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Human-based evolutionary computation (HBEC) is a set of evolutionary computation techniques that rely on human innovation. Human-based evolutionary computation
Human-based evolutionary computation
Human-based_evolutionary_computation
Trial and error problem solvers with a metaheuristic or stochastic optimization character
Evolutionary computation (EC) from computer science is a family of algorithms for global optimization inspired by biological evolution, and a subfield
Evolutionary_computation
Computer science technique
Human-based computation (HBC), human-assisted computation, ubiquitous human computing or distributed thinking (by analogy to distributed computing) is
Human-based_computation
Interactive evolutionary computation (IEC) or aesthetic selection is a general term for methods of evolutionary computation that use human evaluation.
Interactive evolutionary computation
Interactive_evolutionary_computation
In evolutionary computation, a human-based genetic algorithm (HBGA) is a genetic algorithm that allows humans to contribute solution suggestions to the
Human-based_genetic_algorithm
Subset of evolutionary computation
metaheuristics and population-based bio-inspired algorithms and evolutionary computation, which itself are part of the field of computational intelligence. The mechanisms
Evolutionary_algorithm
Improving innovation rate is an important research problem in human-based evolutionary computation. Ray & Myers 1989. Kosorukoff 2000. Goldberg 1989. Goldberg
Random_stimulus
Branch of philosophy of science
organizations, and social orders can and do arise, based on information theory and computational science. Evolutionary metaphysics is a perspective that views metaphysical
Philosophy_of_evolution
Branch of biology
requiring new computational methods for quickly interpreting relevant information. Perhaps the best-known example of computational biology, the Human Genome
Computational_biology
Computer system simulating intelligence
particular, convolutional neural networks Evolutionary computation and, in particular, multi-objective evolutionary optimization Swarm intelligence Bayesian
Computational_intelligence
Totality of psychological phenomena
Anatomically modern humans appeared about 300,000 to 200,000 years ago. Various theories of the evolutionary processes responsible for human intelligence have
Mind
Study of differences between human genomes
Human evolutionary genetics studies how one human genome differs from another human genome, the evolutionary past that gave rise to the human genome,
Human_evolutionary_genetics
Branch of psychology
to solve recurrent problems in human ancestral environments. Some evolutionary psychologists argue that evolutionary theory can provide a foundational
Evolutionary_psychology
Evolving computer programs with techniques analogous to natural genetic processes
competitive with human-produced results (called human-competitive results). Since 2004, the annual Genetic and Evolutionary Computation Conference (GECCO)
Genetic_programming
Iterative simulation method
Jian-Yu, Li (2021). "Generation-Level Parallelism for Evolutionary Computation: A Pipeline-Based Parallel Particle Swarm Optimization". IEEE Transactions
Particle_swarm_optimization
Competitive algorithm for searching a problem space
"Clustering-Based Adaptive Crossover and Mutation Probabilities for Genetic Algorithms". IEEE Transactions on Evolutionary Computation. 11 (3): 326–335
Genetic_algorithm
Sociobiological approaches to linguistics
empirical data: there are no archaeological traces of early human language. Computational biological modelling and clinical research with artificial languages
Evolutionary_linguistics
Reinforcement learning from human feedback Y. Jin. A comprehensive survey of fitness approximation in evolutionary computation. Soft Computing, 9:3–12, 2005
Fitness_approximation
Book by Stephen Wolfram
thesis of A New Kind of Science (NKS) is twofold: that the nature of computation must be explored experimentally, and that the results of these experiments
A_New_Kind_of_Science
Genetic algorithm for making artificial neural networks
Topologies". Evolutionary Computation 10 (2): 99-127 Matthew E. Taylor, Shimon Whiteson, and Peter Stone (2006). "Comparing Evolutionary and Temporal
Neuroevolution of augmenting topologies
Neuroevolution_of_augmenting_topologies
Use of computational tools for the study of linguistics
linguistic evolution but also gives insight into the evolutionary history of modern-day languages. Computational models have long been used to explore the mechanisms
Computational_linguistics
Application of metaheuristic search techniques to software engineering
International Conference on Software Engineering Genetic and Evolutionary Computation (GECCO) Google Scholar page on Search-based software engineering
Search-based software engineering
Search-based_software_engineering
AI-powered evolutionary coding agent
algorithms through a combination of large language models (LLMs) and evolutionary computation. AlphaEvolve needs an evaluation function with metrics to optimize
AlphaEvolve
Computing by new or unusual methods
computing or nonstandard computation) is computing by any of a wide range of new or unusual methods. The term unconventional computation was coined by Cristian
Unconventional_computing
Subject inspired by evolutionary biology
Evolutionary economics is a school of economic thought that is inspired by evolutionary biology. Although not defined by a strict set of principles and
Evolutionary_economics
The timeline of human evolution outlines the major events in the evolutionary lineage of the modern human species, Homo sapiens, throughout the history
Timeline_of_human_evolution
Evolution of developmental processes in humans
Human evolutionary developmental biology or informally human evo-devo is the human-specific subset of evolutionary developmental biology. Evolutionary
Human evolutionary developmental biology
Human_evolutionary_developmental_biology
Controversy in psychology
Evolutionary psychology seeks to identify and understand human psychological traits that have evolved in much the same way as biological traits, through
Criticism of evolutionary psychology
Criticism_of_evolutionary_psychology
Multidisciplinary endeavour
and the arts (e.g., computational art as part of computational culture). Is the application of computer systems to emulate human-like creative processes
Computational_creativity
Audio counterpart to evolutionary art
either initialized randomly or based on human-generated music. Then through the repeated application of computational steps analogous to biological selection
Evolutionary_music
Study of the evolution of life
obviously evolutionary in nature. On the Origin of Species Comparative anatomy Computational phylogenetics Evolutionary anachronism Evolutionary computation Evolutionary
Evolutionary_biology
Evolutionary process
apes. Over their evolutionary history, humans gradually developed traits such as bipedalism, dexterity, and complex language. Modern humans interbred with
Human_evolution
English computer scientist
in artificial immune systems (AIS), evolutionary computation and optimisation. She is a professor of computational intelligence at Edinburgh Napier University
Emma Hart (computer scientist)
Emma_Hart_(computer_scientist)
Family of views in the philosophy of mind
philosophy of mind, the computational theory of mind (CTM), also known as computationalism, is a family of views that hold that the human mind is an information
Computational_theory_of_mind
Subfield of computer science and mathematics
foundations of computation. It is difficult to circumscribe the theoretical areas precisely. The ACM's Special Interest Group on Algorithms and Computation Theory
Theoretical_computer_science
Evolutionary algorithm
selection is perhaps the most popular selection scheme used in evolutionary computation. It involves mapping the fitness of each program to a slice of
Gene_expression_programming
Computational method used to solve optimization problems of different types
of computational method used to solve optimization problems of different types. Like most of the methods in the area of evolutionary computation, ICA
Imperialist competitive algorithm
Imperialist_competitive_algorithm
Type of computational models
of game theory, complex systems, emergence, computational sociology, multi-agent systems, and evolutionary programming. Monte Carlo methods are used to
Agent-based_model
Polish entrepreneur and scientist
Transactions on Evolutionary Computation – TEC. Michalewicz, Zbigniew (2011). "Estimating the reproductive potential of offspring in evolutionary heuristics
Zbigniew_Michalewicz
on memetic computation. IEEE Transactions on Evolutionary Computation, 15(5), 591-607. Gupta, A., & Ong, Y. S. (2018). Memetic Computation: The Mainspring
Memetic_computing
American computer scientist
pioneer in evolutionary computation and human factors analysis. He is known as the inventor of active noise cancellation and the father of evolutionary programming
Lawrence_J._Fogel
Similar DNA, RNA or protein sequences within genomes or among species
In evolutionary biology, conserved sequences are identical or similar sequences in nucleic acids (DNA and RNA) or proteins across species (orthologous
Conserved_sequence
Objective function of evolutionary algorithm
(June 2019). "Data-Driven Evolutionary Optimization: An Overview and Case Studies". IEEE Transactions on Evolutionary Computation. 23 (3): 442–458. Bibcode:2019ITEC
Fitness_function
Type of AI with wide-ranging abilities
hardware required to equal the human brain and adopted a figure of 1016 computations per second. (For comparison, if a "computation" was equivalent to one "floating-point
Artificial general intelligence
Artificial_general_intelligence
Biological concepts and questions with insufficient resolutions
components of human homosexuality? Homosexuality is prevalent across human societies, past and present. These facts constitute an evolutionary puzzle.[non-primary
List of unsolved problems in biology
List_of_unsolved_problems_in_biology
Scientific study of language
desirable computational properties and their implementations. Computational linguists also work on computer language and software development. Evolutionary linguistics
Linguistics
Principle in artificial intelligence
run, general approaches that scale with available computational power tend to outperform ones based on domain-specific understanding because they are
Bitter_lesson
Interpretation of sensory information
objects but rather to aid movement. Evolutionary psychologists argue that animals ranging from fiddler crabs to humans use eyesight for collision avoidance
Perception
Overview of and topical guide to change in the heritable characteristics of organisms
human species Evolutionary aesthetics – Evolutionary psychology theories Evolutionary anthropology – Interdisciplinary study Evolutionary computation –
Outline_of_evolution
Software Engineering EURASIP Journal on Advances in Signal Processing Evolutionary Computation First Monday Formal Aspects of Computing Foundations and Trends
List of computer science journals
List_of_computer_science_journals
Methods that imitate, replicate or use natural processes
Evolutionary computation is a computational paradigm inspired by Darwinian evolution. An artificial evolutionary system is a computational system based on the
Natural_computing
Computational human phantoms are models of the human body
Computational human phantoms are models of the human body used in computerized analysis. Since the 1960s, the radiological science community has developed
Computational_human_phantom
Evolution-related timelines
further that altruism in humans held fitness advantages that enabled evolutionarily extraordinary cooperativeness and the human capability of creating culture
Evolution of human intelligence
Evolution_of_human_intelligence
Mathematical concept
"MOEA/D: A multiobjective evolutionary algorithm based on decomposition". IEEE Transactions on Evolutionary Computation. 11 (6): 712–731. doi:10.1109/TEVC
Multi-objective_optimization
Genus of hominins
1.5 million years. Evolutionary biology portal List of human evolution fossils (with images) Multiregional origin of modern humans The conventional estimate
Homo
Emergence of religious behavior discussed in terms of natural evolution
The evolutionary origin of religion and religious behavior is a field of study related to evolutionary psychology, the origin of language and mythology
Evolutionary origin of religion
Evolutionary_origin_of_religion
Elektrotehniški Vestnik. arXiv:1307.4186. Evolutionary Computation Bestiary – a tongue-in-cheek "bestiary" of metaphor-based metaheuristics found in academic publishing
List of metaphor-based metaheuristics
List_of_metaphor-based_metaheuristics
Computer hardware technology that uses quantum mechanics
physical simulations. However, current hardware implementations of quantum computation are largely experimental and only suitable for specialized tasks. The
Quantum_computing
Citizen science project
examples of human-based computation and human-based genetic algorithm. It uses both human-based selection and three types of human-based innovation (contributing
3form
Model used to visualise relationship between genotypes and reproductive success
example, preference-based interactive evolutionary computation) the relevance is more limited, because there is no guarantee that human preferences are consistent
Fitness_landscape
Self-managing characteristics of distributed computing resources
Liu, Jiming (2004), "From Individual Based Modeling to Autonomy Oriented Computation", Agents and Computational Autonomy, Lecture Notes in Computer Science
Autonomic_computing
Computational search for optimal designs
machine learning, including heuristic search techniques such as evolutionary computation, and swarm intelligence algorithms. To meet the ever-growing demand
Computer-automated_design
Hypothetical event
laws of physics or theoretical computation. It is speculated that over many iterations, such an AI would far surpass human cognitive abilities. A superintelligence
Technological_singularity
2010 video game
by humans. A 2017 report on five years of historical Phylo data reaches a similar conclusion. Citizen science Crowdsourcing Human-based computation Computational
Phylo_(video_game)
Compilation of software used to produce phylogenetic trees
This list of phylogenetics software is a compilation of computational phylogenetics software used to produce phylogenetic trees. Such tools are commonly
List of phylogenetics software
List_of_phylogenetics_software
"Parallel optimization of evolutionary algorithms". Proceedings of the International Conference on Evolutionary Computation. pp. 418–427. Krus, PK.; Andersson
Meta-optimization
View that prejudice has a functional utility in evolutionary processes
psychologists in particular posit that human psychology, including emotion and cognition, is influenced by evolutionary processes. These theorists argue that
Prejudice from an evolutionary perspective
Prejudice_from_an_evolutionary_perspective
of evolutionary psychology began with Charles Darwin, who argued that all the most human of human capacities—the human intellect, rationality, human sexual
History of evolutionary psychology
History_of_evolutionary_psychology
Computational analysis of large, complex sets of biological data
Computational Molecular Biology (RECOMB). Biology portal Evolutionary biology portal Biodiversity informatics Bioinformatics companies Computational biology
Bioinformatics
Study of what affects viral life spans
out phylogenetic uncertainty. Traditional evolutionary approaches directly utilize methods from computational phylogenetics and population genetics to
Viral_phylodynamics
Checkers Playing Program without Using Human Expertise" (PDF). IEEE Transactions on Evolutionary Computation. 5 (4): 422–428. Bibcode:2001ITEC....5.
Blondie24
Cognitive bias
As the human brain evolved, the increased cognitive capacity enabled humans to better organize and survive due to increased cognitive computation. The neocortex
Agent_detection
American biophysicist
mathematics and computational methods to the field of biochemistry. She dedicated her career to applying the evolving computational technologies to support
Margaret_Oakley_Dayhoff
Hominin fossil
exception, in human evolution." Acknowledging that there is still debate over how hybridization shaped human genotypes and phenotypes, the evolutionary biologists
Denny_(hybrid_hominin)
Solving problems using biological models
MIT Press, Cambridge, MA 2004. M. Blowers and A. Sisti, Evolutionary and Bio-inspired Computation: Theory and Applications, SPIE Press, 2007. X. S. Yang
Bio-inspired_computing
Computer graphics artist (born 1962)
Creativity of Digital Evolution: A Collection of Anecdotes from the Evolutionary Computation and Artificial Life Research Communities". Artificial Life. 26
Karl_Sims
Extrapolation method to detect common ancestors
expression, and functional divergence of the evolutionary past. For a review of biological and computational techniques of ancestral reconstruction see
Ancestral_reconstruction
"Automating Biomedical Data Science Through Tree-Based Pipeline Optimization". Applications of Evolutionary Computation. Lecture Notes in Computer Science. Vol
Jason_H._Moore
Self-replicating computer program that mutates and evolves
that can be run for geological timescales. Evolutionary biology portal Artificial life Evolutionary computation Genetic algorithms Combinatorial optimization
Digital_organism
Computational genomics refers to the use of computational and statistical analysis to decipher biology from genome sequences and related data, including
Computational_genomics
Overview of and topical guide to computer science
science) is the study of the theoretical foundations of information and computation and their implementation and application in computer systems. One well
Outline_of_computer_science
Chronological table of metaheuristic algorithms
fundamental computational intelligence algorithms. Hybrid algorithms and multi-objective algorithms are not listed in the table below. Evolutionary-based Trajectory-based
Table_of_metaheuristics
Branching diagram of evolutionary relationships between organisms
phylogenetic tree representing optimal evolutionary ancestry between a set of species or taxa. Computational phylogenetics (also phylogeny inference)
Phylogenetic_tree
Accelerating change proposed by Ray Kurzweil
human beings, who have the capacity to engineer (i.e. intentionally design with efficiency) a new trait which replaces relatively blind evolutionary mechanisms
The Law of Accelerating Returns
The_Law_of_Accelerating_Returns
Application of Darwinian theory to other fields
selection of its components Evolutionary archaeology is a Darwinian approach to the cultural evolution of tools Evolutionary computation is a Darwinian approach
Universal_Darwinism
Academic sub-disciplines
Computational social science is an interdisciplinary academic sub-field concerned with computational approaches to the social sciences. This means that
Computational_social_science
1997 book by Steven Pinker
explain some of the human mind's poorly understood functions and quirks in evolutionary terms. Drawing heavily on the paradigm of evolutionary psychology articulated
How_the_Mind_Works
Solving multiple machine learning tasks at the same time
network Automated machine learning (AutoML) Evolutionary computation Foundation model General game playing Human-based genetic algorithm Kernel methods for vector
Multi-task_learning
Data structure and types for evolutionary computation
representation is a way of presenting solutions/individuals in evolutionary computation methods. The term encompasses both the concrete data structures
Genetic_representation
Class of rule-based machine learning systems
inspired computing Computational immunology Computational intelligence Evolutionary computation Immunocomputing Natural computation Swarm intelligence
Artificial_immune_system
Sequence of operations for a task
typically used to solve a class of specific problems or to perform a computation. Algorithms are used as specifications for performing calculations and
Algorithm
Sequential model-based optimization of expensive black-box functions
multiobjective evolutionary optimization assisted by Gaussian random field metamodels". IEEE Transactions on Evolutionary Computation. 10 (4): 421–439
Bayesian_optimization
Software agent which acts autonomously
Magazine. Retrieved 21 June 2020. Bull, Larry (1999). "On model-based evolutionary computation". Soft Computing. 3 (2): 76–82. doi:10.1007/s005000050055. S2CID 9699920
Intelligent_agent
Co-founder and CEO of Sentient Technologies (Born 1967)
Age-Layering in Evolutionary Algorithms". Proceedings of the Genetic and Evolutionary Computation Conference 2016. Genetic and Evolutionary Computation Conference
Babak_Hodjat
Optimization algorithm
Evolutionary Computation, ICEC96, Nagoya, Japan, May 20–22, pp. 622-627, 1996; R. Schoonderwoerd, O. Holland, J. Bruten et L. Rothkrantz, Ant-based load
Ant colony optimization algorithms
Ant_colony_optimization_algorithms
Paradigm of rule-based machine learning methods
paradigm of rule-based machine learning methods that combine a discovery component (e.g. typically a genetic algorithm in evolutionary computation) with a learning
Learning_classifier_system
Belgium Computational-Heuristics, Operations Research and Decision-Support (CHORDS) Research Group, University of Stirling, UK Evolutionary Computation Research
Hyper-heuristic
Scientific study of life
bacteria to multicellular plants, fungi, and animals—based on shared characteristics and evolutionary relationships, using taxonomic and phylogenetics. From
Biology
System for the automatic composition of music (
"genomics of melodies") is a computational system for the automatic composition of music (with no human intervention), based on bioinspired algorithms.
Melomics
Evolutionary process
it is the dynamic evolutionary process of natural selection that fits organisms to their environment, enhancing their evolutionary fitness. Secondly,
Adaptation
HUMAN BASED-EVOLUTIONARY-COMPUTATION
HUMAN BASED-EVOLUTIONARY-COMPUTATION
Girl/Female
Hindu
Human
Girl/Female
Tamil
Manveet | மாநà¯à®µà®¿à®¤Â
Human
Manveet | மாநà¯à®µà®¿à®¤Â
Girl/Female
Hindu, Indian
Human
Boy/Male
Muslim/Islamic
Smiling
Boy/Male
Muslim/Islamic
Brave
Boy/Male
Arabic, Australian
Smiling
Female
Native American
Native American Hopi name SHUMAN means "rattlesnake handler."
Boy/Male
Assamese, Indian
Human
Boy/Male
Arabic
Human
Boy/Male
Tamil
Human
Boy/Male
Hindu, Indian
Himan was the Name of One of the Famous Slaves that had a Hand in Building the Tomb of Queen Venika
Boy/Male
Hindu
Human
Boy/Male
Muslim
Smiling
Boy/Male
Afghan, African, Arabic, Australian, Chinese, Greek, Indian, Muslim
Brave
Male
Hebrew
(הָמָן) Hebrew name of Persian origin, HAMAN means "magnificent." In the bible, this is the name of a wicked prime minister.
Boy/Male
Hindu
Human
Surname or Lastname
English
English : partly from an unattested late Old English personal name, Hygemann, composed of the elements hyge ‘mind’ (cognate with the underlying Germanic element in Hugh) + mann ‘man’. In some cases this may also have been an occupational name for a servant (Middle English man) of a man called Hugh.Perhaps an altered spelling of German Homann.
Boy/Male
Tamil
Human
Male
Yiddish
 Yiddish altered form of Hebrew Hyam, HYMAN means "life." Compare with another form of Hyman.
Boy/Male
Hindu, Indian, Sanskrit
Human
HUMAN BASED-EVOLUTIONARY-COMPUTATION
HUMAN BASED-EVOLUTIONARY-COMPUTATION
Female
English
Modern English name derived from Latin maris, MARISSA means "of the sea."
Male
Italian
Pet form of Italian and Spanish Antonio, possibly ANTONELLO means "invaluable."Â
Female
African
born eighth.
Surname or Lastname
Dutch
Dutch : variant of Beek.English : unexplained.
Girl/Female
Arabic, Muslim
Aroma; Fragrance
Female
Italian
Feminine form of Italian Giuseppe, GIUSEPPA means "(God) shall add (another son)."Â
Boy/Male
Tamil
Yagnakaya | யாகà¯à®¨à®¾à®•à®¾à®¯à®¾Â
Acceptor of all sacred & sacrificial offerings
Boy/Male
Tamil
Devajuta | தேவாஜà¯à®¤à®¾
The one with the good
Boy/Male
Tamil
Thinker
Boy/Male
Hebrew
Lofty; exalted; high mountain. Biblically, Aaron was Moses' older brother (and keeper by God's...
HUMAN BASED-EVOLUTIONARY-COMPUTATION
HUMAN BASED-EVOLUTIONARY-COMPUTATION
HUMAN BASED-EVOLUTIONARY-COMPUTATION
HUMAN BASED-EVOLUTIONARY-COMPUTATION
HUMAN BASED-EVOLUTIONARY-COMPUTATION
a.
Reduced; lowered; restrained; as, to speak with bated breath.
n.
A revolutionist.
a.
Pertaining to man; human.
imp. & p. p.
of Base
a.
Of little, or less than the usual, height; of low growth; as, base shrubs.
a.
Morally low. Hence: Low-minded; unworthy; without dignity of sentiment; ignoble; mean; illiberal; menial; as, a base fellow; base motives; base occupations.
a.
Deep or grave in sound; as, the base tone of a violin.
a.
Relating to evolution; as, evolutionary discussions.
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.
Wearing, or protected by, bases.
a.
Of or pertaining to a revolution in government; tending to, or promoting, revolution; as, revolutionary war; revolutionary measures; revolutionary agitators.
n.
The number from which a mathematical table is constructed; as, the base of a system of logarithms.
a.
Having a base, or having as a base; supported; as, broad-based.
n.
A human being.
a.
Belonging to man or mankind; having the qualities or attributes of a man; of or pertaining to man or to the race of man; as, a human voice; human shape; human nature; human sacrifices.
n.
A pie; baked food.
a.
Alloyed with inferior metal; debased; as, base coin; base bullion.
n.
Same as Prison base.
n.
A rustic play; -- called also prisoner's base, prison base, or bars.
a.
Having the feelings and inclinations creditable to man; having a disposition to treat other human beings or animals with kindness; kind; benevolent.