are members of the U.S. Cybersecurity
Electronic voting in the United States
Electronic_voting_in_the_United_States
Topic in comparative religion
travelogues and esoteric ethnographies associated the Tibetan plateau and its margins with occult orders and pre-Buddhist "magical" cults. Writers such as Alexandra
Western esotericism and Eastern religions
Western_esotericism_and_Eastern_religions
Dinosaur fossils
length of 58 mm (2.3 in), and the vane is 12 mm (0.47 in) at the widest margin. The end of the feather has an obtuse angle of 110°, while the barbs branch
Specimens_of_Archaeopteryx
Hypothesis of language influencing thought
S2CID 15798043. Kou, J. Y.; Sera, M. D. (2007). "Classifier effect on human categorization: the role of shape classifiers in Chinese Chinese. In". Journal of East
Linguistic_relativity
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
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
providing evidence of the presence of such ornithopods in the southwestern margin of Gondwana since at least the Early Cretaceous. A review of Early Cretaceous
2024 in archosaur paleontology
2024_in_archosaur_paleontology
Intelligence of 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
precise focus on even a single letter. Either or both the drawing lines and margin lines were adorned by artists in some corpuses. On certain folios throughout
Sikh_art
American entrepreneur (born 1984)
"New Hampshire battleground poll shows key Senate showdown is down to the margin of error". Fox News. Archived from the original on February 14, 2023. Retrieved
Jeremy_Kauffman
Genus of perennial flowering plants
as sepal or petal) (Fr) Frilled, Crispa – large single flowers, tepal margins frilled or ruffled (Cr) Cristata, Crested – large single flowers, frilled
Begonia
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
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
Video game character
argued that Bowser Jr. was "a cut above the rest of the cast by a large margin" and suggested targeted nerfs, such as reducing his charge movement speed
Bowser_Jr.
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
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,
Sahra_Wagenknecht_Alliance
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
Subset of motivational theories
the board of a large investment bank, concerned with a too small profit margin, deciding to give the CEO a new incentive package in order to motivate him
Content_theory
1955 lecture series on speech acts by J. L. Austin
ISBN 9780804742160. Derrida, Jacques (1972). "Signature Event Context". Margins of Philosophy. Translated by Bass, Alan. University of Chicago Press: 307–330
How_to_Do_Things_with_Words
Controversy centering on concerns about the biomedical significance of bisphenol A (BPA)
health effects were not expected, the margin of safety was too small for formula-fed infants and proposed classifying the chemical as "'toxic' to human health
Health_effects_of_Bisphenol_A
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
population was encouraged and an Arab bourgeoisie began to develop on the margin of the Jewish bourgeoisie. From the 1980s on, the community developed its
Arab_citizens_of_Israel
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"
Tabular arrangement of the chemical elements
to the Madelung rule, as shown in the accompanying sequence in the left margin (read from top to bottom, left to right). The experimentally determined
Periodic_table
Even with the best companies, performing really well with great profit margins and great growth, a weak board is going to struggle when that company runs
Reactions to the Boeing 737 MAX groundings
Reactions_to_the_Boeing_737_MAX_groundings
Type of AI with wide-ranging abilities
would outperform the best human abilities across every domain by a wide margin. Unlike artificial narrow intelligence (ANI), whose competence is confined
Artificial general intelligence
Artificial_general_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
Atlantic Igneous Province on the Norwegian Margin and from other mid- and high latitude continental margins, indicative of rapid vegetation and soil disturbances
2026_in_paleontology
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
considered appropriate. The U.S. Environmental Protection Agency defines the margin of exposure as "the ratio of the no-observed adverse-effect-level to the
Impact of Agent Orange in Vietnam
Impact_of_Agent_Orange_in_Vietnam
Fiction genre depicting female same-sex relationships
2020. Retrieved January 11, 2021. Welker, James (2008). "Lilies of the Margin: Beautiful Boys and Queer Female Identities in Japan". In Fran Martin; Peter
Yuri_(genre)
Country in Northern Europe
sources classify Lithuania differently for statistical and other purposes. For example, United Nations, and Eurovoc (which additionally classifies Lithuania
Lithuania
Class of statistical modeling methods
recognition and machine learning and used for structured prediction. Whereas a classifier predicts a label for a single sample without considering "neighbouring"
Conditional_random_field
August 21: The Evangelical Lutheran Church in America votes by a 559-441 margin to allow non-celibate gay and lesbian pastors in committed, monogamous relationships
Timeline of same-sex marriage in the United States
Timeline_of_same-sex_marriage_in_the_United_States
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
are a minority community indigenous to Ireland who have existed on the margins of Irish society for centuries. They share common cultural practices, such
Indigenous_peoples
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
Katowice District in Silesian Voivodeship, Poland
in the surrounding areas. Willow-poplar communities dominate the pond margins. In addition to its ecological role, the site serves as a popular recreational
Szopienice-Burowiec
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 TV host and government official (born 1960)
was held on October 25. Oz lost to Fetterman in the Senate election by a margin of 4.9%, conceding defeat on November 9, 2022, and further urging "everyone
Mehmet_Oz
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
Chronology of reforms regarding women's rights
Sterilisation, and Abortion (Safe Areas) Amendment Act 2022 passed into law by a margin of 108 to 12 votes. It received royal assent on 18 March. The Bill creates
Timeline of women's legal rights (other than voting)
Timeline_of_women's_legal_rights_(other_than_voting)
Branch of the Chinese language family
pattern of subordination without a marking particle, while in others a classifier fulfils the role of the Mandarin particle. Especially in conversational
Mandarin_Chinese
Additive process used to make a 3D object
sintering (SLS), FDM is typically the most inexpensive of the three by a large margin,[citation needed] which lends to the popularity of the process. As of 2020
3D_printing
Species of bird in North and Central America
215 birds Neotropical migrants have been identified as causing, by a wide margin, the greatest economic loss. In North America, the damage to corn crops
Red-winged_blackbird
2025 American military action
disapproved of Trump's decision to launch airstrikes against Iran by a margin of 56% to 44%. The strikes reignited a debate over the constitutionality
2025 United States strikes on Iranian nuclear sites
2025_United_States_strikes_on_Iranian_nuclear_sites
Separation between human breasts
Paula; Charlesworth, Sara (2016). "Workplace sexual harassment at the margins". Work, Employment and Society. 30 (1): 118–134. doi:10.1177/0950017014564615
Cleavage_(breasts)
Chinese-speaking ethnoreligious group
Susan Debra; Jensen, Lionel M. (2002). China off center: mapping the margins of the middle kingdom. University of Hawaii Press. p. 121. ISBN 0-8248-2577-2
Hui_people
Family of demersal cephalopod
this toxin is found only in the muscle and is not injected in any form, classifying it as poisonous, not venomous.[better source needed] Cuttlefish are sometimes
Cuttlefish
2021 attack to stop election certification
2021). "House passes $1.9 billion Capitol security bill by a one-vote margin". The New York Times. ISSN 0362-4331. Archived from the original on May
January 6 United States Capitol attack
January_6_United_States_Capitol_attack
Market structure with a single firm dominating the market
the firm faces. The markup rules indicate that the ratio between profit margin and the price is inversely proportional to the price elasticity of demand
Monopoly
Fundamentalist movement within Sunni Islam
military modus operandi in the Indian uprising of 1857". Mutiny at the Margins – New Perspectives on the Indian Uprising of 1857. 4 (3). Singapore: Sage
Wahhabism
Association football tournament in Switzerland
goals in a single game (both teams) (Austria 7 Switzerland 5) greatest margin of victory in a single game (Hungary 9 South Korea 0) (equalled by Yugoslavia
1954_FIFA_World_Cup
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
including everybody, but was also a powerful force to exclude persons at the margins of society, such as the outcasts, illegal immigrants and others. In this
History_of_citizenship
Ruling political party of Russia
opposition candidate Alexander Deyev was winning the mayoral election by a wide margin, after which there were immediate failures at the city telephone exchange
United_Russia
Disputed Russian republic in eastern Ukraine
political climate in Donetsk further pushed far-right groups into the margins. In April 2022, news outlets noted that a video posted on Donetsk People's
Donetsk_People's_Republic
MARGIN CLASSIFIER
MARGIN CLASSIFIER
Male
English
Variant spelling of English Mervin, MARVIN means "marrow-eminent."Â
Surname or Lastname
English
English : from a relatively rare medieval personal name derived from the Latin saint’s name Marinus (or possibly from its feminine equivalent, Marina).
Female
English
Pet form of English Margaret, MARGIE means "pearl."
Boy/Male
Gujarati, Indian, Kannada, Punjabi, Sikh
Margin; Limit
Boy/Male
American, British, Danish, English
Blend of Daryl and Marvin
Male
Polish
Polish form of Roman Latin Martinus, MARCIN means "of/like Mars."
Boy/Male
American, Anglo, Australian, British, English, German, Swedish, Teutonic
Lover of the Sea; Form of Marvin; Sea Lover; Eminent; Great; Marrow
Female
Hungarian
Hungarian and Scandinavian form of Greek Margarites, MARGIT means "pearl."
Male
English
Variant spelling of English Daren, DARRIN means "from Araines."
Female
English
Irish Gaelic unisex name CARLIN means "little champion."
Surname or Lastname
English and French
English and French : variant of Merlin.
Male
French
 French form of Roman Latin Martinus, MARTIN means "of/like Mars." Compare with another form of Martin.
Surname or Lastname
English, Scottish, Irish, French, Dutch, German, Czech, Slovak, Spanish (MartÃn), Italian (Venice), etc.
English, Scottish, Irish, French, Dutch, German, Czech, Slovak, Spanish (MartÃn), Italian (Venice), etc. : from a personal name (Latin Martinus, a derivative of Mars, genitive Martis, the Roman god of fertility and war, whose name may derive ultimately from a root mar ‘gleam’). This was borne by a famous 4th-century saint, Martin of Tours, and consequently became extremely popular throughout Europe in the Middle Ages. As a North American surname, this form has absorbed many cognates from other European forms.English : habitational name from any of several places so called, principally in Hampshire, Lincolnshire, and Worcestershire, named in Old English as ‘settlement by a lake’ (from mere or mær ‘pool’, ‘lake’ + tÅ«n ‘settlement’) or as ‘settlement by a boundary’ (from (ge)mære ‘boundary’ + tÅ«n ‘settlement’). The place name has been charged from Marton under the influence of the personal name Martin.
Surname or Lastname
French
French : derivative of Mange.English and Irish : variant of Mangan, perhaps, in the case of the Irish name, of Manning.
Boy/Male
Indian, Sanskrit
Guide
Boy/Male
English American
Dear friend. Nineteenth-century naturalist Charles Darwin was the first major exponent of human...
Male
Irish
Rare Irish variant form of German Herbert, HARBIN means "bright army."
Male
English
 English form of Roman Latin Martinus, MARTIN means "of/like Mars." Compare with another form of Martin.
Surname or Lastname
English
English : from the Middle English personal name Merewine (Old English Maerwin, from mær ‘fame’ + win ‘friend’).English : from the Old English personal name Merefinn, derived from Old Norse Mora-Finnr.English : from the Old English personal name Mǣrwynn, composed of the elements mǣr ‘famous’, ‘renowned’ + wynn ‘joy’.English : from the Welsh personal name Merfyn, Mervyn, composed of the Old Welsh elements mer, which probably means ‘marrow’, + myn ‘eminent’.English : Mathew Marvin was one of the founders of Hartford, CT, (coming from Cambridge, MA, with Thomas Hooker) in 1635.
Male
French
French form of Roman Latin Marinus, MARIN means "of the sea."
MARGIN CLASSIFIER
MARGIN CLASSIFIER
Boy/Male
Hindu, Indian, Kannada, Tamil, Traditional
Young Lion
Girl/Female
Muslim
Glittering
Boy/Male
Indian
Information on Origin
Girl/Female
Hindu, Indian, Tamil
Calm; Peace
Boy/Male
German
Bear-strength
Boy/Male
Indian
Control; Patient
Girl/Female
Indian
A flower, Sweet smile
Surname or Lastname
English (of Norman origin)
English (of Norman origin) : from the medieval personal name Ponc(h)e, Pons (see Ponce).English (of Norman origin) : habitational name from Ponts in La Manche and Seine-Maritime, Normandy, from Latin pontes ‘bridges’ (see Pont).English (of Norman origin) : nickname for a fop or dandy, from points ‘laces for hose’ (see Pointer 1).
Girl/Female
American, Australian, Christian, French, German, Greek, Latin
Pearl; Diminutive of Margaret
Biblical
a thorn
MARGIN CLASSIFIER
MARGIN CLASSIFIER
MARGIN CLASSIFIER
MARGIN CLASSIFIER
MARGIN CLASSIFIER
a.
Being a virgin; chaste; of or pertaining to a virgin; becoming a virgin; maidenly; modest; indicating modesty; as, a virgin blush.
n.
A border; edge; brink; verge; as, the margin of a river or lake.
a.
Having the color called maroon. See 4th Maroon.
n.
An explosive shell. See Marron, 3.
v. t.
To furnish with a margin.
n.
A margin; border; brink; edge.
imp. & p. p.
of Margin
v. t.
To wind marline around; as, to marline a rope.
a.
Written or printed in the margin; as, a marginal note or gloss.
a.
Having a margin.
a.
Pure; undefiled; unmixed; fresh; new; as, virgin soil; virgin gold.
n.
A bird. See Martin.
v. t.
To enter in the margin of a page.
a.
Of or pertaining to a margin.
n.
See Malkin, and Maukin.
a.
A picture representing some marine subject.
a.
Malignant; as, a malign ulcer.
a.
A chestnut color; maroon.
v. t.
To enter or note down upon the margin of a page; to margin.
n.
See Malkin.