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Combinatorial meta-analysis (CMA) is the study of the behaviour of statistical properties of combinations of studies from a meta-analytic dataset (typically
Combinatorial_meta-analysis
Bias in a statistical analysis due to non-random selection
observations. Selection of which studies to include in a meta-analysis (see also combinatorial meta-analysis). Performing repeated experiments and reporting only
Selection_bias
Construct related to weighted sums and averages
be used to construct systems of calculus called "weighted calculus" and "meta-calculus". In the discrete setting, a weight function w : A → R + {\displaystyle
Weight_function
exhaustive events Collider (statistics) Combinatorial data analysis Combinatorial design Combinatorial meta-analysis Common-method variance Common mode failure
List_of_statistics_articles
Operations research that evaluates multiple conflicting criteria in decision making
Zameri Mat; Ibrahim, Othman (1 August 2017). "A systematic review and meta-Analysis of SWARA and WASPAS methods: Theory and applications with recent fuzzy
Multiple-criteria decision analysis
Multiple-criteria_decision_analysis
Optimization technique
solution found is dependent on the set of random variables generated. In combinatorial optimization, there are many problems that belong to the class of NP-complete
Metaheuristic
Meta-algorithmic technique to choose an algorithm
called per-instance algorithm selection or offline algorithm selection) is a meta-algorithmic technique to choose an algorithm from a portfolio on an instance-by-instance
Algorithm_selection
Statistical method
Factor analysis is a statistical method used to describe variability among observed, correlated variables in terms of a potentially lower number of unobserved
Factor_analysis
Problem solving as a strategic game
objectives by means of the options available to them. The subsequent meta-analysis of this game gives insight in possible strategies and their outcome
Metagame_analysis
Branch of mathematical logic
logics. Ordinal analysis is a powerful technique for providing combinatorial consistency proofs for subsystems of arithmetic, analysis, and set theory
Proof_theory
Platforms for betting on events
[citation needed] One difficulty of combinatorial prediction markets is that the number of possible combinatorial trades scales exponentially with the
Prediction_market
(as in combinatorial designs and matroid theory), finding "largest", "smallest", or "optimal" objects (extremal combinatorics and combinatorial optimization)
Lists_of_mathematics_topics
Hertz, Alain, and Marino Widmer. "Guidelines for the use of meta-heuristics in combinatorial optimization." European Journal of Operational Research 151
EU/ME, the metaheuristics community
EU/ME,_the_metaheuristics_community
This is a list of numerical analysis topics. Validated numerics Iterative method Rate of convergence — the speed at which a convergent sequence approaches
List of numerical analysis topics
List_of_numerical_analysis_topics
Cancer of the colon or rectum
"Alcohol drinking and colorectal cancer risk: an overall and dose-response meta-analysis of published studies". Annals of Oncology. 22 (9): 1958–1972. doi:10
Colorectal_cancer
materials and information. Some more narrow interpretations include combinatorial chemistry, process modeling, materials databases, materials data management
Materials_informatics
Mathematical models of strategic interactions
Johnson, Noel D.; Mislin, Alexandra A. (October 2011). "Trust games: A meta-analysis". Journal of Economic Psychology. 32 (5): 865–889. doi:10.1016/j.joep
Game_theory
Hand game for two or more players
turns tapping one hand against another. Chopsticks is an example of a combinatorial game, and is solved in the sense that, with perfect play, an optimal
Chopsticks_(hand_game)
Mental skill based games
(1982, Berlekamp, Conway and Guy) provided rigorous mathematical analysis of combinatorial games, further developing the theoretical foundations of the field
Abstract_strategy_game
Statistical method in data analysis
hierarchical clustering (also called hierarchical cluster analysis or HCA) is a method of cluster analysis that seeks to build a hierarchy of clusters. Strategies
Hierarchical_clustering
Meta-optimization from numerical optimization is the use of one optimization method to tune another optimization method. Meta-optimization is reported
Meta-optimization
Resource problem in machine learning
try to learn a static recommendation model given training data. The Combinatorial Multiarmed Bandit (CMAB) problem arises when instead of a single discrete
Multi-armed_bandit
Research field in deep learning
message-passing on general combinatorial complexes. An independent perspective on different types of data originated from topological data analysis, which proposed
Topological_deep_learning
Difficulties arising when analyzing data with many aspects ("dimensions")
combinations of values must be considered. This effect is also known as the combinatorial explosion. Even in the simplest case of d {\displaystyle d} binary variables
Curse_of_dimensionality
Intelligence of machines
Classification of Lung Nodules at Chest CT: A Systematic Review and Meta-Analysis". Radiology: Artificial Intelligence. doi:10.1148/ryai.250331. ISSN 2638-6100
Artificial_intelligence
Class of artificial neural networks
citation networks, molecular biology, chemistry, physics and NP-hard combinatorial optimization problems. Open source libraries implementing GNNs include
Graph_neural_network
Application of metaheuristic search techniques to software engineering
optimization problems, for example, assigning people to tasks (a typical combinatorial optimization problem). white-box problems where operations on source
Search-based software engineering
Search-based_software_engineering
German computer scientist
(2021). "Auto-Pytorch: Multi-Fidelity MetaLearning for Efficient and Robust AutoDL". IEEE Transactions on Pattern Analysis and Machine Intelligence. PP (9):
Marius_Lindauer
Chemical compound
checked before and during use of this medicine as a precaution. A 2016 meta-analysis confirms that alpha-glucosidase inhibitors, including acarbose, have
Acarbose
Chemical compound
not affect lipid profile and blood pressure: A systematic review and meta-analysis of randomized controlled clinical trials". Phytotherapy Research. 33
Hesperidin
Study of computation
Communications of the ACM—turingineer, turologist, flow-charts-man, applied meta-mathematician, and applied epistemologist. Three months later in the same
Computer_science
Iterative simulation method
2009.08.029. Mason, Karl; Duggan, Jim; Howley, Enda (2018). "A Meta Optimisation Analysis of Particle Swarm Optimisation Velocity Update Equations for Watershed
Particle_swarm_optimization
Method of result aggregation from multiple clustering algorithms
cluster ensembles. The cluster ensemble problem is then formalized as a combinatorial optimization problem in terms of shared mutual information VEGA-PONS
Consensus_clustering
bound Bruss algorithm: see odds algorithm Chain matrix multiplication Combinatorial optimization: optimization problems where the set of feasible solutions
List_of_algorithms
Academic field
emergence of new groups, topics, and leaders. Dynamic network analysis focuses on meta-networks composed of multiple types of nodes (entities) and multiple
Network_science
Drug whose use induces sleep
potential side effects of daytime fatigue and cognitive impairment, and a meta-analysis found that the risks generally outweigh any marginal benefits of hypnotics
Hypnotic
Design of tasks
from Frank Yates. The experiments designed in this example involve combinatorial designs. Weights of eight objects are measured using a pan balance and
Design_of_experiments
American pharmaceutical company
firms to use an explicit strategy of rational drug design rather than combinatorial chemistry. It maintains headquarters in Boston, Massachusetts, and three
Vertex_Pharmaceuticals
Legal and scientific dispute over 2021 Nature paper by Google
responded to the CACM paper with a letter to the editor, describing its meta-analysis as "regurgitating… unpublished, non-peer-reviewed arguments" and containing
AlphaChip_(controversy)
Irish academic and scientist (born 1949)
Brugha. Brugha earned a BSc, an MSc (Mathematical Science – UCD), a PhD (Combinatorial Optimization - UCD) and MBA (TCD) Prize winner for his dissertation
Cathal_MacSwiney_Brugha
Compiler that optimizes generated code
Goss, Clinton F. (1980). "Macro Substitutions in MICRO SPITBOL – a Combinatorial Analysis". Proceedings of the 11th Southeastern Conference on Combinatorics
Optimizing_compiler
Psychometric factor also known as "general intelligence"
around 55% of the individual variance observed in mice. A review and meta-analysis of general intelligence, however, found that the average correlation
G_factor_(psychometrics)
Psychoactive chemical
chronic opioid users develop hypogonadism. A 2015 systematic review and meta-analysis found that opioid therapy suppressed testosterone levels in men by about
Opioid
Methods in artificial intelligence research
on toy problems could never scale to real-world applications due to combinatorial explosion. As limitations with weak, domain-independent methods became
Symbolic artificial intelligence
Symbolic_artificial_intelligence
Branch of mathematics
computational geometry, algebraic topology, discrete geometry (also known as combinatorial geometry), etc.—or on the properties of Euclidean spaces that are
Geometry
Formalism to describe programming languages
S2CID 52817672. Post, Emil L. (1943). "Formal Reductions of the General Combinatorial Decision Problem". American Journal of Mathematics. 65 (2): 197–215
Backus–Naur_form
Antibiotic
recovery (4 versus 7 days) with daptomycin. A 2022 systematic review and meta-analysis of seven studies enrolling 907 patients with MRSA bacteremia where vancomycin
Daptomycin
Branch of mathematics that studies sets
Moore space question was eventually proved to be independent of ZFC. Combinatorial set theory concerns extensions of finite combinatorics to infinite sets
Set_theory
Mathematical tree with cycle through leaves
skirted trees", Proceedings of the International Conference on Combinatorial Analysis and its Applications (Pokrzywna, 1985), Zastos. Mat., 19 (3–4):
Halin_graph
Software for designing electronic systems
ISBN 1-4020-7502-2, 2003, available also in German ISBN 3-446-21288-4 (2005) Combinatorial Algorithms for Integrated Circuit Layout, by Thomas Lengauer, ISBN 3-519-02110-2
Electronic_design_automation
Process in machine learning and statistics
regression; and FeaLect which scores all the features based on combinatorial analysis of regression coefficients. AEFS further extends LASSO to nonlinear
Feature_selection
Field of mathematics and science based on non-linear systems and initial conditions
on initial conditions property, such as combinatorial chaos (I.e. applying recursively a discrete combinatorial action). This is also comparable and similar
Chaos_theory
Algorithm for searching a problem space
most of the common individual learning methods are deterministic. In combinatorial optimization, on the other hand, individual learning methods commonly
Memetic_algorithm
Programming language that uses first order logic
body of clauses, such as: A(X,Y) :- X+Y>0. It is suited to large-scale combinatorial optimisation problems and is thus useful for applications in industrial
Prolog
Photographic display of total chromosome complement in a cell
Because there are a limited number of spectrally distinct fluorophores, a combinatorial labeling method is used to generate many different colors. Fluorophore
Karyotype
Probabilistic optimization technique and metaheuristic
optimization. Adaptive simulated annealing Automatic label placement Combinatorial optimization Dual-phase evolution Graph cuts in computer vision Intelligent
Simulated_annealing
Optimisation and Planning (ASAP) Research Group, University of Nottingham, UK Combinatorial Optimisation and Decision Support (CODeS) Research Group Archived 2011-12-30
Hyper-heuristic
On linear-time algorithms for graph logic
Borie, Parker & Tovey (1992). It is considered the archetype of algorithmic meta-theorems. In one variation of monadic second-order graph logic known as MSO1
Courcelle's_theorem
AI that learns decision rules from data
ROSETTA is an implementation of rough set theory framework that gathers combinatorial statistics and provides results in the form of IF-THEN classification
Rule-based_machine_learning
Set of cryptographic hash functions
2024-02-12. Sanadhya, Somitra Kumar; Sarkar, Palash (2009). "A combinatorial analysis of recent attacks on step reduced SHA-2 family". Cryptography and
SHA-2
German polymath (1646–1716)
devised the same system decades before). He envisioned the field of combinatorial topology as early as 1679, and helped initiate the field of fractional
Gottfried_Wilhelm_Leibniz
Algorithm in computer science
Such a direct representation is not possible, for example, in many combinatorial applications such as scheduling, where appropriately modified variants
Evolution_strategy
American annual computer science prize
the development of efficient algorithms for network flow and other combinatorial optimization problems, the identification of polynomial-time computability
Turing_Award
Field in social science
groups whose dimension is poorly understood. A subsequent 2024 meta-regression analysis examines the narratives researchers use to describe how various
Peace_and_conflict_studies
Subdivision of vertices into disjoint sets
On spectral partitioning of signed graphs. Eighth SIAM Workshop on Combinatorial Scientific Computing, CSC 2018, Bergen, Norway, June 6–8. arXiv:1701
Graph_partition
Feature of systems that defy description
social complexity is a conceptual framework used in the analysis of society. In combinatorial game theory, measures of game complexity involve understanding
Complexity
Measure of a scholar's citation impact
ISSN 0094-2405. PMID 19472608. Bornmann, L.; et al. (2011). "A multilevel meta-analysis of studies reporting correlations between the h-index and 37 different
H-index
Optimization algorithm
to Optimization. Akilov, G. P.; Kantorovich, L. V. (1982). Functional Analysis (2nd ed.). Pergamon Press. ISBN 0-08-023036-9. Barzilai, Jonathan; Borwein
Gradient_descent
Therapy
and related symptoms in children and adolescents exposed to trauma. A meta analysis that examined 28 randomized control trials concluded that TF-CBT was
Trauma focused cognitive behavioral therapy
Trauma_focused_cognitive_behavioral_therapy
Reinforcement learning technique
on Meta's Diplomacy-Playing AI", LessWrong Laterre, Alexandre (2018). "Ranked Reward: Enabling Self-Play Reinforcement Learning for Combinatorial Optimization"
Self-play
Mass spectrometry software is used for data acquisition, analysis, or representation in mass spectrometry. In protein mass spectrometry, tandem mass spectrometry
List of mass spectrometry software
List_of_mass_spectrometry_software
Logical paradox in decision-making theory
in debates about platform governance on social media. Companies such as Meta and Twitter have faced criticism both for allowing hate speech and extremist
Paradox_of_tolerance
Machine-learning process
branch of machine learning where the instance space consists of discrete combinatorial objects such as strings, trees and graphs. Grammatical inference has
Grammar_induction
Subset of evolutionary computation
used for numerical optimization, although there are also variants for combinatorial tasks. CMA-ES Natural evolution strategy Differential evolution – Based
Evolutionary_algorithm
Philosophical view that some states of mind, as commonly understood, do not exist
discrete, combinatorial syntax and other linguistic properties to these mental phenomena. Eliminativists argue that such discrete, combinatorial characteristics
Eliminative_materialism
Inherent flaw in computer instructions
impractical for anything but the shortest programs, because of problems of combinatorial explosion and indeterminacy. One goal of software testing is to find
Software_bug
Blood cancer characterized by overproduction of lymphoblasts
"Clinical presentation of childhood leukaemia: a systematic review and meta-analysis". Archives of Disease in Childhood. 101 (10): 894–901. doi:10
Acute_lymphoblastic_leukemia
Intelligent Applications. Springer India, 2016. 227–236. Diegert, Carl. "A combinatorial method for tracing objects using semantics of their shape." Applied
List of datasets in computer vision and image processing
List_of_datasets_in_computer_vision_and_image_processing
Method for discovering interesting relations between variables in databases
the size of an itemset increases, the number of its subsets undergoes combinatorial explosion. It is suitable for both sequential as well as parallel execution
Association_rule_learning
president of International Society for Bayesian Analysis Betsy Becker, American researcher on meta-analysis and educational psychometrics Laurel Beckett
List_of_women_in_statistics
List of concepts in artificial intelligence
its processes. combinatorial optimization In Operations Research, applied mathematics and theoretical computer science, combinatorial optimization is
Glossary of artificial intelligence
Glossary_of_artificial_intelligence
Experimental tool
proportional increase in the total amount. Engel (2011) conducted a meta-analysis and concluded that as the available sum increased, dictators tended
Dictator_game
Game in economic experiments
"Cultural Differences in Ultimatum Game Experiments: Evidence from a Meta-Analysis". Experimental Economics. 7 (2): 171–188. doi:10.1023/B:EXEC.0000026978
Ultimatum_game
Technique invented by Paul Cohen for proving consistency and independence results
that Cohen forcing does not collapse cardinals. For this, a sufficient combinatorial property is that all of the antichains of the forcing poset are countable
Forcing_(mathematics)
paths through the "maze" was astronomical (a situation known as a "combinatorial explosion"). Researchers would reduce the search space by using heuristics
History of artificial intelligence
History_of_artificial_intelligence
Layer of hardware-level instructions or data structures
no decoding (horizontal microcode) or requires extensive decoding by combinatorial logic before doing so (vertical microcode). Consequently, each horizontal
Microcode
Overuse of a shared resource
Van Lange, Paul A. M. (2011). "Reward, punishment, and cooperation: a meta-analysis". Psychological Bulletin. 137 (4): 594–615. Bibcode:2011PsycB.137..594B
Tragedy_of_the_commons
to produce results without the need for variable bindings. combinatorialism Combinatorialism is the view that any arbitrary combination of elements constitutes
Glossary_of_logic
Mammalian protein found in humans
of vinculin activation due to its presence in focal complexes. The combinatorial model of vinculin states that either α-actinin or talin can activate
Vinculin
Forming something new and somehow valuable
(5): 532–535. doi:10.1016/j.lindif.2010.04.008. Feist, G.J. (1998). "A meta-analysis of the impact of personality on scientific and artistic creativity"
Creativity
Optimization algorithm
In numerical analysis, hill climbing is a mathematical optimization technique which belongs to the family of local search. It is an iterative algorithm
Hill_climbing
Optimization algorithm
metaheuristics. Ant colony optimization algorithms have been applied to many combinatorial optimization problems, ranging from quadratic assignment to protein
Ant colony optimization algorithms
Ant_colony_optimization_algorithms
Retrieved 14 September 2023. Queen, Jack (10 July 2023). "Sarah Silverman sues Meta, OpenAI for copyright infringement". Reuters. Retrieved 14 September 2023
Timeline of artificial intelligence
Timeline_of_artificial_intelligence
frequencies of depression and anxiety of 47% and 37%. According to a large meta-analysis, depression occurs in 23.0% (16.1 to 26.1) and anxiety in 15.9% (5.6
Impact of COVID-19 on neurological, psychological and other mental health outcomes
Impact_of_COVID-19_on_neurological,_psychological_and_other_mental_health_outcomes
Class of statistical modeling methods
CRF only contains pair-wise potentials and the energy is submodular, combinatorial min cut/max flow algorithms yield exact solutions. If exact inference
Conditional_random_field
American computer scientist and engineer
2022 it was adopted by over 90 Meta product teams for tasks ranging from content ranking to user engagement analysis. In 2023, Markov gave a presentation
Igor_L._Markov
Computation, Density Estimation, Spectral method, Combinatorial Optimization, Reinforcement learning, Meta learning, Convex optimization in the case of Theory
ICPRAM
Theory of learning and behaviour
(1994). "The effects of television violence on antisocial behavior: A meta-analysis". Communication Research. 21 (4): 516–546. doi:10.1177/009365094021004004
Social_learning_theory
Small non-coding ribonucleic acid molecule
Childhood Acute Lymphoblastic Leukemia: Systematic Review, Meta-Analysis and Re-Analysis with Novel Small RNA-Seq Tools". Cancers. 14 (16): 3976. doi:10
MicroRNA
System that regulates the formation of blocks on a blockchain
the original on 2016-08-26. Retrieved 2007-11-25. Fitzi, Matthias. "Combinatorial Optimization via Proof-of-Useful-Work" (PDF). IACR conference Crypto
Proof_of_work
COMBINATORIAL META-ANALYSIS
COMBINATORIAL META-ANALYSIS
Female
Hungarian
Hungarian feminine form of Latin Timæus, TÃMEA means "honor."
Female
German
Short form of German Margarete, META means "pearl."
Female
Hawaiian
Hawaiian name MEKA means "eyes."
Female
Hebrew
(× Ö¶×˜Ö·×¢) Hebrew unisex name NETA means meaning "plant, shrub."
Female
Italian
 Variant spelling of Italian Zita, ZETA means "little girl." Compare with another form of Zeta.
Girl/Female
Greek American
Speaker.
Girl/Female
Hindu
Cloud
Girl/Female
Latin
Goddess of silence.
Girl/Female
Greek Native American
Stone; rock.
Female
Spanish
 Short form of Spanish Aleta, LETA means "winged." Compare with another form of Leta.
Female
English
English name derived from the second letter of the Greek alphabet, beta, related to Hebrew bet, BETA means "house."Â
Girl/Female
Indian
Love
Girl/Female
Danish American Greek Persian Latin
Girl/Female
Hebrew American Spanish
Grace.
Girl/Female
Hindu
Precious blue stone, Fish, Jewel (Wife of the himalayas)
Female
Native American
 Native American Blackfoot name PETA means "golden eagle." Compare with another form of Peta.
Boy/Male
Muslim
Obeyed, Pure or like a Pearl
Girl/Female
Hindu
A friend
Girl/Female
Australian, Danish, Dutch, German, Greek, Latin, Slovenia, Swedish
Ambitious; Pearl
Girl/Female
Muslim
COMBINATORIAL META-ANALYSIS
COMBINATORIAL META-ANALYSIS
Boy/Male
Indian, Malayalam, Telugu
The Raising of Sun; Fame
Boy/Male
English
Gray-haired: son of the Gray family; son of Gregory.
Boy/Male
Danish, Finnish, German, Swedish, Teutonic
Power of the Home; Prosperity and Power
Male
Hawaiian
Hawaiian form of English Matthew, MAKAIO means "gift of God."
Boy/Male
Hindu
Shooting arrows
Girl/Female
Tamil
Blowing Hard, Demon
Boy/Male
Arabic, Muslim
Patient
Female
English
 Variant spelling of English Myra, MIRA means "myrrh." Compare with other forms of Mira.
Boy/Male
Hindu, Indian
Lord of Snowy Water
Boy/Male
Muslim
COMBINATORIAL META-ANALYSIS
COMBINATORIAL META-ANALYSIS
COMBINATORIAL META-ANALYSIS
COMBINATORIAL META-ANALYSIS
COMBINATORIAL META-ANALYSIS
n.
Food, in general; anything eaten for nourishment, either by man or beast. Hence, the edible part of anything; as, the meat of a lobster, a nut, or an egg.
n.
Any slender, more or less rigid, bristlelike organ or part; as the hairs of a caterpillar, the slender spines of a crustacean, the hairlike processes of a protozoan, the bristles or stiff hairs on the leaves of some plants, or the pedicel of the capsule of a moss.
n.
Meat.
n.
The flesh of animals used as food; esp., animal muscle; as, a breakfast of bread and fruit without meat.
n.
A Greek letter corresponding to our z.
n.
One of the spinelike feathers at the base of the bill of certain birds.
v. t.
To cover with metal; as, to metal a ship's bottom; to metal a road.
n.
Measure; limit; boundary; -- used chiefly in the plural, and in the phrase metes and bounds.
p. p.
of Mete
n.
See Meathe.
n.
Minced meat; meat chopped very fine; a mixture of boiled meat, suet, apples, etc., chopped very fine, to which spices and raisins are added; -- used in making mince pie.
n.
Ore from which a metal is derived; -- so called by miners.
n.
One of the movable chitinous spines or hooks of an annelid. They usually arise in clusters from muscular capsules, and are used in locomotion and for defense. They are very diverse in form.