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Iterative simulation method
Consensus-based optimization (CBO) is a multi-agent derivative-free optimization method, designed to obtain solutions for global optimization problems
Consensus_based_optimization
Iterative simulation method
Dispersive flies optimisation Consensus based optimization Bonyadi, M. R.; Michalewicz, Z. (2017). "Particle swarm optimization for single objective continuous
Particle_swarm_optimization
Method of result aggregation from multiple clustering algorithms
from different runs of the same algorithm. When cast as an optimization problem, consensus clustering is known as median partition, and has been shown
Consensus_clustering
Competitive algorithm for searching a problem space
climbing, and swarm intelligence (e.g.: ant colony optimization, particle swarm optimization) and methods based on integer linear programming. The suitability
Genetic_algorithm
Concept in computer science
multi-valued consensus may be achieved naively by running multiple iterations of a single-valued consensus protocol in succession, many optimizations and other
Consensus_(computer_science)
Field of engineering
Multi-disciplinary design optimization (MDO) is a field of engineering that uses optimization methods to solve design problems incorporating a number
Multidisciplinary design optimization
Multidisciplinary_design_optimization
Overview of and topical guide to machine learning
Collaborative filtering Content-based filtering Hybrid recommender systems Search engine Search engine optimization Social engineering Graphics processing
Outline_of_machine_learning
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
Collective behavior of decentralized, self-organized systems
Evolutionary algorithms (EA), particle swarm optimization (PSO), differential evolution (DE), ant colony optimization (ACO) and their variants dominate the field
Swarm_intelligence
Engineering model
interpolation. Python library SAMBO Optimization supports sequential optimization with arbitrary models, with tree-based models and Gaussian process models
Surrogate_model
Overview of and topical guide to algorithms
Local search (optimization) Hill climbing Tabu search Genetic algorithm Ant colony optimization algorithms Particle swarm optimization Evolutionary algorithm
Outline_of_algorithms
Process of automating the application of machine learning
Ensembling - a form of consensus where using multiple models often gives better results than any single model Hyperparameter optimization of the learning algorithm
Automated_machine_learning
very-high-dimensional spaces Newton's method in optimization Nonlinear optimization BFGS method: a nonlinear optimization algorithm Gauss–Newton algorithm: an algorithm
List_of_algorithms
Cognitive heuristic of searching for an acceptable decision
method for rationalizing satisficing is optimization when all costs, including the cost of the optimization calculations themselves and the cost of getting
Satisficing
System that regulates the formation of blocks on a blockchain
validate transactions, Ofelimos achieves consensus while simultaneously providing a decentralized optimization problem solver. The protocol is built around
Proof_of_work
problem regions. The combination of accurate, base-specific quality scores and a quality-based consensus sequence was a critical element in the success
Phrap
Probabilistic problem-solving algorithm
issues related to simulation and optimization. The traveling salesman problem is what is called a conventional optimization problem. That is, all the facts
Monte_Carlo_method
Family of protocols for solving consensus
optimization, sending a denial, or negative acknowledgement (NAK), response would tell the Proposer that it can stop its attempt to create consensus with
Paxos_(computer_science)
Extracting features from raw data for machine learning
inter-related datasets to obtain a consensus (common) clustering scheme. An example is Multi-view Classification based on Consensus Matrix Decomposition (MCMD)
Feature_engineering
Language models designed for reasoning tasks
and finally optimizes the policy with reinforcement learning, typically PPO with a KL penalty. Variants such as direct preference optimization remove the
Reasoning_model
Algorithm in computer science
optimization technique. It uses the major genetic operators mutation, recombination and selection of parents. The 'evolution strategy' optimization technique
Evolution_strategy
Process of finding a spatial transformation that aligns two point clouds
s_{m}\leftrightarrow m} ) are given before the optimization, for example, using feature matching techniques, then the optimization only needs to estimate the transformation
Point-set_registration
Suite of automated protein docking tools
Pipeline". sites.google.com. Retrieved 2019-05-22. "Consensus Scoring ToolKit | consensus scoring optimization for protein ligand docking". Retrieved 2019-05-22
AutoDock
Digital asset using a distributed ledger
digital ledger or blockchain, which is a computerized database that uses a consensus mechanism to secure transaction records, control the creation of additional
Cryptocurrency
Invention of new medications based on knowledge of a biological target
(structure- or ligand-based design) hit-to-lead optimization of affinity and selectivity (structure-based design, QSAR, etc.) lead optimization of other pharmaceutical
Drug_design
Grouping a set of objects by similarity
distributions. Clustering can therefore be formulated as a multi-objective optimization problem. The appropriate clustering algorithm and parameter settings
Cluster_analysis
Energy system models that are open source
EUMENA. It allows for the optimization of this energy system in combination with an evolutionary method. The optimization is based on a covariance matrix
Open_energy_system_models
Intelligence of machines
including state space search and mathematical optimization, formal logic, artificial neural networks, and methods based on statistics, operations research, and
Artificial_intelligence
Decentralized machine learning
Jakub; McMahan, Brendan; Ramage, Daniel (2015). "Federated Optimization: Distributed Optimization Beyond the Datacenter". arXiv:1511.03575 [cs.LG]. Kairouz
Federated_learning
Fusion of macroeconomic schools of thought
neoclassical synthesis (NNS), which is occasionally referred as the New Consensus, is the fusion of the major, modern macroeconomic schools of thought –
New_neoclassical_synthesis
Decision-making strategy
VIšeKriterijumska Optimizacija I Kompromisno Rešenje 'Multicriteria Optimization and Compromise Solution'. The real applications were presented in 1998
VIKOR_method
of all potential consumers are known, then the company faces a simple optimization problem - selecting the price that maximizes the profit. For concreteness
Digital_goods_auction
Problem-solving method
epistemology – Application of epistemology in specific fields Branch and bound – Optimization by removing non-optimal solutions to subproblems Coherence (philosophical
Heuristic
Pragmatic methodology
Evidence-based practice (EBP) is the idea that occupational practices ought to be based on scientific evidence. The movement towards evidence-based practices
Evidence-based_practice
Computer science transaction algorithm
paid during recovery from failure, depending on optimization type. Thus the best variant of optimization, if any, is chosen according to failure and transaction
Two-phase_commit_protocol
sophisticated building blocks, as it minimizes material waste and allows for optimization of each step. Template-directed methods employ molecular templates to
Organic_molecular_cages
Computer science concept
may be executed in Consensus Order, guaranteeing consistent State and Output for all non-faulty replicas. Optimizing Causal & Consensus Ordering In some
State_machine_replication
Use of technology in education to enhance learning and teaching
technology-enhanced learning (TEL), computer-based instruction (CBI), computer managed instruction, computer-based training (CBT), computer-assisted instruction
Educational_technology
Processor executing one instruction in minimal clock cycles
the microprocessor market with the CISC 80386 and its successors, the consensus that RISC was the future of the industry influenced that company's engineers
Reduced instruction set computer
Reduced_instruction_set_computer
Sourcing services or funds from a group
methods for solving Crowdsourcing-Based Optimization include CrowdEC, which is a mechanism that dispatch the optimization tasks to a group of workers that
Crowdsourcing
Alignment of more than two molecular sequences
sequence alignment programs use heuristic methods rather than global optimization because identifying the optimal alignment between more than a few sequences
Multiple_sequence_alignment
Cryptocurrency
Injective (INJ) is a blockchain optimized for Web3 finance. Injective was launched by Injective Labs, which was founded by Eric Chen and Albert Chon in
Injective_(blockchain)
Distributed data store for digital transactions
less likely to be altered or reverted by a newly found consensus. Byzantine fault tolerance-based proof-of-stake protocols purport to provide so called
Blockchain
multiple sequence-structure alignment of RNA sequences using combinatorial optimization". BMC Bioinformatics. 8 (1) 271. doi:10.1186/1471-2105-8-271. PMC 1955456
List of RNA structure prediction software
List_of_RNA_structure_prediction_software
Defense acquisition strategy for cost-effective weapon system support
Performance-based logistics (PBL), also known as performance-based life-cycle product support, is a defense acquisition strategy for cost-effective weapon
Performance-based_logistics
Mathematical functions in chemistry
novel small molecules that bind to a protein target Lead optimization of screening hits to optimize their affinity and selectivity A potentially more reliable
Scoring_functions_for_docking
Roundup and similar herbicides
2015). "Glyphosate and AMPA in the estuaries of the Baltic Sea method optimization and field study". Marine Pollution Bulletin. 100 (1): 577–585. doi:10
Glyphosate-based_herbicides
Fault in a computer system that presents different symptoms to different observers
was based on the idea of using multiple general-purpose computers that would communicate through pairwise messaging in order to reach a consensus, even
Byzantine_fault
Nucleic acid motif in molecular biology
The Kozak consensus sequence (Kozak consensus or Kozak sequence) is a nucleic acid motif that functions as the protein translation initiation site in
Kozak_consensus_sequence
Tosatto, Silvio C.E. (2017-01-18). "MobiDB-lite: Fast and highly specific consensus prediction of intrinsic disorder in proteins" (PDF). Bioinformatics. 33
List of disorder prediction software
List_of_disorder_prediction_software
Microsoft open source framework
developing of a new category of performant applications that focuses on the optimization of secure multi-party computation and data availability. Intended to
Confidential Consortium Framework
Confidential_Consortium_Framework
Methods in artificial intelligence research
agents reach consensus, distributed problem solving, multi-agent learning, multi-agent planning, and distributed constraint optimization. Controversies
Symbolic artificial intelligence
Symbolic_artificial_intelligence
Family of iterative methods
of iterative methods typically used for root-finding problems or for optimization problems. The recursive update rules of stochastic approximation methods
Stochastic_approximation
Cryptocurrency
Foundation, a non-profit organization based in Zug, Switzerland, to promote and provide funding for blockchain-based decentralized web technologies. The
Polkadot (blockchain platform)
Polkadot_(blockchain_platform)
Life-threatening response to infection
pressure, despite the administration of intravenous fluids. In 2016, a consensus was reached to replace screening by systemic inflammatory response syndrome
Sepsis
Set of machine learning methods
norms (i.e. elastic net regularization). This optimization problem can then be solved by standard optimization methods. Adaptations of existing techniques
Multiple_kernel_learning
Online media hosting service
application for iOS or Android devices. Instead, the platform offers a mobile-optimized website that can be added to a device's home screen for app-like functionality
RedGIFs
Optimization problem in computer science
Nearest neighbor search (NNS), as a form of proximity search, is the optimization problem of finding the point in a given set that is closest (or most
Nearest_neighbor_search
Nonprofit foundation developing cryptocurrency
Layer 1 achieves cryptographic consensus through proof of work, using a modified version of Bitcoin's Nakamoto consensus algorithm: NC-MAX. This algorithm
Nervos_Network
Ability to perceive, infer, retain or apply information
defines intelligence in terms of "optimization power", an agent's capacity for efficient cross-domain optimization of the world according to the agent's
Intelligence
Algorithm that estimates unknowns from a series of measurements over time
robotic motion planning and control, and can be used for trajectory optimization. Kalman filtering also works for modeling the central nervous system's
Kalman_filter
Scientific study of science
S2CID 256770827. Fire, Michael; Guestrin, Carlos (1 June 2019). "Over-optimization of academic publishing metrics: observing Goodhart's Law in action".
Metascience
Conformance of AI to intended objectives
distinguishes between the optimization process, which is used to train the system to pursue specified goals, and emergent optimization, which the resulting
AI_alignment
benefits of vaccination; the scientific consensus is "clear and unambiguous" in favor of vaccines. Despite this consensus, the anti-vaccine movement has been
Anti-vaccine_activism
System for reasoning about vagueness
linguistic variables and lattices. Fuzzy logic is based on the observation that people make decisions based on imprecise and non-numerical information. Fuzzy
Fuzzy_logic
American pronatalist advocates
their children, which is based on Simone's personal observation of lions and tigers during a safari trip, despite clinical consensus that it impairs childhood
Simone_and_Malcolm_Collins
In cancer or tumor treatments
"Global convergence analysis of fast multiobjective gradient-based dose optimization algorithms for high-dose-rate brachytherapy". Physics in Medicine
Radiation_treatment_planning
Predictive chemical model
prediction, and regulatory decisions in addition to drug discovery and lead optimization. Obtaining a good quality QSAR model depends on many factors, such as
Quantitative structure–activity relationship
Quantitative_structure–activity_relationship
Process to choose a course of action
the course of action, consensus requires that the course of action be modified to remove objectionable features. Voting-based methods: Majority requires
Decision-making
Computational technique of discovering new drugs
discovery and optimization. Machine learning (ML) approaches can be viewed as an extension of QSAR methodology. Like classical QSAR models, ML-based methods
Virtual_screening
Application of mathematical and statistical methods in finance
measure Scenario optimization Stochastic calculus Brownian motion Lévy process Stochastic differential equation Stochastic optimization Stochastic volatility
Mathematical_finance
Bitcoin company
rates as low as 0%. In January 2025, BitFuFu launched BitFuFuOS, mining optimization software supporting customizable overclocking and underclocking modes
BitFuFu
Risk measure estimating the average loss in the worst tail of the distribution
shortfall, in its standard form, is known to lead to a generally non-convex optimization problem. However, it is possible to transform the problem into a linear
Expected_shortfall
Local boundary-limited electrical grid
Multi-objective Advisor (SAMA), an open-source microgrid optimization software program designed to optimize hybrid energy system sizes economically (primarily
Microgrid
Social network mechanism of indirect coordination
method has been applied in a variety of techniques called ant colony optimization, which search for solutions to complex problems by depositing "virtual
Stigmergy
Rotten Tomatoes, the film holds an approval rating of 6% based on 102 reviews, with the sites consensus saying: "Overly frantic, painfully unfunny, and sorely
List of 21st-century films considered the worst
List_of_21st-century_films_considered_the_worst
Collective behaviour of entities that swarm
colony optimization is a widely used algorithm which was inspired by the behaviours of ants, and has been effective solving discrete optimization problems
Swarm_behaviour
Statistical algorithm
the logarithm of the determinant. While it is necessary to solve an optimization problem for higher dimensions, closed-form solutions exist for lower
Covariance_intersection
Machine learning algorithm
resampling training data with replacement, and voting the trees for a consensus prediction. A random forest classifier is a specific type of bootstrap
Decision_tree_learning
Technology used to provide broadband to the end consumer via fiber
claim to have released the 'first' WDM-PON equipment, but there is no consensus on which product was the 'first' WDM-PON product to market. Passive optical
Passive_optical_network
Genetic disorder involving an imprinted genomic region
most common genetic cause of morbid obesity in children. Currently, no consensus exists as to the cause for this symptom, although genetic abnormalities
Prader–Willi_syndrome
Skeletonized version of algebraic geometry
their solutions have important applications in optimization problems, for example, the problem of optimizing departure times for a network of trains. Tropical
Tropical_geometry
Type of nuclear fission reactor
SMRs based on their power output has remained consistent, with reactors under 300 MWe being classified as SMRs. As of 2023, there was broad consensus in
Small_modular_reactor
Specialized technique associated with MRI
"Simultaneous optimization of crusher and phase cycling schemes for magnetic resonance spectroscopy: an extension of dephasing optimization through coherence
In vivo magnetic resonance spectroscopy
In_vivo_magnetic_resonance_spectroscopy
Season of television series
rating of 89% with an average rating of 7.9/10, based on 89 reviews. The website's critical consensus reads, "Peppering its pathos with acid wit, Succession
Succession_season_1
Artificial intelligence field of study
Jinwoo (2021-10-27). "RoMA: Robust Model Adaptation for Offline Model-based Optimization". NeurIPS. arXiv:2110.14188. Hendrycks, Dan; Mazeika, Mantas (2022-09-20)
AI_safety
Free online crowdsourced encyclopedia
Android-based devices, or WebOS-based devices. Several other methods of mobile access to Wikipedia have emerged since. Many devices and applications optimize
Wikipedia
Statistical value representing the center or average of a distribution
functions). The 2-norm and ∞-norm are strictly convex, and thus (by convex optimization) the minimizer is unique (if it exists), and exists for bounded distributions
Central_tendency
System of multiple interacting agents
(2010). "Can agents measure up? A comparative study of an agent-based and on-line optimization approach for a drayage problem with uncertainty". Transportation
Multi-agent_system
2011 film by Shawn Levy
has an approval rating of 60% based on reviews from 233 critics and an average rating of 5.91/10. The website's consensus is, "Silly premise notwithstanding
Real_Steel
Semiconductor manufacturing process
2022, retrieved 7 August 2022, according to which "There is not yet a consensus on the node naming across different foundries and integrated device manufacturers
3_nm_process
"Implementing The President's "Department of Government Efficiency" Workforce Optimization Initiative". whitehouse.gov. Retrieved February 11, 2025 – via National
List of executive orders in the second Trump presidency
List_of_executive_orders_in_the_second_Trump_presidency
Observation that perception requires more computation than reasoning
currently no consensus as to which tasks AI tends to excel at.[needs update] One possible explanation of the paradox, offered by Moravec, is based on evolution
Moravec's_paradox
Nonparametric measure of rank correlation
copula with maximum disorder". Journal of Industrial and Management Optimization. 3 (2): 305–312. doi:10.3934/jimo.2007.3.305. Akoglu, Haldun, 2018, Review
Spearman's rank correlation coefficient
Spearman's_rank_correlation_coefficient
US government agency
the president with a report about the implementation of his workforce optimization initiative, including "a recommendation as to whether any of its provisions
Department of Government Efficiency
Department_of_Government_Efficiency
Form of advertising that uses the Internet
competitor's budget or generate illegitimate revenue. Search engine optimization, or SEO, attempts to improve a website's organic search rankings in SERPs
Online_advertising
Antibiotic medication
enterocolitis is 125 to 500 mg every 6 hours for 7 to 10 days. Dose optimization and target attainment of vancomycin in children involves adjusting the
Vancomycin
South Korean main battle tank
such as extensive integration of Vetronics, advanced sensors, space optimization, and increased automation. Development of the K2 entered System Concept
K2_Black_Panther
Application of mathematical methods to other fields
theory, and makes extensive use of scientific computing, analysis, and optimization; for the design of experiments, statisticians use algebra and combinatorial
Applied_mathematics
Web browser developed by Google
Experiments – Online showroom of web browser based experiments Google Chrome Frame – Plug-in designed for Internet Explorer based on the open-source Chromium project
Google_Chrome
CONSENSUS BASED-OPTIMIZATION
CONSENSUS BASED-OPTIMIZATION
Boy/Male
Muslim
Smiling
Boy/Male
Muslim/Islamic
Smiling
Girl/Female
British, English
Based
Boy/Male
English
Phonetic name based on initials.
Boy/Male
Arabic, Australian
Smiling
Boy/Male
Indian
Base
Male
Egyptian
, the father of Hor-imhotep.
Boy/Male
Muslim/Islamic
Brave
Girl/Female
American, British, English
God is Gracious; Modern Name Based on Jane or Jean; Based on Janai
Boy/Male
Tamil
Base
Girl/Female
American, British, English
God is Gracious; Modern Name Based on Jane or Jean; Based on Janai
Boy/Male
Afghan, African, Arabic, Australian, Chinese, Greek, Indian, Muslim
Brave
Girl/Female
American, British, English
God is Gracious; Modern Name Based on Jane or Jean; Based on Janai
Girl/Female
English American
Based on Natasha meaning birthday.
Boy/Male
Arabic, French, Hindu, Indian, Marathi, Muslim, Sindhi
Joy; Solved; Based
Boy/Male
American, British, English
Phonetic Name Based on Initials
Boy/Male
American, British, English
Phonetic Name Based on Initials
Girl/Female
American, Australian, British, English, Hebrew, Indian
God is Gracious; Modern Name Based on Jane or Jean; Based on Janai
Girl/Female
American, Australian, British, English
God is Gracious; Modern Name Based on Jane or Jean; Based on Janai
Boy/Male
English
Phonetic name based on initials.
CONSENSUS BASED-OPTIMIZATION
CONSENSUS BASED-OPTIMIZATION
Boy/Male
Arabic, Assamese, German, Hindu, Indian, Kannada, Marathi, Muslim, Nigerian, Oriya, Sanskrit
Pre-eminent; Master; Owner; Sinful; Another Name for God; Fight
Boy/Male
Muslim
Affectionate
Girl/Female
Gujarati, Hindu, Indian, Kannada, Marathi, Tamil, Telugu
Intelligent; Brilliant Like a Ray of Sunlight
Surname or Lastname
English
English : either a variant of Crosthwaite or of Crostwight, a habitational name from Crostwight in Norfolk, with the same etymology.
Boy/Male
Arabic, Muslim
Wave of the Sea; Rhythm
Boy/Male
Hindu
One of the gods
Boy/Male
Hindu
Imagined, Creative
Boy/Male
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi
Lord Shiva's Weapon; Lord Shiva's Trident
Boy/Male
French German Teutonic
Guards wisely.
Girl/Female
Greek, Gujarati, Indian, Kannada, Parsi
Balm; Lemon Balm; Mint
CONSENSUS BASED-OPTIMIZATION
CONSENSUS BASED-OPTIMIZATION
CONSENSUS BASED-OPTIMIZATION
CONSENSUS BASED-OPTIMIZATION
CONSENSUS BASED-OPTIMIZATION
a.
One who consents.
a.
Morally low. Hence: Low-minded; unworthy; without dignity of sentiment; ignoble; mean; illiberal; menial; as, a base fellow; base motives; base occupations.
a.
Having a base, or having as a base; supported; as, broad-based.
n.
One who, or that which, condenses.
a.
Of little, or less than the usual, height; of low growth; as, base shrubs.
a.
Alloyed with inferior metal; debased; as, base coin; base bullion.
n.
A low, or deep, sound. (Mus.) (a) The lowest part; the deepest male voice. (b) One who sings, or the instrument which plays, base.
a.
Cased or covered with iron, as a vessel; ironclad.
n.
Agreement; accord; consent.
n.
Wearing, or protected by, bases.
n.
A pie; baked food.
n.
A rustic play; -- called also prisoner's base, prison base, or bars.
n.
To put on a base or basis; to lay the foundation of; to found, as an argument or conclusion; -- used with on or upon.
a.
Deep or grave in sound; as, the base tone of a violin.
a.
Reduced; lowered; restrained; as, to speak with bated breath.
n.
The number from which a mathematical table is constructed; as, the base of a system of logarithms.
imp. & p. p.
of Base
v. i.
Excited or caused by sensation, sympathy, or reflex action, and not by conscious volition; as, consensual motions.
a.
Not held by honorable service; as, a base estate, one held by services not honorable; held by villenage. Such a tenure is called base, or low, and the tenant, a base tenant.
n.
Same as Prison base.