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Method of result aggregation from multiple clustering algorithms
Consensus clustering is a method of aggregating (potentially conflicting) results from multiple clustering algorithms. Also called cluster ensembles or
Consensus_clustering
Grouping a set of objects by similarity
to Cluster analysis. Automatic clustering algorithms Balanced clustering Clustering high-dimensional data Conceptual clustering Consensus clustering Constrained
Cluster_analysis
Consensus algorithm
"Raft consensus algorithm". "KRaft Overview | Confluent Documentation". docs.confluent.io. Retrieved 2024-04-13. "JetStream Clustering". "Raft consensus and
Raft_(algorithm)
Overview of and topical guide to machine learning
Hierarchical clustering Single-linkage clustering Conceptual clustering Cluster analysis BIRCH DBSCAN Expectation–maximization (EM) Fuzzy clustering Hierarchical
Outline_of_machine_learning
Statistics and machine learning technique
been used also in unsupervised learning scenarios, for example in consensus clustering or in anomaly detection. Empirically, ensembles tend to yield better
Ensemble_learning
Python package
PMID 34553432. Jovanovski, Petar; Kocarev, Ljupco (2019). "Bayesian consensus clustering in multiplex networks". Chaos: An Interdisciplinary Journal of Nonlinear
ArviZ
Extracting features from raw data for machine learning
common clustering scheme across multiple datasets. MCMD is designed to output two types of class labels (scale-variant and scale-invariant clustering), and:
Feature_engineering
German computer scientist
expertise are machine learning, consensus clustering, business intelligence, big data, artificial intelligence, cluster analysis, data mining, entrepreneurship
Alexander_Strehl
Computational analysis of large, complex sets of biological data
Examples of clustering algorithms applied in gene clustering are k-means clustering, self-organizing maps (SOMs), hierarchical clustering, and consensus clustering
Bioinformatics
Process of separating populations of cells
preprocessing for clustering; clustering; and evaluations of clustering. Scientists apply machine-learning methods (mainly clustering analysis) on the
Cell_sorting
K-distribution K-means algorithm – redirects to k-means clustering K-means++ K-medians clustering K-medoids K-statistic Kalman filter Kaplan–Meier estimator
List_of_statistics_articles
Computational methods in biology
the clustering results from different omics datasets to create a consensus clustering which models the relationships between the individual clustering results
Single-cell multi-omics integration
Single-cell_multi-omics_integration
majority voting, weighted averaging, and consensus clustering, which evaluates the stability of patient co-clustering across multiple runs or modalities. This
Patient_similarity_network
regionalization in Bolivia: A combination of non-hierarchical and consensus clustering analyses based on precipitation and temperature". International Journal
Geography_of_Bolivia
Star cluster in the constellation of Taurus
Astronomers estimate that the cluster will survive for approximately another 250 million years, after which the clustering will be lost due to gravitational
Pleiades
was defined by perturbation in the MAPK signalling pathways. The consensus clustering of tumours based on ICR gene expression provides an assessment of
Immunologic constant of rejection
Immunologic_constant_of_rejection
Statistical method
Random sample consensus (RANSAC) is an iterative method to estimate parameters of a mathematical model from a set of observed data that contains outliers
Random_sample_consensus
Family of protocols for solving consensus
Paxos is a family of protocols for solving consensus in a network of unreliable or fallible processors. Consensus is the process of agreeing on one result
Paxos_(computer_science)
regionalization in Bolivia: A combination of non-hierarchical and consensus clustering analyses based on precipitation and temperature". International Journal
Tourism_in_Bolivia
primarily signals by regulating clustering of saturated lipids and proteins that depend on spatial biology and clustering for their regulation. Lipid rafts
Cholesterol_signaling
Natural phenomenon that occurs in Mobile Bay, Alabama, United States
Eastern shore. They all appear to forsake the deep water, and swim and cluster in immense numbers to the shore. — Mobile Daily Register, July 17, 1867
Mobile_Bay_jubilee
Interactive forecasting method
approach, prediction markets. Delphi can also be used to help reach expert consensus and develop professional guidelines. It is used for such purposes in many
Delphi_method
Country in South Asia
pp. 63–64. ISBN 978-0-19-870489-8. Ultimately, it was the pragmatic consensus-seeking approach that triumphed. On 14 September 1949, after three years
India
a degree of belonging to clusters FLAME clustering (Fuzzy clustering by Local Approximation of MEmberships): define clusters in the dense parts of a dataset
List_of_algorithms
History of African people in the Roman Empire
and that together with a Naqada sample, they formed a southern Egyptian cluster as tropical variants together with a sample from Kerma "Southern Egypt
Black people in ancient Roman history
Black_people_in_ancient_Roman_history
Process of automating the application of machine learning
text feature Task detection; e.g., binary classification, regression, clustering, or ranking Feature engineering Feature selection Feature extraction Meta-learning
Automated_machine_learning
system and establishes the truth or health." Bryan Wilson, 1961: "The consensus of opinion of those who have written on Christian Science is that the
History of the Christian Science movement
History_of_the_Christian_Science_movement
Ancient city in northwest Asia Minor
and VII were given separate labels by early excavators, but scholarly consensus holds that the first several sublayers of Troy VII were in fact continuations
Troy
Free online crowdsourced encyclopedia
been some recent interest in consensus building in the field. Reagle and Sue Gardner argue that the approaches to consensus building are similar to those
Wikipedia
as India and China blamed each other for the serious violation of a consensus reached by the two countries; US President Donald Trump blamed his low
List of The Weekly with Charlie Pickering episodes
List_of_The_Weekly_with_Charlie_Pickering_episodes
over many decades'; Jonathan Sacks, Baron Sacks talking of a 'national consensus that something was missing in the moral environment'; there was a belief
List_of_Equinox_episodes
Guyanese-Canadian Islamic scholar (born 1953)
of a scholarly consensus (ijma) as a source of Islamic law. He says there is no consensus on the definition of a scholarly consensus, there is disagreement
Shabir_Ally
descriptions in the DSM and ICD to reflect current understanding and consensus within the mental health field. The list includes conditions currently
List_of_mental_disorders
Ongoing armed conflict in West Asia
design'. This approach allows Tehran to reconcile restraint with domestic consensus on nuclear advancement. Bowen, Wyn; Moran, Matthew (2015). "Living with
2026_Iran_war
Family of DNA sequences found in prokaryotic organisms
arrays from contigs (overlapping DNA segments that together represent a consensus region of DNA) and direct repeat sequences from published genomes as a
CRISPR
Controversial theory of common Japanese and Korean ancestry
historical accuracy surrounding her expedition and her triumphant return, the consensus is that this was the first instance when Korean influence was first seen
Nissen_dōsoron
Account of natural kinds in philosophy of science
underlying mechanisms or processes that maintain the cluster, or both. The homeostatic clustering of the properties is causally important: significant
Homeostatic property cluster theory
Homeostatic_property_cluster_theory
Software for deploying containerized applications
was made available on October 16, 2014. Docker Swarm provides native clustering functionality for Docker containers, which turns a group of Docker engines
Docker_(software)
Transactional distributed SQL database
sharding and load balancing algorithms for the data. In addition, the Raft consensus algorithm controls the replication of data between the nodes. There is
YugabyteDB
Protein-coding gene in humans
cluster of negatively charged amino acid residues (Asp or Glu) can be included in the canonical consensus motif. As a first non-canonical consensus motif
CSNK1D
Intelligence of machines
Expectation–maximization, one of the most popular algorithms in machine learning, allows clustering in the presence of unknown latent variables. Some form of deep neural
Artificial_intelligence
Open-source algorithm library
point cloud Euclidean clustering - creates clusters of points based on Euclidean distance Conditional Euclidean clustering - clustering points based on Euclidean
Point_Cloud_Library
2020 book by Charles Murray
book The Bell Curve. In the book, Murray argues against the scientific consensus that race is a social construct, as well as other orthodoxies such as
Human_Diversity
1828 U.S. campaign issue
agent. Indeed, the very existence of so many passports suggests a rough consensus between most settlers and a Jeffersonian regime eager to oblige them."
Andrew Jackson and the slave trade
Andrew_Jackson_and_the_slave_trade
American science fiction television series
with an average rating of 6.88/10. The website assigned the following consensus to the special: "Sense8 serves up a heaping helping of yuletide queerness
Sense8_season_2
CRT-Estimands Framework is a consensus-based extension of the ICH E9(R1) estimands framework developed specifically for cluster randomised trials. It identifies
The_CRT-Estimands_Framework
Free and open-source anonymity network based on onion routing
authority nodes vote every hour to update the consensus, and clients download the most recent consensus on startup. A compromise of the majority of the
Tor_(network)
Statute) until 27 February 2006. The Board usually makes decisions by consensus, but in a rare decision it adopted the resolution by vote, with 12 abstentions
History of the nuclear program of Iran
History_of_the_nuclear_program_of_Iran
American science fiction television series
average rating of 6.25/10 based on 62 reviews. The website's critical consensus reads, "Some of the scenarios border on illogical, but the diverse characters
Sense8
domestication have been proposed, though no single theory has achieved consensus. It is now generally accepted that a combination of factors—climatic conditions
Neolithic_in_the_Near_East
Species of grass
Researchers argue that after some initial discussion, there is now (2018) consensus in the scientific community that "[…] the GHG [greenhouse gas] balance
Miscanthus_×_giganteus
Ron Desantis' tenure as the 46th Governor of Florida
2021. "4 times Florida's new surgeon general bucked the coronavirus consensus". Tampa Bay Times. Retrieved June 29, 2022. Contorno, Steve (November
Governorship_of_Ron_DeSantis
British casualties in Afghanistan, 2001–2021
Regiment, were both killed by a roadside bomb while on patrol in Kandahar. Consensus on the airfield was that the enemy had laid the IED behind the outgoing
British Forces casualties in Afghanistan (2001–2021)
British_Forces_casualties_in_Afghanistan_(2001–2021)
Ethnic cleansing of Palestinians
"; Shlaim 2009, p. 38, "Within the Arab League, however, there was no consensus on the future of Palestine. Most members, at least at the declaratory
Nakba
Hypothetical invisible cosmic material
; et al. (2001). "A measurement of the cosmological mass density from clustering in the 2dF Galaxy Redshift Survey". Nature. 410 (6825): 169–173. arXiv:astro-ph/0103143
Dark_matter
Descent of modern Assyrians from ancient Assyrians
derive from the ancient Akkadian Assūrāyu, meaning Assyrian. The academic consensus is that the modern name "Syria" originated as a shortened form of "Assyria"
Assyrian_continuity
decommunization, very active in Ukraine at that time, there was a public consensus to get rid of Soviet word "militsiya" ("militia") and start using "politsiya"
Law_enforcement_in_Ukraine
Season of television series
average rating of 6.25/10 based on 62 reviews. The website's critical consensus reads, "Some of the scenarios border on illogical, but the diverse characters
Sense8_season_1
depict the Kingdom of Powys during the 7th century there is now a broad consensus they were probably composed during the 9th, though some propose a tenth-century
Welsh-language_literature
Open star cluster in the constellation Cassiopeia
from 1.4 to 1.6-1.7 billion years. The wide range of ages and little consensus on the age of NGC 7788 is from the combined effects of differential reddening
NGC_7789
2000 American film by David Twohy
rating based on 113 reviews, with an average rating of 5.70/10. The site's consensus reads: "Despite an interesting premise (and a starmaking turn from Vin
Pitch_Black_(film)
Grouping by physical or social qualities
samples continental groups, the clusters become continental, but if one had chosen other sampling patterns, the clustering would be different. Weiss and
Race_(human_categorization)
Turkish Empire (c. 1299–1922)
lives of at least 300,000 individuals. The rise of port cities saw the clustering of populations caused by the development of steamships and railroads.
Ottoman_Empire
NewSQL relational distributed database
engines: TiKV, a rowstore, and TiFlash, a columnstore. TiDB uses the Raft consensus algorithm to ensure that data is available and replicated throughout storage
TiDB
Bantu ethnic group native to Central Africa
chiefly hierarchy was more a result of colonial decisions than indigenous consensus. Depelchin argues that the colonizers' efforts to categorize and organize
Fuliru_people
Use of racial theories for and against Zionism
inflow from non-Jews was deemed minuscule, and until 1984 this became the consensus view of Israeli geneticists, who considered the problem solved, and rarely
Racial conceptions of Jewish identity in Zionism
Racial_conceptions_of_Jewish_identity_in_Zionism
West Germanic language
English. The norms of standard written English are maintained purely by the consensus of educated English speakers around the world, without any oversight by
English_language
2013 American supernatural horror film
musical palette of the film. "For whatever reason I was hearing brass clustering as an early response to the material, a quiet shimmering flutter tongue
The_Conjuring
Caldera in Alaska
Owing to the multitude of methods, the dates span a wide range, but consensus has developed around a 1628/1627 BCE date derived from ice cores. Other
Mount_Aniakchak
Elimination of the mosquito-borne infectious disease
originally conceived by ancient Greeks. Since then, it was a medical consensus for centuries that malaria was spread due to miasma, the bad air. However
Eradication_of_malaria
Ruins of an ancient/medieval city in southeast Zimbabwe
deny its construction by black Africans. Its African origin only became consensus by the 1950s. Great Zimbabwe has since been adopted as a national monument
Great_Zimbabwe
Concept in computing
typical approach, as described by Coulouris et al., is to use a quorum-consensus approach. This allows the sub-partition with a majority of the votes to
Split-brain_(computing)
Old Stone Age ''Homo sapiens''
populations showed clustering in functional groups related to immune and haematopoietic pathways, while European populations showed clustering in functional
Early_modern_human
Reconstructed sound system of a proto-language
s-mobile. The "laryngeals" may have been fricatives, but there is no consensus as to their phonetic realization. They are generally suspected to have
Proto-Indo-European_phonology
Ruling political party of Russia
Domestically, imperial discourse became normalized within the ruling political consensus, spanning from the centrist United Russia to the more explicitly imperial
United_Russia
Medical condition caused by receiving too little or too many nutrients
prices and the 2008 financial crisis. Additionally, there was an emerging consensus that combating malnutrition is one of the most cost-effective ways to
Malnutrition
Multilateral conference on the ban of cluster munitions
deliberate attempt by Norway to achieve a ban on cluster munitions outside the CCW, which is based on consensus decisions. 46 of the 49 participating states
Oslo Conference on Cluster Munitions
Oslo_Conference_on_Cluster_Munitions
Abuse of members of the same household
violence significantly more often than men. In addition, there is broad consensus that women are more often subjected to severe forms of abuse and are more
Domestic_violence
Indian Computer Scientist
Sanghamitra; Mukhopadhyay, Anirban (2011). Multiobjective Genetic Algorithms for Clustering. doi:10.1007/978-3-642-16615-0. ISBN 978-3-642-16614-3. S2CID 34010577
Ujjwal_Maulik
1939 novel by James Joyce
Despite the obstacles, readers and commentators have reached a broad consensus about the book's central cast of characters and, to a lesser degree, its
Finnegans_Wake
Foodborne protozoan infection
Tom; Mythen, Michael; Montgomery, Hugh (2019). "A multidisciplinary consensus on dehydration: definitions, diagnostic methods and clinical implications"
Cyclosporiasis
Evolutionary process
having speciated away from the ancestral hominin line. There is yet no consensus as to which of these groups should be considered a separate species and
Human_evolution
Concept made real by collective agreement
race, were formerly considered controversial but are now accepted by the consensus of scientists to be socially constructed rather than naturally determined
Social_construct
East Asian ethnic group
people, a provisional government was established in Nanjing through public consensus. — Sun Yat-sen (1866–1925) Chairman Mao Zedong and his People's Republic
Han_Chinese
Distributed data store for digital transactions
retroactively without altering all subsequent blocks and obtaining network consensus to accept these changes. Blockchains are typically managed by a peer-to-peer
Blockchain
Earth's most severe extinction event
are synchronous with the main marine extinction event. The scientific consensus is that the main cause of the extinction was the flood basalt eruptions
Permian–Triassic extinction event
Permian–Triassic_extinction_event
President of South Korea since 2025
anti-discrimination laws with LGBTQ protection unilaterally without social consensus, and would not let it pass under his watch. Some media outlets, such as
Lee_Jae_Myung
2007 film by James Mangold
reviews are positive, with an average rating of 7.5/10. The website's consensus reads: "This remake of a classic Western improves on the original, thanks
3:10_to_Yuma_(2007_film)
American legal drama television series
professional reviews, with an average score of 6.04/10. The site's critical consensus reads, "Compelling performances from an excellent cast—led by standout
Goliath_(TV_series)
Iran under the Safavid dynasty from 1501 to 1736
Quran, hadith, (prophetic sayings and recorded opinions of the Imams) and consensus should be used as sources to derive verdicts (fatāwā). Unlike Usulis,
Safavid_Iran
Condition involving excessive deposition of fat in the legs
Liposuction Using Tumescent Local Anesthesia: Results of an International Consensus Conference. Dermatol Surg. 2020;46(2):220‐228. doi:10.1097/DSS.0000000000002019
Lipedema
Student-led demonstrations in China
soldiers – were killed or injured. The vast majority of killings were clustered in Beijing's western suburbs along Chang'an Avenue. Estimates of the death
1989 Tiananmen Square protests and massacre
1989_Tiananmen_Square_protests_and_massacre
Outdated grouping of human beings
contrasting with the terms Negroid, Mongoloid, and Australoid. There was never consensus among the proponents of the "Caucasoid race" concept regarding how it
Caucasian_race
Movement demanding sanctions against Israel
particular views about a complex policy issue, especially when there is no consensus across the University community about that issue" and that divestment
Boycott, Divestment and Sanctions
Boycott,_Divestment_and_Sanctions
Cryptocurrency platform
project was originally called "Ripple", the unique consensus ledger was called the Ripple Consensus Ledger, the transaction protocol was called the Ripple
XRP_Ledger
1997 Japanese animated film by Hayao Miyazaki
reviews are positive, with an average rating of 8 out of 10. The website's consensus reads, "With its epic story and breathtaking visuals, Princess Mononoke
Princess_Mononoke
Incidents involving multiple victims of firearm violence
shootings may affect public opinion, the result is polarizing rather than consensus building." Research suggests that there are few, if any, effects on electoral
Mass shootings in the United States
Mass_shootings_in_the_United_States
Armed conflict in the Gaza Strip
considerable economic damage and humanitarian problems in Gaza. The overwhelming consensus of international institutions is that the blockade is a form of collective
2014_Gaza_War
American musician
enlisted drummer Sam Henry, originally of the Wipers. Consensus Reality: Halliburton founded Consensus Reality, a record label that released records for bands
Kelly_Halliburton
British politician (1912–1998)
the telephone network as early as 1964. He both scorned the idea of "consensus politics" and wanted the Conservative Party to become a modern business-like
Enoch_Powell
CONSENSUS CLUSTERING
CONSENSUS CLUSTERING
Surname or Lastname
English
English : from Middle English, Old French convers ‘convert’ (Latin conversus, past participle of convertere ‘to turn’), hence a nickname for a Jew converted to Christianity, or more often an occupational name for someone converted to the religious way of life, a lay member of a convent.
CONSENSUS CLUSTERING
CONSENSUS CLUSTERING
Boy/Male
Australian, German, Polish
Glorious Rule
Boy/Male
Hawaiian
Wise.
Girl/Female
Norse German
Strong.
Female
Vietnamese
Vietnamese unisex name HAO means "good."
Boy/Male
English
Lives on the brook island.
Female
French
French form of Hebrew No'omiy, NOÉMIE means "my delight, my pleasantness."
Boy/Male
Indian, Punjabi, Sikh
Saint's Love
Male
English
Pet form of English Immanuel, MANNY means "God is with us."
Surname or Lastname
English
English : patronymic from Randall. In Ireland, says MacLysaght, this is sometimes a variant of Reynolds.
Girl/Female
Arabic, Muslim
Excellence; Merit; Virtue
CONSENSUS CLUSTERING
CONSENSUS CLUSTERING
CONSENSUS CLUSTERING
CONSENSUS CLUSTERING
CONSENSUS CLUSTERING
n.
One who, or that which, condenses.
adv.
In clusters.
a.
One who consents.
n.
Agreement; accord; consent.
a.
Agreeing in sound; symphonious.
n.
The act of a feudatory, vassal, or tenant, by which he consents, upon the alienation of an estate, to receive a new lord or superior, and transfers to him his homage and service; the agreement of a tenant to acknowledge the purchaser of the estate as his landlord.
v. i.
Excited or caused by sensation, sympathy, or reflex action, and not by conscious volition; as, consensual motions.
v. i.
Existing, or made, by the mutual consent of two or more parties.
n.
The ring which turns inward and condenses the flame of a lamp.
p. pr. & vb. n.
of Cluster