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Form of unsupervised learning in artificial neural networks
Competitive learning is a form of unsupervised learning in artificial neural networks, in which nodes compete for the right to respond to a subset of
Competitive_learning
Motivational theory
peers. Another well-known example of non-competitive learning structure is referred to as cooperative learning. Each members of the team are allocated
Self-worth theory of motivation
Self-worth_theory_of_motivation
Overview of and topical guide to machine learning
learning theory AlphaGo AlphaGo Zero Alternating decision tree Apprenticeship learning Causal Markov condition Competitive learning Concept learning Decision
Outline_of_machine_learning
Artificial neural network algorithm
occurs. Competitive learning is considered a variant of Hebbian learning, but it is special enough to be discussed separately. Competitive learning works
Learning_rule
Educational approach which arranges students into cooperative groups
collectively toward academic goals. Unlike individual learning, which can be competitive in nature, students learning cooperatively can capitalize on one another's
Cooperative_learning
Type of company
colleagues. Learning organizations may develop as a result of the pressures facing modern organizations; this enables them to remain competitive in the business
Learning_organization
Collection and analysis of business and market information from multiple sources
in the world outside the business, so as to increase one's competitiveness. It means learning as much as possible, as soon as possible, about one's external
Competitive_intelligence
Branch of machine learning
In machine learning, deep learning (DL) focuses on utilizing multilayered neural networks to perform tasks such as classification, regression, and representation
Deep_learning
Ongoing, voluntary, and self-motivated pursuit of knowledge
Lifelong learning is the "ongoing, voluntary, and self-motivated" pursuit of learning for either personal or professional reasons. Lifelong learning is important
Lifelong_learning
Machine learning technique useful for dimensionality reduction
artificial neural network but is trained using competitive learning rather than the error-correction learning (e.g., backpropagation with gradient descent)
Self-organizing_map
Attribute that allows an organization to outperform its competitors
In business, a competitive advantage is an attribute that allows an organization to outperform its competitors. A competitive advantage may include access
Competitive_advantage
Computer scientist
log-EM ⊃ basic competitive learning (vector quantization, VQ; or clustering). On the class of the vector quantization and competitive learning, he contributed
Yasuo_Matsuyama
Use of technology in education to enhance learning and teaching
software, along with educational theories and practices, used to facilitate learning and teaching. When referred to by its abbreviation, "EdTech," it often
Educational_technology
Concept in decision theory
In decision theory and machine learning, competitive regret refers to a performance measure that evaluates an algorithm's regret relative to an oracle
Competitive_regret
Artificial neural network
Elsevier. pp. 397–402. F. Curatelli; O. Mayora-Iberra (2000). "Competitive learning methods for efficient Vector Quantizations in a speech recognition
Neural_gas
Classical quantization technique from signal processing
on the competitive learning paradigm, so it is closely related to the self-organizing map model and to sparse coding models used in deep learning algorithms
Vector_quantization
Machine learning technique
In machine learning, reinforcement learning from human feedback (RLHF) is a technique to align an intelligent agent with human preferences. It involves
Reinforcement learning from human feedback
Reinforcement_learning_from_human_feedback
Algorithm for modelling sequential data
03% of parameters and become competitive with LSTMs on a variety of logical and visual tasks, demonstrating transfer learning. The LLaVA was a vision-language
Transformer_(deep_learning)
American psychologist
cooperative, competitive, and individualistic efforts; constructive controversy; conflict resolution and peer mediation and experiential learning to teach
David_W._Johnson_(scholar)
Mind sport
Competitive programming or sport programming is a mind sport involving participants trying to program according to provided specifications. The contests
Competitive_programming
Decentralized machine learning
Federated learning (also known as collaborative learning) is a machine learning technique in a setting where multiple entities (often called clients)
Federated_learning
Machine learning methods using multiple input modalities
03% of parameters and become competitive with LSTMs on a variety of logical and visual tasks, demonstrating transfer learning. The LLaVA was a vision-language
Multimodal_learning
Online platform for competitive programming practice problems
Judge". Revilla, Miguel A.; Manzoor, Shahriar; Liu, Rujia (2008). "Competitive Learning in Informatics: The UVa Online Judge Experience" (PDF). Olympiads
UVa_Online_Judge
Tabular comparison of deep learning software
software.intel.com. June 1, 2017. "Intel® Xeon Phi™ Delivers Competitive Performance For Deep Learning—And Getting Better Fast". software.intel.com. March 21
Comparison of deep learning software
Comparison_of_deep_learning_software
Relationship between proficiency and experience
a learning curve Proficiency (test score)Experience (hours spent)01234503691215Proficiency (test score)Example of a steep learning curve A learning curve
Learning_curve
preserving the topological structure of the data. They are trained using competitive learning. SOMs create internal representations reminiscent of the cortical
History of artificial neural networks
History_of_artificial_neural_networks
Historic folk arts school in North Carolina, United States
It is a non-profit adult educational organization based on non-competitive learning. The Folk School offers classes year-round in over fifty subject
John_C._Campbell_Folk_School
Interruption of a chemical pathway
Competitive inhibition is interruption of a chemical pathway owing to one chemical substance inhibiting the effect of another by competing with it for
Competitive_inhibition
Machine learning technique
In machine learning, attention is a method that determines the importance of each component in a sequence relative to the other components in that sequence
Attention_(machine_learning)
"Population-Based Incremental Learning: A Method for Integrating Genetic Search Based Function Optimization and Competitive Learning", Technical Report, no. CMU–CS–94–163
Population-based incremental learning
Population-based_incremental_learning
Principle applied in computational models of neural networks
artificial neural networks, winner-take-all networks are a case of competitive learning in recurrent neural networks. Output nodes in the network mutually
Winner-take-all_(computing)
Machine learning framework
Levenberg–Marquardt algorithm Manhattan Update Rule Propagation Competitive learning Hopfield Learning Genetic algorithm training Instar Training Outstar Training
Encog
Web application
[The Support Platform for Educators as a Methodological Option for Competitive Learning]. Revista Educación (in Spanish). 34 (1). Universidad de Costa Rica:
SWAD_(software)
Theory in neuropsychology
Edition (pp. 87-90). Cambridge, MA: MIT Press Grossberg, S. (1987), Competitive learning: From interactive activation to adaptive resonance Archived 2006-09-07
Adaptive_resonance_theory
Intelligence of machines
to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field
Artificial_intelligence
Computational model used in machine learning
Neuroevolution: Genetic Algorithms Are a Competitive Alternative for Training Deep Neural Networks for Reinforcement Learning". arXiv:1712.06567 [cs.NE]. "Artificial
Neural network (machine learning)
Neural_network_(machine_learning)
alogorithmPages displaying short descriptions of redirect targets Competitive learning Supervised backpropagation Neuroevolution Restricted Boltzmann machine
Outline of artificial intelligence
Outline_of_artificial_intelligence
Type of associative learning process for behavioral modification
2024). "Neuronal circuit mechanisms of competitive interaction between action-based and coincidence learning". Science Advances. 10 (49) eadq3016. Bibcode:2024SciA
Operant_conditioning
Parameter controlling the machine learning process
and Benjamin Recht. "Simple random search provides a competitive approach to reinforcement learning." arXiv preprint arXiv:1803.07055 (2018)". arXiv:1803
Hyperparameter (machine learning)
Hyperparameter_(machine_learning)
Paradigm in machine learning that uses no classification labels
Unsupervised learning is a framework in machine learning where, in contrast to supervised learning, algorithms learn patterns exclusively from unlabeled
Unsupervised_learning
Academic discipline; examines how goal-driven social entities add and create knowledge
Organizational learning happens as a function of experience within an organization and allows the organization to stay competitive in an ever-changing
Organizational_learning
Instructional strategy and educational philosophy
Mastery learning is an instructional strategy and educational philosophy that emphasizes the importance of students achieving a high level of competence
Mastery_learning
Public school in Cudahy, California, United States
Volleyball Tennis Academic Decathlon (competitive) Debate Team (competitive) HOSA DECA (competitive) ELCAA (Elizabeth Learning Center Alumni Association) Virtual
Elizabeth_Learning_Center
Relationship between experience producing a good and the efficiency of that production
and market share, which can increase competitive advantage over time. An early empirical demonstration of learning curves was produced in 1885 by the German
Experience_curve_effect
Largely debunked theories that aim to account for differences in individuals' learning
Learning styles refer to a range of theories that aim to account for differences in individuals' learning. Although there is ample evidence that individuals
Learning_styles
Solution concept in game theory
The coco value (short for cooperative–competitive value) is a solution concept in game theory for two-player normal-form games with transferable utility
Cooperative-competitive_value
reasons for success in the Hong Kong education system was due to the competitive learning environment. The suicide rate among students is relatively high.
Suicide_in_Hong_Kong
Educational approach aiming to promote learning by using video game design and elements
gamification of learning is an educational technology approach that seeks to motivate students by using video game design and game elements in learning environments
Gamification_of_learning
American scientist (born 1939)
research: competitive learning, self-organizing maps, instars, and masking fields (for classification), outstars (for spatial pattern learning), avalanches
Stephen_Grossberg
Underwater diving without breathing apparatus
are traditional fishing techniques, competitive and non-competitive freediving, competitive and non-competitive spearfishing and freediving photography
Freediving
American sculptor and arts educator
non-competitive learning environment. Sturtz's goal was to break down barriers to the arts by creating an art school that emphasized non-competitive learning
Michael_Sturtz
American educational software company
Renaissance Learning, Inc. (also known simply as Renaissance) is a software as a service and learning analytics company that makes Pre-K–12 educational
Renaissance_Learning
myriad of learning paradigms, notably unsupervised learning, supervised learning, reinforcement learning, multimodal learning, and sequence learning. In addition
Fusion adaptive resonance theory
Fusion_adaptive_resonance_theory
Learning from policy problems and solutions often across different contexts
efficiently use resources. Policy learning through globalization has helped government organizations become more competitive. Policymakers have easy access
Policy_learning
Youth development organization
Mini 4-H to youth ages five to seven. These programs provide a non-competitive learning environment and provide an introduction to a 4-H club experience
4-H
listed in a shaded background with a boldface title. Competitive Oscars are separated from non-competitive Oscars (i.e. Honorary Award, Special Achievement
List of Academy Award–winning films
List_of_Academy_Award–winning_films
Machine learning that combines deep learning and reinforcement learning
Deep reinforcement learning (deep RL) is a subfield of machine learning that combines reinforcement learning (RL) and deep learning. RL considers the problem
Deep_reinforcement_learning
Canadian swimmer
He worked at St. George's Senior School Vancouver coaching the competitive, learning, and provincial groups there, until he left in 2015. Hersee started
Dustin_Hersee
Form of competition using video games
Maas winning the team competition. Contemporary esports has roots in competitive face-to-face arcade video game competitions. A forerunner of esports
Esports
Framework to analyse level of competition within an industry
the competitive environment of a business. It is rooted in industrial organization economics and identifies five forces that determine the competitive intensity
Porter's_five_forces_analysis
Indian multinational educational technology company
courses for other competitive exams including but not limited to Union Public Service Commission (UPSC), Olympiads, and various non-competitive exams including
Physics_Wallah
Trial and error problem solvers with a metaheuristic or stochastic optimization character
evolution model Learning classifier system Memetic algorithms Neuroevolution Self-organization such as self-organizing maps, competitive learning Over recent
Evolutionary_computation
Concept from strategic management
Competitive heterogeneity is a concept from strategic management that examines why industries do not converge on one best way of doing things. In the
Competitive_heterogeneity
Initiatives to enhance the performance of firms in external environments
decision-making in the context of complex organizational environments and competitive dynamics. Strategic management is not static in nature; the models can
Strategic_management
European non-profit promoting AI research in Europe
ELLIS builds upon machine learning as the driver for modern AI and aims to secure Europe’s sovereignty in this competitive field by creating a multi-centric
European Laboratory for Learning and Intelligent Systems
European_Laboratory_for_Learning_and_Intelligent_Systems
City, South Dakota, USA Release History Official website PC2 Wiki Competitive Learning Initiative Contest System (CLICS) PC² is the abbreviation of the
PC²
Period of Japanese history (1830–1844)
status was unknown and competition abounded. Ogata encouraged this competitive learning, especially of the Dutch language to which he had dedicated much
Tenpō
Place-activated hippocampus cells found in some mammals
Granule cells in the dentate gyrus process sensory information using competitive learning, and relay a preliminary representation to form place fields. Place
Place_cell
Self-directed, iterative learning approach
Agile learning generally refers to the transfer of agile methods of project work, especially Scrum, to learning processes. Likewise, agile learning proceeds
Agile_learning
Family of stochastic optimization methods
"Population-Based Incremental Learning: A Method for Integrating Genetic Search Based Function Optimization and Competitive Learning". Carnegie Mellon University
Estimation of distribution algorithm
Estimation_of_distribution_algorithm
Educational puzzle to be solved by symbol manipulation
examinations instituted at Cambridge University, he notes Such cumulative, competitive learning was also accomplished more effectively by private tutors using individual
Exercise_(mathematics)
Region of the hippocampus in the brain
Granule cells in the dentate gyrus process sensory information using competitive learning, and relay a preliminary representation to form place fields. Place
Dentate_gyrus
Generalized neurodevelopmental disorder
Intellectual disability (ID), also known as general learning disability (in the United Kingdom), and formerly as mental retardation (in the United States)
Intellectual_disability
Movement in learning also known as movement-based instruction, is a teaching method based on the concept that movement enhances cognitive processes and
Movement_in_learning
similar context-vectors closer to each other, for instance, by using competitive learning principles. This vector space model is presented in the theory as
Semantic_folding
Cognitive capacity of horses
person's behavior. Horses are also adept at categorizing and conceptual learning. In terms of working intelligence, horses respond well to habituation,
Equine_intelligence
Theory of knowledge
and experiences shaped by their social and cultural environment and that learning is a process of students "constructing" knowledge based on their experiences
Constructivism (philosophy of education)
Constructivism_(philosophy_of_education)
American nonprofit organization
the organization's Comprehensive Learning Program are that DECA integrates into classroom instruction, applies learning, connects to business, and promotes
DECA_(organization)
A study by John Hattie found that the jigsaw method benefits students' learning. The technique splits classes into mixed groups to work on small problems
Jigsaw_(teaching_technique)
Multiplayer battles using the Pokémon video games
Competitive play in Pokémon generally involves player versus player battles that take place using the Pokémon video games. Using fictional species called
Pokémon video game series competitive play
Pokémon_video_game_series_competitive_play
American chess player (born 1976)
holds several US national medals and a 2004 world champion title in the competitive sport of tai chi pushing hands.[citation needed] Waitzkin also became
Joshua_Waitzkin
Brazilian-American scientist engineer (born 1963)
the technical competence displayed in the paper entitled "A novel competitive learning neural network based acoustic transmission system for oil-well monitoring"
Marcelo_Simões
Generative AI chatbot by OpenAI
fine-tuning process involved supervised learning and reinforcement learning from human feedback (RLHF). During supervised learning, the trainers acted as both the
ChatGPT
Indian entrepreneur (born 1980)
operations centered on the delivery of video-based preparatory modules for competitive examinations. Following this phase, the firm transitioned into the K-12
Byju_Raveendran
Category of learning situation
Non-formal learning includes various structured learning situations which do not either have the level of curriculum, institutionalization, accreditation
Nonformal_learning
Pokémon battle simulator
2025). Human-Level Competitive Pokémon via Scalable Offline Reinforcement Learning with Transformers (PDF). Reinforcement Learning Journal (Thesis). pp
Pokémon_Showdown
American actress (born 1963)
American actress. At age ten, she became the youngest person ever to win a competitive Academy Award, for her performance as Addie Loggins in Paper Moon co-starring
Tatum_O'Neal
Learner centric pedagogy
design-based learning activities, wherein student teams design, build and then pilot their robots in competitive challenges. Design-based learning was developed
Design-based_learning
Graduate diploma for music performance
musical interpretation. The selection of candidates is overall highly competitive, and schools tend to admit a very small number of students into artist
Artist_diploma
Category of learning situation
Informal learning is characterized by a low degree of planning and organizing of the learning context, learning support, learning time, and learning objectives
Informal_learning
Theory in cognitive science
the Hebbian models can be considered as basic templates. Competitive learning Ensemble learning Self-organizing map Connectionism Feature integration theory
Pandemonium_architecture
also trained entirely through self-learning. DeepMind was able to train this generalized agent to be competitive with previous versions of itself on
Machine learning in video games
Machine_learning_in_video_games
Education issue
The learning crisis or global learning crisis is the education issue concerning poor learning despite access to schooling, especially in developing countries
Learning_crisis
American businessman (born 1964)
specifically, of sales tax avoidance, misusing postal routes, and anti-competitive business practices. Amazon's share price fell by 9% in response to the
Jeff_Bezos
Realistic manufacturing environment for education, training, and research
Learning factories represent a realistic manufacturing environment for education, training, and research. In the last decades, numerous learning factories
Learning_Factory
Indian educator (born 1993)
coaching institute Khan GS research center that prepares students for competitive examinations in India. Faisal Khan was born in Deoria, Uttar Pradesh
Khan_Sir
Type of feedforward neural network
learns features via filter (or kernel) optimization. This type of deep learning network has been applied to process and make predictions from many different
Convolutional_neural_network
American YouTuber and engineer
another one entitled The Super Mario Effect – Tricking Your Brain into Learning More. He has also made numerous appearances on Jimmy Kimmel Live!, including
Mark_Rober
Machine-learning and computational-neuroscience conference
Machine Learning Principles and Practice of Knowledge Discovery in Databases, is one of the leading academic conferences on machine learning and knowledge
ECML_PKDD
integrated development environment for computer programming Codewars – competitive programming challenges in an online IDE Comparison of chatbots – ChatGPT
List of online educational resources
List_of_online_educational_resources
COMPETITIVE LEARNING
COMPETITIVE LEARNING
Girl/Female
Tamil
Vidyasri | விதà¯à®¯à®¾à®¸à®°à¯€
Wisdom, Knowledge, Learning, Goddess Durga
Vidyasri | விதà¯à®¯à®¾à®¸à®°à¯€
Girl/Female
Tamil
Goddess of learning, Saraswati
Girl/Female
Tamil
Vidhyavathi | விதà¯à®¯à®¾à®µà®¾à®¤à¯€
Wisdom, Knowledge, Learning, Goddess Durga
Vidhyavathi | விதà¯à®¯à®¾à®µà®¾à®¤à¯€
Girl/Female
Tamil
Goddess of learning, Saraswati
Girl/Female
Tamil
Saraswathy | ஸரஸà¯à®µà®¾à®¤à¯€ Â
Goddess Saraswati, Tamil Goddess for education, Goddess of learning
Saraswathy | ஸரஸà¯à®µà®¾à®¤à¯€ Â
Girl/Female
Tamil
Vidhya | விதà¯à®¯à®¾,விதà¯à®¯à®¾Â
Knowledge, Learning
Vidhya | விதà¯à®¯à®¾,விதà¯à®¯à®¾Â
Girl/Female
Tamil
Saraswati | ஸரஸà¯à®µà®¤à¯€
Goddess Saraswati, Tamil Goddess for education, Goddess of learning
Saraswati | ஸரஸà¯à®µà®¤à¯€
Girl/Female
Tamil
Goddess of learning, Saraswati
Boy/Male
Tamil
Vidaysagar | விதாயà¯à®¸à®¾à®•à®°
Learning ocean
Vidaysagar | விதாயà¯à®¸à®¾à®•à®°
Girl/Female
Tamil
Sarasvati | ஸரஸà¯à®µà®¤à¯€
A Goddess of learning
Sarasvati | ஸரஸà¯à®µà®¤à¯€
Boy/Male
British, English
Extra Ordinary; Not in Competition
Boy/Male
Australian, British, English, Latin
Running Competition
Surname or Lastname
English, French, German, Hungarian (Donát), Polish, and Czech (Donát)
English, French, German, Hungarian (Donát), Polish, and Czech (Donát) : from a medieval personal name (Latin Donatus, past participle of donare, frequentative of dare ‘to give’). The name was much favored by early Christians, either because the birth of a child was seen as a gift from God, or else because the child was in turn dedicated to God. The name was borne by various early saints, among them a 6th-century hermit of Sisteron and a 7th-century bishop of Besançon, all of whom contributed to the popularity of the baptismal name in the Middle Ages, which was not checked by the heresy of a 4th-century Carthaginian bishop who also bore it. Another bearer was a 4th-century gramMarian and commentator on Virgil, widely respected in the Middle Ages as a figure of great learning.
Boy/Male
Indian, Sanskrit
Competition
Boy/Male
Indian, Punjabi, Sikh
Victorious in Competition
Boy/Male
Tamil
Vidyasagar | விதà¯à®¯à®¾à®¸à®¾à®•à®°Â
Ocean of learning
Vidyasagar | விதà¯à®¯à®¾à®¸à®¾à®•à®°Â
Girl/Female
Assamese, Hindu, Indian, Kannada, Sanskrit, Sindhi, Telugu
Motivation; Competition; React
Girl/Female
Tamil
Learning
Boy/Male
Arabic, Muslim
Striving; Contest; Competition; Battle
Girl/Female
Tamil
Saraswathi | ஸரஸà¯à®µà®¾à®¤à¯€Â
Goddess Saraswati, Tamil Goddess for education, Goddess of learning
COMPETITIVE LEARNING
COMPETITIVE LEARNING
Boy/Male
Bengali, Indian, Sanskrit
God's Favourite Disciple; A Person who Wins God
Girl/Female
Hungarian
Gypsy.
Male
Italian
Italian form of Latin Romulus, ROMOLO means "from Rome."
Boy/Male
Muslim
Intelligent
Boy/Male
Hindu, Indian
One who is Rising; Coming Up
Boy/Male
Arabic, Muslim
Good
Male
English
Anglicized form of Hebrew Kaleb, CALEB means "dog" or "rabid." In the bible, this is the name of one of the twelve spies sent into Israel by Moses.
Girl/Female
Hindu
Goddess of wealth, Fortunate
Surname or Lastname
English
English : nickname from Middle English stif ‘rigid’, ‘inflexible’, hence a nickname for someone who had difficulty in bending. The term was also used in a transferred sense of character (generally in the approving sense ‘resolute’, ‘steadfast’) from the 12th century, and this use may lie behind many examples of the surname.
Girl/Female
Biblical
Movings, a person asleep.
COMPETITIVE LEARNING
COMPETITIVE LEARNING
COMPETITIVE LEARNING
COMPETITIVE LEARNING
COMPETITIVE LEARNING
n.
Rivalry; competition.
v. t.
To do or produce in emulation, competition, or rivalry; to put in competition; to bandy.
n.
The act of seeking, or endeavoring to gain, what another is endeavoring to gain at the same time; common strife for the same objects; strife for superiority; emulous contest; rivalry, as for approbation, for a prize, or as where two or more persons are engaged in the same business and each seeking patronage; -- followed by for before the object sought, and with before the person or thing competed with.
n.
Earnest struggle for superiority, victory, defense, etc.; competition; emulation; strife in arms; conflict; combat; encounter.
v. i.
To strive for superiority; to contend; to use emulous effort, as in a race, contest, or competition.
n.
A contest for superiority; competition; rivalry; strife; also, a challenge; a wager.
n.
The money, etc., gained by success in competition or contest, esp, in gambling; -- usually in the plural.
n.
One who wins, or gains by success in competition, contest, or gaming.
v.
Equality of conditions in contest or competition.
a.
Having the quality of entering into composition; compounded.
n.
The act of obtaining something, as in a contest or by competition.
n.
Emulation; rivalry; competition.
a.
Of or pertaining to competition; producing competition; competitory; as, a competitive examination.
n.
Superiority in war or competition; victory; triumph; preeminence.
n.
A competitive exhibition of wares, farm products, etc., not primarily for purposes of sale; as, the Mechanics' fair; an agricultural fair.
n.
A contest for a reward; competition.
a.
Inclined to emulation; aspiring to competition; rivaling; as, an emulative person or effort.
n.
Competitive action of any kind, especially when prolonged; hence, career; course of life.
a.
Acting in competition; competing; rival.
n.
The act of rivaling, or the state of being a rival; a competition.