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Minimum redundancy feature selection is an algorithm frequently used in a method to accurately identify characteristics of genes and phenotypes and narrow
Minimum redundancy feature selection
Minimum_redundancy_feature_selection
Process in machine learning and statistics
information. Redundancy and irrelevance are two distinct notions, since one relevant feature may be redundant in the presence of another relevant feature with
Feature_selection
LPBoost Manifold alignment Markov chain Monte Carlo (MCMC) Minimum redundancy feature selection Naive Bayes classifier Non-negative matrix factorization
List of artificial intelligence algorithms
List_of_artificial_intelligence_algorithms
Measure of dependence between two variables
both the relevance and redundancy of variables, such as the minimum redundancy feature selection. Mutual information is used in determining the similarity
Mutual_information
Message encoded with more bits than needed
Lopez-Sanchez, M.; Cerquides, J. (2010). "Comparison of Redundancy and Relevance Measures for Feature Selection in Tissue Classification of CT images". Advances
Redundancy (information theory)
Redundancy_(information_theory)
Overview of and topical guide to machine learning
LogitBoost Manifold alignment Markov chain Monte Carlo (MCMC) Minimum redundancy feature selection Mixture of experts Multiple kernel learning Naive Bayes classifier
Outline_of_machine_learning
science Mindpixel MindRACES MineCam Minimally invasive surgery Minimum redundancy feature selection Miomir Vukobratović Mission Mars Mitsuteru Yokoyama Miyu
Index_of_robotics_articles
Mathematical statistics distance measure
been used for feature selection in classification problems, where P and Q are the conditional Probability density functions of a feature under two different
Kullback–Leibler_divergence
Simultaneous observation and analysis of more than one outcome variable
is the generalised (i.e. canonical) version of bivariate correlation. Redundancy analysis (RDA) is similar to canonical correlation analysis but allows
Multivariate_statistics
Approach used in computer vision systems
Corner detectors are not usually very robust and often require large redundancies introduced to prevent the effect of individual errors from dominating
Corner_detection
be redundant information. The selection of a tag SNP as a representative of these groups reduces the amount of redundancy when analyzing parts of the genome
Tag_SNP
bits in a binary word Redundancy checks Adler-32 Cyclic redundancy check Damm algorithm Fletcher's checksum Longitudinal redundancy check (LRC) Luhn algorithm:
List_of_algorithms
Lossy compression method for reducing the size of digital images
PackJPG is a freely available tool based on the 2007 paper "Improved Redundancy Reduction for JPEG Files." As of version 2.5k of 2016, it reports a typical
JPEG
Programmable digital computer used to control machinery
prevent a total or partial process shutdown due to hardware failure. Other redundancy scenarios could be related to safety-critical processes, for example,
Programmable_logic_controller
Machine learning paradigm
the learned function. In addition, there are many algorithms for feature selection that seek to identify the relevant features and discard the irrelevant
Supervised_learning
Fictional universe created by Iain M. Banks
the Culture). The sentience of advanced drones has various levels of redundancy, from systems similar to that of Minds (though much reduced in capability)
The_Culture
De facto standard in radio communications
two channels, both of which are currently good enough for minimum communications. The redundancy-based scoring inherent in ALE thus allows for selecting
Automatic_link_establishment
British shoe manufacturer and retailer
Factory Shopping', Outlet stores feature out-of-season, factory second or discontinued products alongside a limited selection of best sellers from a high street
Clarks_(shoe_retailer)
Hypothesis in neuroscience
density). This relates free energy minimization to the principle of minimum redundancy. Free energy minimisation provides a useful way to formulate normative
Free_energy_principle
Class of destroyer of Royal Australian Navy
spent) and improve RAN capabilities (by offering increased flexibility and redundancy, particularly in the event of a Falklands War-like armed conflict). Along
Hobart-class_destroyer
Payments made by authorized bodies to unemployed people
75% of the previous wages for up to sixteen months. Other measures are: Redundancy Fund (Cassa integrazione guadagni, or CIG): cash benefits provided as
Unemployment_benefits
Communications protocol
Duplex feature of the physical layer is used to achieve this. A line topology is the simplest of the two possible arrangements and provides no redundancy. However
SERCOS_III
Light single-engined multirole fighter aircraft from Sweden
systems and new displays. The MFDs are interchangeable and designed for redundancy in the event of failure, flight information can be presented on any of
Saab_JAS_39_Gripen
reliable data transmission methods. This typically involves the removal of redundancy and the correction or detection of errors in the transmitted data. cognitive
Glossary_of_computer_science
Retrieved 22 April 2025. Madden, Richard (22 April 2025). "British Steel redundancy plans halted after government rescue". BBC News. BBC. Retrieved 22 April
2025_in_the_United_Kingdom
Personality construct
Paul A.; White, Charles D. (December 2015). "A Meta-Analytic Test of Redundancy and Relative Importance of the Dark Triad and Five-Factor Model of Personality"
Machiavellianism_(psychology)
ciphertext-only attack. Concealed messages in tampered executable files, exploiting redundancy in the targeted instruction set. Pictures embedded in video material (optionally
List of steganography techniques
List_of_steganography_techniques
American multinational technology conglomerate
features chosen by the subscriber requiring various degrees of availability, redundancy, security, and service options. Subscribers can pay for a single virtual
Amazon_(company)
Networking protocol for clock synchronization
criticized for lacking formal correctness by the DTSS community, and the clock selection procedure was modified to incorporate Marzullo's algorithm for NTPv3 onwards
Network_Time_Protocol
Estimation of breathing gas mixtures and quantities required for a planned dive profile
cylinder carried at the diver's side in addition to the bottom gas. Gas redundancy protocols should be applied to drop cylinders just like for any other
Scuba_gas_planning
English serial killer (1946–2020)
of Anderton International from April 1973. In February 1975, he took redundancy and used half of the £400 pay-off to train as a heavy goods vehicle (HGV)
Peter_Sutcliffe
Sub-discipline of systems engineering that emphasizes dependability
software design System diagnostics design Fault tolerant systems (e.g. by redundancy) Predictive and preventive maintenance (e.g. reliability-centered maintenance)
Reliability_engineering
Overall consistency of a measure in statistics and psychometrics
(1991). "Does item homogeneity indicate internal consistency or item redundancy in psychometric scales?". Personality and Individual Differences. 12 (3):
Reliability_(statistics)
Discrete, discontinuous representation of information
as check codes may be used to detect errors and correct them through redundancy or re-transmission. Errors in digital communications can take the form
Digital_data
Principal protocol used to stream data across an IP network
to use multiple paths to maximize resource usage and increase redundancy. The redundancy offered by Multipath TCP in the context of wireless networks enables
Transmission_Control_Protocol
Facility used to house computer servers
and B-side power feeds. This arrangement is often made to achieve N+1 redundancy in the systems. Static transfer switches are sometimes used to ensure
Data_center
Data missing or collected but not analysed
Editing Deduplication Pre-processing Preparation Processing Reduction Redundancy Wrangling/munging Scraping Rescue Analysis, science, and interpretation
Dark_data
Signetics microprocessor
reference designs for the Olivetti M20, TRS-80, and Kaypro 10. 8X01: Cyclic redundancy checker 8X31 / 8T31: 8-bit latched bidirectional I/O port 8X32 / 8X36
Signetics_8X300
British politician (born 1933)
Treasury, under pressure from Major, had agreed to make money for generous redundancy settlements available only in the 1992–1993 fiscal year. It looked terrible
Michael_Heseltine
Chinese modular space station (since 2021)
life support systems, improving the Tiangong space station's operational redundancy. On 2 September 2022, crew members Chen Dong and Liu Yang performed their
Tiangong_space_station
Blackjack strategy used to determine advantage in upcoming hands
high-count advantage without being out of action very long. It also allows redundancy while the big player is seated as both the counter and big player can
Card_counting
Very light jet in Austria
startup and over-speed selection prevention, have been automated and are seamlessly performed by the FADEC system. For redundancy, the dual-channel FADEC
Diamond_D-Jet
Laws that govern the relationship between workers, employers, unions and governments
Framework Directive prohibits all forms of discrimination and the Collective Redundancies Directive requires that proper notice is given and consultation takes
Labour_law
Variable capable of taking on a limited number of possible values
that only g -1 (g being the number of groups) are coded. This minimizes redundancy while still representing the complete data set as no additional information
Categorical_variable
Pattern matching algorithm
following major characteristics: It reduces or eliminates certain types of redundancy through the use of node sharing. It stores partial matches when performing
Rete_algorithm
Vertical transport machine
conventional gearless traction machine) for braking power, compactness and redundancy (assuming there are at least two calipers on the disc), or one or more
Elevator
Change in sea level due to gravity
in the tidal cycle are named: The water stops falling, reaching a local minimum called low tide. Sea level rises over several hours, covering the intertidal
Tide
Electronic non-volatile computer storage device
factor of two every two years. As the MOSFET feature size of flash memory cells reaches the 15–16 nm minimum limit, further flash density increases will
Flash_memory
Home automation communication protocol
the receivers understand it over any power line noise for purposes of redundancy, reliability, and to accommodate line repeaters. After allowing for retransmission
X10_(industry_standard)
Fourth crewed Moon landing
vented fuel, only two were required for a safe landing (one extra for redundancy). Upon landing in the North Pacific Ocean, the CM and crew were recovered
Apollo_15
Digital voice and data protocol specification for amateur radio
with the trust server, allowing for redundancy/failover options for the trust server administrators. Finally, a feature called "multicast" has been added
D-STAR
Multiple converters working in parallel
a compact and potentially lower-power solution, as it eliminates the redundancy of multiple S&H circuits. The centralized sampling can also reduce mismatches
Time-interleaved_ADC
Equipment to help the wearer keep afloat in water
ships they may be constructed of foam. Twin air chambers provide for redundancy in the event of one of the air chambers leaking or failing to "fire",
Personal_flotation_device
Singaporean political party
for unemployment benefits, WP reminds S'poreans it has been calling for redundancy insurance since 2006". The Independent Singapore. 2025. Retrieved 20 May
Workers'_Party_(Singapore)
Process to maintain internal air pressure in aircraft or spacecraft
compressed bleed air for all the plane's pneumatic systems, to provide full redundancy. Compressed air is also obtained from the auxiliary power unit (APU),
Cabin_pressurization
Dynamically programmable radio
no. 12, Dec., 2011. Gardner, W.A. (1991). "Exploitation of spectral redundancy in cyclostationary signals". IEEE Signal Processing Magazine. 8 (2): 14–36
Cognitive_radio
Family of wireless network protocols
Increasing the number of Wi-Fi access points for a network provides redundancy, better range, support for fast handover, and increased overall network
Wi-Fi
Decision, action, or inaction by an aircraft pilot
aircraft and passengers. These checklists, along with a number of other redundancies integrated into most modern aircraft operation systems, ensure the pilot
Pilot_error
Land warfare force of the United Kingdom
Taylor, Claire; Brooke-Holland, Louisa (28 February 2012). "Armed Forces Redundancies" (PDF). House of Commons. Retrieved 13 May 2012. Warwick, Nigel W. M
British_Army
Prime Minister of the United Kingdom (1964–1970, 1974–1976)
benefits; family allowances were more than doubled in money terms, whilst redundancy payments were introduced in 1965. Prescription charges for medicines were
Harold_Wilson
American Secretary of Defense (1961–1968)
most visibly in small arms and aircraft acquisition, believing that the redundancy created waste and unnecessary spending. McNamara's actions in mandating
Robert McNamara as Secretary of Defense
Robert_McNamara_as_Secretary_of_Defense
Human rights organization
Amnesty's international secretariat left the organization with "generous" redundancy packages. After none of the managers responsible of bullying at Amnesty
Amnesty_International
British children's television brand (1980–2026)
former Granada studios to MediaCityUK in 2013, and several rounds of redundancies in the years prior, CITV's dedicated in-house promotions and presentation
CITV
Image compression standard and coding system
Higher-resolution images tend to benefit more, where JPEG 2000's spatial-redundancy prediction can contribute more to the compression process. In very low-bitrate
JPEG_2000
Mechanical structure of an aircraft
in places where failure of the part cannot cause loss of the airplane. Redundancy in cable and hydraulic control systems permits the use of castings. Casting
Airframe
Descending below the surface of the water to interact with the environment
assessment and briefing, safety drills, thermal protection, equipment redundancy, alternative air source, buddy checks, buddy or team diving procedures
Underwater_diving
Variety and variability of life forms
December 2015. Walker, Brian H. (1992). "Biodiversity and Ecological Redundancy". Conservation Biology. 6 (1): 18–23. Bibcode:1992ConBi...6...18W. doi:10
Biodiversity
Competitive watersport using swimfins for propulsion
regarding mask selection. Centre-mounted snorkels (also known as front snorkels) are the only type approved for use subject to meeting minimum and maximum
Finswimming
Swimming underwater, breathing gas carried by the diver
changes in depth. This can be achieved by accurate selection of ballast weight, which should be the minimum to allow neutral buoyancy with depleted gas supplies
Scuba_diving
Capital of Somme, France
450 employees; in March 2009, the management announced new collective redundancies [fr] of a thousand jobs. On 31 December 2015, at Amiens, there were 10
Amiens
of Technology, 1981. Liu, Huan, and Hiroshi Motoda. Feature extraction, construction and selection: A data mining perspective. Springer Science & Business
List of datasets for machine-learning research
List_of_datasets_for_machine-learning_research
Type of cipher
creating Shannon's confusion. The linear permutation stage then dissipates redundancies, creating diffusion. A substitution box (S-box) substitutes a small block
Block_cipher
Miniature satellite in 10 cm cube modules
consideration is put into material selection as not all materials can be used in vacuums. Structures often feature soft dampers at each end, typically
CubeSat
Former infantry regiment of the British Army
such as "The Loyalist Murderers" and "Blood Money," referring to the redundancy payments received by former UDR soldiers still serving with the Royal
Ulster_Defence_Regiment
Underwater diving using self contained breathing gas recycling apparatus
The minimum number of cells in this architecture is two per monitoring unit, with two monitoring units for redundancy, which is more than the minimum three
Rebreather_diving
American astronaut and aquanaut (1925–2013)
schools were obtained from the Department of Defense. Of these, 110 met the minimum standards: the candidates had to be younger than 40, possess a bachelor's
Scott_Carpenter
Welfare benefit in the United Kingdom
repeated and very long waiting periods, with no income, resulting because of redundancy and/or loss of temporary employment for legitimate reasons necessitating
Universal_Credit
Amusement park in Cornwall, England
closure was "awful news" and that he had been assured that redundancies would be kept to a minimum. In mid November 2024, many of the rides were put up for
Flambards_Theme_Park
Container to supply high pressure gas for diving operations
interconnected. Cylinder configuration affects gas carrying capacity, gas redundancy, ergonomics, balance, trim, and maneuverability in confined spaces. A
Diving_cylinder
Techniques and procedures for safe decompression of divers
saturation system atmosphere during decompression are standard practice, and minimum values are specified for the safe use of saturation decompression schedules
Decompression_practice
Watertight clothing that seals the wearer from cold and hazardous liquids
of the goals of undersuit selection for diving. For surface applications, thermal comfort with freedom of movement and minimum skin dampness from condensation
Dry_suit
2013, most of the AM/FM simulcasts had been discontinued, in part due to redundancy and the fact that most listeners to AM stations stayed with AM while very
Radio_in_the_United_States
Class of high-speed electric locomotives
pantograph becomes detached, the train can keep going, so the system provides redundancy in the event of a pantograph/OLE failure. Locomotive 91010 (now 91110)
British_Rail_Class_91
Undercarriage of aircraft or spacecraft
moving at aerodynamic speeds.[citation needed] The specified selection criterion, e.g., minimum size, weight, or pressure, are used to select suitable tires
Landing_gear
Election to the 31st Dáil
facilitate a programme of cost savings without further pay cuts or compulsory redundancies. Nevertheless, Ireland's government debt stood at €148 billion in 2010
2011_Irish_general_election
Instrument to calculate decompression status in real time
have the same physical format (AA). User changeable batteries. Battery redundancy. User selected display colours (useful for the colour-blind), and variable
Dive_computer
Type of computer memory
automatic side effect of activating it, there is a minimum time for this to happen, which requires a minimum row access time tRAS delay between an active command
Synchronous dynamic random-access memory
Synchronous_dynamic_random-access_memory
medication to be represented in multiple resource forms, with potential redundancies being amalgamated into a single record based on the most recent date
Imaging_informatics
American astronaut (born 1952)
was cut short as Minimum Duration Flight (MDF) when a second navigational Inertial Measurement Unit (IMU) was powered up for redundancy and immediately
Mario_Runco_Jr.
the annual frequency of its induction process and whether it created redundancies with other civic awards offered by the City of Sault Ste. Marie. Though
Sault_Ste._Marie_Walk_of_Fame
Charitable organization that gives out food
2012–13. Reasons why people have difficulty getting enough to eat include redundancy, sickness, delays over receiving, domestic violence, family breakdown
Food_bank
them to single long reads. IDCheck ORNA and ORNA Q/K A tool for reducing redundancy in RNA-seq data which reduces the computational resource requirements
List of RNA-Seq bioinformatics tools
List_of_RNA-Seq_bioinformatics_tools
Island in the Hauraki Gulf of New Zealand
wireless internet and some islanders use both services to ensure system redundancy. Solid Waste: The community established a charitable trust which successfully
Waiheke_Island
First aid organisation based in England
Wales. Ainsworth, David (20 August 2013). "St John Ambulance made 155 redundancies last year, annual report reveals". Third Sector. Archived from the original
St_John_Ambulance_(England)
Radar system used in air traffic control
concept was the use of a more powerful 24-bit parity system using a cyclic redundancy code, which not only ensured the accuracy of the received data without
Secondary_surveillance_radar
British politician
disputes with their employers; typically these would involve issues of pay, redundancy, working hours, and compensation for injuries. Davies's surviving day
S._O._Davies
Influence of the interaction between the user and the equipment on design
longer-term correction can be made. The solo diver can not rely on team redundancy, and must provide all the necessary emergency equipment indicated as necessary
Human factors in diving equipment design
Human_factors_in_diving_equipment_design
American ornithologist, marine biologist, entomologist, and explorer (1877–1962)
The divorce was granted on August 29, 1913, after Blair had spent the minimum requirement of six months as a resident in Reno. Obtaining a divorce in
William_Beebe
convergence and convenience for consumers while decreasing resource-needs, redundancy and electronic waste. 24 September Researchers conclude that projecting
2021_in_science
Jewish ritual and prayer service
treatments after an unsuccessful round, undertaking job applications after redundancy, or while preparing to formalise a new relationship after divorce or being
Kiddush_levana
MINIMUM REDUNDANCY-FEATURE-SELECTION
MINIMUM REDUNDANCY-FEATURE-SELECTION
Surname or Lastname
English
English : from Middle English fether ‘feather’, applied as a metonymic occupational name for a trader in feathers and down, a maker of quilts, or possibly a maker of pens. Feathermongers are recorded from the 13th century onwards. In some cases the surname may have arisen from a nickname denoting a very light person or perhaps a person of no account.Americanized form of German Feder.
Boy/Male
Hindu
Dramatic composition, Sign, Feature
Boy/Male
Tamil
The Moon, Feature
Girl/Female
Christian, Gujarati, Hindu, Indian, Kannada, Marathi, Sindhi, Telugu
Wished-for Child
Girl/Female
Hindu, Indian, Kannada, Marathi, Tamil, Telugu
Feature; Future
Boy/Male
Hindu
The Moon, Feature
Boy/Male
Hindu, Indian
Features
Boy/Male
Indian
Nature Creature
Boy/Male
Hindu, Indian
Bright Feature; Light
Boy/Male
Hindu
Dramatic composition, Sign, Feature
Boy/Male
Tamil
Dramatic composition, Sign, Feature
Boy/Male
Hindu
The Moon, Feature
Girl/Female
English, Hindu, Indian, Marathi
Small Daughter
Boy/Male
Hindu
Feature
Boy/Male
Assamese, Bengali, Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Punjabi, Sikh, Telugu
Sign; Feature; Beautiful
Boy/Male
Anglo, Australian
Dark-featured
Boy/Male
Tamil
The Moon, Feature
Boy/Male
Tamil
Dramatic composition, Sign, Feature
Boy/Male
African, Arabic
Far
Boy/Male
Tamil
Feature
MINIMUM REDUNDANCY-FEATURE-SELECTION
MINIMUM REDUNDANCY-FEATURE-SELECTION
MINIMUM REDUNDANCY-FEATURE-SELECTION
MINIMUM REDUNDANCY-FEATURE-SELECTION
MINIMUM REDUNDANCY-FEATURE-SELECTION
MINIMUM REDUNDANCY-FEATURE-SELECTION
MINIMUM REDUNDANCY-FEATURE-SELECTION