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Classification problem where multiple labels may be assigned to each instance
learning, multi-label classification or multi-output classification is a variant of the classification problem where multiple nonexclusive labels may be
Multi-label_classification
Problem in machine learning and statistical classification
multiclass problems. Multiclass classification should not be confused with multi-label classification, where multiple labels are to be predicted for each
Multiclass_classification
Solving multiple machine learning tasks at the same time
examples of settings for MTL include multiclass classification and multi-label classification. Multi-task learning works because regularization induced
Multi-task_learning
Table layout for visualizing performance; also called an error matrix
can also be extended to Multi-label classification (where multiple classes can be predicted at once) and soft-label classification (where classes can be
Confusion_matrix
videos for tasks such as object detection, facial recognition, and multi-label classification. See (Calli et al, 2015) for a review of 33 datasets of 3D object
List of datasets in computer vision and image processing
List_of_datasets_in_computer_vision_and_image_processing
Dividing things between two categories
inference Classification rule Confusion matrix Detection theory Kernel methods Multiclass classification Multi-label classification One-class classification Prosecutor's
Binary_classification
Overview of and topical guide to machine learning
Mountain car problem Movidius Multi-armed bandit Multi-label classification Multi expression programming Multiclass classification Multidimensional analysis
Outline_of_machine_learning
Coined term by Ted Nelson in 1974
Gunk (mereology) Multicategory Multiclass classification, Multicriteria classification, Multi-label classification Multigraph Multiple inheritance Polysemy
Intertwingularity
Categorical perception Categorization Discrimination Master status Multi-label classification Prejudice Self-categorization theory Social stigma Stereotype
Labels_of_primary_potency
transformation in multi-label classification. It combines the computational efficiency of the binary relevance method while still being able to take the label dependencies
Classifier_chains
Putting things into categories
be called a taxonomy). Or it may refer to the label given to an object by the classifier. Classification is a part of many different kinds of activities
Classification
Indian computer scientist
called Extreme Classification (also known as Extreme Multi-label Classification). Extreme Classification focuses on Multi-Label Classification at the scale
Manik Varma (computer scientist)
Manik_Varma_(computer_scientist)
South Wales, 2002. Graves, Alex, et al. "Connectionist temporal classification: labelling unsegmented sequence data with recurrent neural networks." Proceedings
List of datasets for machine-learning research
List_of_datasets_for_machine-learning_research
Type of supervised learning in machine learning
individually labeled, the learner receives a set of labeled bags, each containing many instances. In the simple case of multiple-instance binary classification, a
Multiple_instance_learning
Artificial intelligence project
Solving Assistants, Arlington, VA, November 2005. Collective Multi-Label Classification, Nadia Ghamrawi and Andrew McCallum. CIKM'05, Bremen, Germany
CALO
include multi-task learning (also called multi-output learning or vector-valued learning), transfer learning, and co-kriging. Multi-label classification can
Kernel methods for vector output
Kernel_methods_for_vector_output
Geoff; Pfahringer, Bernhard (2012). "Scalable and efficient multi-label classification for evolving data streams". Machine Learning. 88 (1–2): 243–272
Massive_Online_Analysis
Categorization of data using statistics
group-label to each new observation. Classification can be thought of as two separate problems – binary classification and multiclass classification. In
Statistical_classification
Algorithm from machine learning
weights, and thus two hyperplanes. This can then be generalized for multi-label classification. In certain circumstances, it can be shown that the number of
Winnow_(algorithm)
Organization of mental concepts
Characterization (mathematics) Classification (general theory) Knolling Library classification Multi-label classification Pattern recognition Shared intentionality
Cognitive_categorization
Species of bird
Muhammad Tanvir; Sulaiman, Muhammad; Shahid, Abdul (2021-11-09). "Multi-label classification of research articles using Word2Vec and identification of similarity
Yellow-throated_cuckoo
Classification of stars based on spectral properties
In astronomy, stellar classification is the classification of stars based on their spectral characteristics. Electromagnetic radiation from the star is
Stellar_classification
Non-parametric classification method
and later expanded by Thomas Cover. In classification, a new example is assigned a label based on the labels of its k nearest training examples; in regression
K-nearest_neighbors_algorithm
Machine learning practice of supervised learning
Quantification is different from classification, since the goal of classification is to predict the class labels of individual data items, while the
Quantification (machine learning)
Quantification_(machine_learning)
American computer scientist
(2021). "Enzyme promiscuity prediction using hierarchy-informed multi-label classification". Bioinformatics. 37 (14): 2017–2024. doi:10.1093/bioinformatics/btab054
Soha_Hassoun
network theory, collective classification is the simultaneous prediction of the labels for multiple objects, where each label is predicted using information
Collective_classification
Automated recognition of patterns and regularities in data
instead of simply a single best label. When the number of possible labels is fairly small (e.g., in the case of classification), N may be set so that the probability
Pattern_recognition
Machine learning library for data streams in Python
is a free and open source software machine learning library for multi-output/multi-label and stream data written in Python. scikit-multiflow allows to easily
Scikit-multiflow
Machine learning algorithm
a discrete set of values are called classification trees; in these tree structures, leaves represent class labels and branches represent conjunctions
Decision_tree_learning
Set of methods for supervised statistical learning
classification, multiclass classification, and regression tasks, structured SVM broadens its application to handle general structured output labels,
Support_vector_machine
Machine learning strategy
overwhelmed by uninformative examples. Recent developments are dedicated to multi-label active learning, hybrid active learning and active learning in a single-pass
Active learning (machine learning)
Active_learning_(machine_learning)
fuerunt? ("Where are they, those who have gone before us?"). ubi unus, multi sunt where [there is] one, [there] are many ubique, quo fas et gloria ducunt
List_of_Latin_phrases_(full)
Warning or information added to prescription package
An auxiliary label (also called cautionary and advisory label or prescription drug warning label) is a label added on to a dispensed medication package
Auxiliary_label
Machine learning technique
order to boost performance on a related task. For example, for image classification, knowledge gained while learning to recognize cars could be applied
Transfer_learning
but deliberately omitted Ophiuchus; Princess Beatrice secretly married multi-millionaire property developer Edoardo Mapelli Mozzi at The Royal Chapel
List of The Weekly with Charlie Pickering episodes
List_of_The_Weekly_with_Charlie_Pickering_episodes
Pattern-recognition performance metrics
returned). In a classification task, the precision for a class is the number of true positives (i.e. the number of items correctly labelled as belonging
Precision_and_recall
Statistical measure of a test's accuracy
harmonic mean of micro precision and micro recall. In single-label multi-class classification, micro precision equals micro recall, thus micro F1 is equal
F-score
Approach to training in machine learning
In machine learning, one-class classification (OCC), also known as unary classification or class-modelling, is an approach to the training of binary classifiers
One-class_classification
Organic RFID Circuit with an Integrated Sensor for Smart Labels" (PDF). 9th International Multi-Conference on Systems, Signals and Devices. Retrieved 26
Smart_label
Decision support tool
node represents a class label (decision taken after computing all attributes). The paths from root to leaf represent classification rules. In decision analysis
Decision_tree
American musician and record producer (born 1979)
account. In October 2013, Jennings announced the formation of his new label and multi-format recording company, Black Country Rock. Towards the end of May
Shooter_Jennings
Global Shipping Software & Technology Company
Easyship is a multi-carrier shipping software and logistics API platform that connects eCommerce merchants, marketplace sellers and enterprise brands
Easyship
Labeling systems for food and consumer products
Ecolabels (also "eco-Labels") and Green Stickers are labeling systems for food and consumer products. The use of ecolabels is voluntary, whereas green
Ecolabel
Subfield of machine learning
among the labels for any instance. It was observed that some conventional classification problems can be generalized in the framework of label ranking problem:
Preference_learning
2018 film by Stefano Sollima
but, however, in April 2017, Sony Pictures signed a multi-year distribution deal with Black Label Media, which saw the North American and select international
Sicario:_Day_of_the_Soldado
DC Studios film
film Man of Tomorrow (2027). "Supergirl (12A)". British Board of Film Classification. June 16, 2026. Archived from the original on June 25, 2026. Retrieved
Supergirl_(2026_film)
Anime-focused imageboard website
of 2021. These datasets have been used to train models for multi-label image classification, automatic tagging, anime-style face detection and segmentation
Danbooru
Loss function in machine learning
Glasmachers, Tobias; Igel, Christian (2016). "A Unified View on Multi-class Support Vector Classification" (PDF). Journal of Machine Learning Research. 17: 1–32
Hinge_loss
Racialized classification of people
Black is a racial classification of people, usually a political and skin color-based category for specific populations with a mid- to dark brown complexion
Black_people
Bank of India Governor Mint Inflation Financial services Banking Insurance Multi Commodity Exchange Bullion BSE NSE India INX History COVID-19 impact Economic
Timeline_of_Indian_history
Mathematical model used for classification or regression
observation x. Let's say we are given the m {\displaystyle m} class labels (classification) and n {\displaystyle n} feature variables, Y : { y 1 , y 2 , …
Discriminative_model
non-experts). Most of these genres were created by music labels to target new audiences, however classification is useful to find music and distribute it. Lists
List of music genres and styles
List_of_music_genres_and_styles
Machine learning problem
the observation should belong to. Probabilistic classifiers provide classification that can be useful in its own right or when combining classifiers into
Probabilistic_classification
Natural or synthetic substance that is significantly longer than it is wide
derived from such natural substances as cellulose or protein. Fiber classification in reinforced plastics falls into two classes: (i) short fibers, also
Fiber
Machine learning technique
{\displaystyle A,B} : MultiHead ( A Q , B K , B V ) = A MultiHead ( Q , K , V ) {\displaystyle {\text{MultiHead}}(AQ,BK,BV)=A\,{\text{MultiHead}}(Q,K,V)} from
Attention_(machine_learning)
Standardized tag format for references exchange
Magazine Article MPCT Film or broadcast / motion picture Film or Broadcast MULTI Online multimedia Online Multimedia MUSIC Music (score) Music NEWS Newspaper
RIS_(file_format)
Field of machine learning
unsupervised learning algorithms respectively attempt to discover patterns in labeled and unlabeled data, reinforcement learning involves training an agent through
Reinforcement_learning
Open source deep learning library
arbitrary multi-channel configurations Segmentation masks and dense label maps with any number of channels, including instance segmentation multi-mask workflows
Albumentations
2009 film by Neill Blomkamp
the website D-9.com, which had an application presented by the fictional Multi-National United (MNU). The website had a local alert system for Johannesburg
District_9
2017 research paper by Google
model to focus on different parts of the input sequence at different steps. Multi-head attention enhances this process by introducing multiple parallel attention
Attention_Is_All_You_Need
Loss function used in robust regression
sensitive to outliers in data than the squared error loss. A variant for classification is also sometimes used. The Huber loss function describes the penalty
Huber_loss
Hardware cache of a central processing unit
buffers that serve a similar purpose. To access data in main memory, a multi-step process is used and each step introduces a delay. For instance, to
CPU_cache
Process supporting machine learning
with irregular shapes, such as curved or multi-sided items, polygonal annotation provides more precise labeling than bounding boxes. This technique is often
Data_annotation
Processing of natural language by a computer
processing tasks in an NLP system include: speech recognition, text classification, natural language understanding, and natural language generation. Natural
Natural_language_processing
Sales certification from the Recording Industry Association of America
to "R40" by Rush in 2017. The Video Box Set (or Multi-Box Music Video Set) award is a classification for video compilations that include three or more
RIAA_certification
Algorithmic application of graph theory
Connected-component labeling (CCL), connected-component analysis (CCA), blob extraction, region labeling, blob discovery, or region extraction is an algorithmic
Connected-component_labeling
2024 film by Kelsey Mann
time and the highest-grossing film released under the Walt Disney Pictures label. The film remained as the highest grossing animated film until Ne Zha 2
Inside_Out_2
Application of computer system
application of a computer system to process information with incompatible classifications (i.e., at different security levels), permit access by users with different
Multilevel_security
Type of machine learning model
models. Following the breakthrough of deep neural networks in image classification around 2012, similar architectures were adapted for language tasks.
Large_language_model
at the Mississippi University for Women was shot and injured, causing a multi-hour lockdown and a search for a gunman. Police stated they were investigating
List of school shootings in the United States (2010s)
List_of_school_shootings_in_the_United_States_(2010s)
Machine learning calibration technique
and −1. We assume that the classification problem will be solved by a real-valued function f, by predicting a class label y = sign(f(x)). For many problems
Platt_scaling
Partitioning a digital image into segments
estimates are computationally expensive to calculate. Extension to multi-class labeling degrades performance and increases storage required. Reliable estimation
Image_segmentation
Most populous city in Canada
hosts the Toronto Waterfront Marathon annually, one of the World Athletics Label Road Races. From 1986 to 2025, Toronto used to host the Grand Prix of Toronto
Toronto
Group of samples that have been tagged with one or more labels
Labeled data is a group of samples that have been tagged with one or more labels. Labeling typically takes a set of unlabeled data and augments each piece
Labeled_data
sheet and home networking 2011 David Gesbert For contributions to multi-antenna and multi-user communication theory and their applications 2011 Dennis Goeckel
List of fellows of IEEE Communications Society
List_of_fellows_of_IEEE_Communications_Society
Decision tree algorithm
misnomer as it implies a binary split, but the ID3 algorithm can split on multi-valued attributes. The ID3 algorithm begins with the original set S {\displaystyle
ID3_algorithm
part of the Multi-Level Security (MLS) development work applications such as the CUPs print server will understand the MLS sensitivity labels, CUPs will
Multi_categories_security
Identification for a good or service
Designer Private Labels A relatively recent innovation in retailing is the introduction of designer private labels. Designer-private labels involve a collaborative
Brand
Social group defined by shared traits
within multi-ethnic states, as opposed to between them, as in other regions of the world. Thus, the conflicts are often misleadingly labelled and characterised
Ethnicity
Grouping a set of objects by similarity
(2010). "On Using Class-Labels in Evaluation of Clusterings" (PDF). In Fern, Xiaoli Z.; Davidson, Ian; Dy, Jennifer (eds.). MultiClust: Discovering, Summarizing
Cluster_analysis
Health care of transgender individuals
identified gender dysphoria as a mental disorder in the International Classification of Diseases (ICD) until 2018. Gender dysphoria was also listed in the
Transgender_health_care
Algorithm for modelling sequential data
transformer is a family of artificial neural network architectures based on the multi-head attention mechanism, in which text is converted to numerical representations
Transformer_(deep_learning)
parts to enable record keeping. Some were multi-coloured, perforated and similar to postage stamps like the label from Ankang shown above, others were crude
Local_postal_surcharge_labels
Fictional disease caused by unrequited love
Potthast, Martin (2023). "Trigger Warning Assignment as a Multi-Label Document Classification Problem". Proceedings of the 61st Annual Meeting of the Association
Hanahaki_disease
Topics referred to by the same term
cubic metre, the unit of volume Magic Circle Music, a heavy metal record label Magic City Misfits, a roller derby team from Jacksonville, FL Maverick City
MCM
European club football competition
the second qualifying round instead of the first qualifying round. The labels in the parentheses show how each team qualified for the place of its starting
2025–26 UEFA Conference League
2025–26_UEFA_Conference_League
Gradual destruction of materials by chemical reaction with its environment
719). Anaerobic corrosion Bacterial anaerobic corrosion Chemical hazard label – Warning symbol on locations or productsPages displaying short descriptions
Corrosion
American psychiatric classification
a publication by the American Psychiatric Association (APA) for the classification of mental disorders using a common language and standard criteria. It
Diagnostic and Statistical Manual of Mental Disorders
Diagnostic_and_Statistical_Manual_of_Mental_Disorders
Study of the development of philosophy
began to write in English. An example of this shift is the influential multi-volume work A History of Indian Philosophy by Surendranath Dasgupta (1887–1952)
History_of_philosophy
Topics referred to by the same term
a height classification, of roller coaster Strata SE1, a building in London, England Strata title, a form of ownership devised for multi-level apartment
Strata_(disambiguation)
American basketball player (born 2002)
female athlete to have an exclusive partnership with Panini, signing a multi-year contract with the trading card company. In the same month, she signed
Caitlin_Clark
2002 film by Gurinder Chadha
curry, discrimination crops up to spoil the taste, every now and then, in multi-racial Britain." Planet Bollywood gave the film a mark of 9 out of 10: the
Bend_It_Like_Beckham
Algorithm for supervised learning of binary classifiers
belongs to some specific class. It is a type of linear classifier, i.e. a classification algorithm that makes its predictions based on a linear predictor function
Perceptron
Standard for engine oil
are used, the oil must be labeled with a multi-grade designation. Otherwise, an oil not containing VIIs can be labeled as multi-grade or single grade. For
SAE_J300
2018 text-generating language model
primarily employed supervised learning from large amounts of manually labeled data. This reliance on supervised learning limited their use of datasets
GPT-1
Opinion and argument mining subtask
subject. The task is most commonly framed as a classification or textual entailment problem over a fixed label set. Applications of stance detection include
Stance_detection
Ethnic group
European ancestry, African ancestry, or both. The American people are mostly multi-ethnic descendants of various culturally distinct immigrant groups, many
Multiracial_Americans
Problem setup in machine learning
"understand the labels"—represent the labels in the same semantic space as that of the documents to be classified. This supports the classification of a single
Zero-shot_learning
Home video distribution division of Sony Pictures
distribution of children's content formerly handled by Sony BMG's Sony Wonder label. In Canada, Columbia TriStar Home Video helped distribute tapes from Astral
Sony Pictures Home Entertainment
Sony_Pictures_Home_Entertainment
Country in Central Europe
eagles, ospreys, bustards, and storks. The Czech Republic is a pluralist multi-party parliamentary representative democracy. The Parliament (Parlament
Czech_Republic
MULTI LABEL-CLASSIFICATION
MULTI LABEL-CLASSIFICATION
Boy/Male
Indian
Jurist
Male
English
 In the bible, this is the name of the second son of Adam and Eve who was killed by his jealous brother Cain. Anglicized form of Greek Habel, ABEL means "vanity," i.e. "transitory." Anglicized form of Hebrew Hebel, meaning "breath, breathing."
Girl/Female
Gujarati, Hindu, Indian, Jain, Kannada, Malayalam, Marathi, Oriya, Sanskrit, Sindhi, Tamil, Telugu
Freedom from Life and Death; Liberation; Valuable
Boy/Male
Tamil
Mukti, Emancipation, Liberation
Biblical
mourning to the house of Maachah,meadow of the house of Maachah,also called ABEL-MAIM
Boy/Male
Muslim
Expounder of Islamic Law.
Boy/Male
Muslim
Jurist
Boy/Male
Hindu, Indian, Marathi
Multi Talented Person; With Good Taste
Girl/Female
Indian, Punjabi, Sikh
Multi Talented
Boy/Male
Hindu
Mukti, Emancipation, Liberation
Male
Hebrew
(לָ×ֵל) Hebrew name LAEL means "belonging to God" or "by God." In the bible, this is the name of a leader of the Gershon family.
Girl/Female
Hindu
Salvation, Freedom from life and death
Boy/Male
Hindu, Indian, Jain, Marathi
With Multi-coloured Body
Boy/Male
Tamil
Chirtrang | சிரà¯à®¤à¯à®°à®‚க
With multi-colored body
Chirtrang | சிரà¯à®¤à¯à®°à®‚க
Boy/Male
Hindu
An idol, All auspicious Lord, Lord Vishnu, Statue
Female
English
Medieval short form of English Amabel, MABEL means "lovable."Â
Girl/Female
Assamese, Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Sanskrit, Sindhi, Telugu, Traditional
Small Fragrant Flower; Moonlight; A Jasmine Flower
Girl/Female
Hindu
A creeper with fragrant flowers
Boy/Male
Hindu
With multi-colored body
Male
Greek
(á¼Î²ÎµÎ») Greek form of Hebrew Hebel ("breath, breathing"), HABEL means "vanity," i.e. "transitory." In the bible, this is the name of the second son of Adam and Eve who was killed by his jealous brother Cain.
MULTI LABEL-CLASSIFICATION
MULTI LABEL-CLASSIFICATION
Boy/Male
Hindu
Girl/Female
Arabic, Muslim
Caller; Announcer
Boy/Male
Tamil
Laugh out loud
Boy/Male
American, Anglo, British, English, German
Brilliant Hero
Girl/Female
Tamil
Chasmitha | சஸà¯à®®à¯€à®¤à®¾
Boy/Male
Muslim
Horse like animal that carried the prophet (Pbuh) during Mehraj and will carry those that are selected on resurrection day
Girl/Female
Tamil
Darshitha | தரà¯à®·à¯€à®¤à®¾
Sight, Shown
Boy/Male
African, Arabic, Farsi
Merciful
Surname or Lastname
English
English : nickname for a beautiful or radiant person, or one with fair hair, from Middle English scher, schir ‘bright’, ‘fair’.
Boy/Male
Tamil
Jayachandra | ஜயசஂதà¯à®°Â
The legend
MULTI LABEL-CLASSIFICATION
MULTI LABEL-CLASSIFICATION
MULTI LABEL-CLASSIFICATION
MULTI LABEL-CLASSIFICATION
MULTI LABEL-CLASSIFICATION
imp. & p. p.
of Libel
v. t.
To libel mutually.
v. t.
To affix a label to; to mark with a name, etc.; as, to label a bottle or a package.
n.
Confused; Babel-like.
n.
In mediaeval art, the representation of a band or scroll containing an inscription.
p. pr. & vb. n.
of Libel
imp. & p. p.
of Label
pl.
of Mufti
v. t.
To proceed against by filing a libel, particularly against a ship or goods.
n.
One who labels.
n.
A slip of silk, paper, parchment, etc., affixed to anything, usually by an inscription, the contents, ownership, destination, etc.; as, the label of a bottle or a package.
v. t.
To affix in or on a label.
p. pr. & vb. n.
of Label
n.
The name now generally given to the projecting molding by the sides, and over the tops, of openings in mediaeval architecture. It always has a /quare form, as in the illustration.