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Methods that imitate, replicate or use natural processes
Natural computing, also called natural computation, is a terminology introduced to encompass three classes of methods: 1) those that take inspiration from
Natural_computing
Academic journal
"Natural Computing refers to computational processes observed in nature, and human-designed computing inspired by nature ... molecular computing and
Natural_Computing_(journal)
Computing by new or unusual methods
Unconventional computing (also known as alternative computing or nonstandard computation) is computing by any of a wide range of new or unusual methods
Unconventional_computing
Computer hardware technology that uses quantum mechanics
information in quantum computing, the qubit (or "quantum bit"), serves the same function as the bit in ordinary or "classical" computing. However, unlike a
Quantum_computing
Computer that uses photons or light waves
Optical computing or photonic computing uses light waves produced by lasers or incoherent sources for data processing, data storage or data communication
Optical_computing
Solving problems using biological models
science, bio-inspired computing relates to artificial intelligence and machine learning. Bio-inspired computing is a major subset of natural computation. Early
Bio-inspired_computing
Subfield of computer science and mathematics
Formal Aspects of Computing Journal of the ACM SIAM Journal on Computing (SICOMP) SIGACT News Theoretical Computer Science Theory of Computing Systems TheoretiCS
Theoretical_computer_science
Polish and Dutch computer scientist (born 1942)
Grammars and Computing by Graph Transformation", "Handbook of Membrane Computing" (Oxford University Press), and the "Handbook of Natural Computing" (4 volumes
Grzegorz_Rozenberg
Japanese robotics designer
Okazaki has also designed robots for studies into topics such as natural computing and perception. Dunning, Jennifer (January 20, 2007). "They May Be
Kenjiro_Okazaki
Form of shared internet-based computing
concert to perform very large tasks. Fog computing – Distributed computing paradigm that provides data, compute, storage and application services closer
Cloud_computing
Mutation, and Recombination". Introduction to Evolutionary Computing. Natural Computing Series. Berlin, Heidelberg: Springer. pp. 49–78. doi:10.1007/978-3-662-44874-8
Genetic_operator
Computer science esearch conference
(PPSN) is a peer-reviewed research conference focusing on the topic of natural computing. As such it includes a wide scope of computer science. It originated
Parallel Problem Solving from Nature
Parallel_Problem_Solving_from_Nature
Trial and error problem solvers with a metaheuristic or stochastic optimization character
Evolutionary computing as a field began in earnest in the 1950s and 1960s. There were several independent attempts to use the process of evolution in computing at
Evolutionary_computation
Computing using molecular biology hardware
DNA computing is an emerging branch of unconventional computing which uses DNA, biochemistry, and molecular biology hardware, instead of the traditional
DNA_computing
Field of research
psychology (information processing theory), computer science (natural computing, bio-inspired computing), among others disciplines. Neuroinformatics doesn't deal
Neuroinformatics
Study of computation
and databases. In the early days of computing, a number of terms for the practitioners of the field of computing were suggested (albeit facetiously) in
Computer_science
Artificial life algorithm
particle swarm optimization. Part I: background and development". Natural Computing. 6 (4): 467–484. CiteSeerX 10.1.1.605.5879. doi:10.1007/s11047-007-9049-5
Boids
Operator used to vary the programming of chromosomes from one generation to the next
Eiben, A.E.; Smith, J.E. (2015). Introduction to Evolutionary Computing. Natural Computing Series. Berlin, Heidelberg: Springer. doi:10.1007/978-3-662-44874-8
Crossover (evolutionary algorithm)
Crossover_(evolutionary_algorithm)
Computer system simulating intelligence
soft computing techniques, which are used in artificial intelligence on the one hand and computational intelligence on the other. In hard computing (HC)
Computational_intelligence
Objective function of evolutionary algorithm
"Evaluation Function (Fitness Function)". Introduction to Evolutionary Computing. Natural Computing Series (2nd ed.). Berlin, Heidelberg: Springer. p. 30. doi:10
Fitness_function
Activity involving calculations or computing machinery
Computing is any goal-oriented activity that requires, benefits from, or creates computing machinery. It includes the study and experimentation of algorithmic
Computing
American computer scientist
account of this work appears in Dennis Shasha and Cathy Lazare's Natural Computing. Skiena played a role in the conception of the Apple iPad. In 1988
Steven_Skiena
History of Quantum Computing". Written at University of Turku. In Rozenberg, G.; Eiben, A.E. (eds.). Quantum Computing. NATURAL COMPUTING SERIES (2 ed.).
Timeline of quantum computing and communication
Timeline_of_quantum_computing_and_communication
Genetic operation used to add population diversity
(Mutation and Recombination)". Introduction to Evolutionary Computing. Natural Computing Series. Berlin, Heidelberg: Springer. pp. 31–32. doi:10.1007/978-3-662-44874-8
Mutation (evolutionary algorithm)
Mutation_(evolutionary_algorithm)
Process of encoding and decoding binary data to and from synthesized strands of DNA
the material. 5D optical data storage DNA computing DNA nanotechnology Nanobiotechnology Natural computing Plant-based digital data storage The Xenotext
DNA_digital_data_storage
Subset of evolutionary computation
with Evolutionary Algorithms". Introduction to Evolutionary Computing. Natural Computing Series (2nd ed.). Berlin, Heidelberg: Springer Berlin Heidelberg
Evolutionary_algorithm
Set of parameters for a genetic or evolutionary algorithm
Roles of Variation Operators". Introduction to Evolutionary Computing. Natural Computing Series. Berlin, Heidelberg: Springer. pp. 49–51. doi:10.1007/978-3-662-44874-8
Chromosome (evolutionary algorithm)
Chromosome_(evolutionary_algorithm)
Study of computable functions and Turing degrees
computability theory include: What does it mean for a function on the natural numbers to be computable? How can noncomputable functions be classified into a hierarchy
Computability_theory
Set with algorithmic membership test
In computability theory, a set of natural numbers is computable (or decidable or recursive) if there is an algorithm that computes the membership of every
Computable_set
Concept in software engineering and computer science
Ubiquitous computing (or "ubicomp") is a concept in software engineering, hardware engineering and computer science where computing is made to appear seamlessly
Ubiquitous_computing
Quantum computing applied to natural language processing
Quantum natural language processing (QNLP) is the application of quantum computing to natural language processing (NLP). It computes word embeddings as
Quantum natural language processing
Quantum_natural_language_processing
Types of approximate algorithm
traditional hard-computing algorithms heavily rely on concrete data and mathematical models to produce solutions to problems. Soft computing was coined in
Soft_computing
Branch of science about the natural world and its life forms.
Natural science or empirical science is a branch of science concerned with the description, understanding, and prediction of natural phenomena, based on
Natural_science
Data structure and types for evolutionary computation
Eiben, A.E.; Smith, J.E. (2015). Introduction to Evolutionary Computing. Natural Computing Series. Berlin, Heidelberg: Springer. p. 40. doi:10.1007/978-3-662-44874-8
Genetic_representation
Programmable machine that processes data
of the analytical engine's computing unit (the mill) in 1888. He gave a successful demonstration of its use in computing tables in 1906. In his work
Computer
Mathematical function that can be computed by a program
computational complexity theory on the set of computable functions. In computational complexity theory, the problem of computing the value of a function is known as
Computable_function
Computing paradigm emphasizing 3D spatial interaction with technology
augmented reality, mixed reality, natural user interface, contextual computing, affective computing, and ubiquitous computing. The usage for labeling and discussing
Spatial_computing
19th century proposed mechanical computer
History of Computing. 22 (4): 5–19. doi:10.1109/85.887986. S2CID 17597243. Cohen, I. Bernard (2000). "8 - Aiken's Background in Computing and Knowledge
Analytical_engine
University Computing History Computer Histories – An introductory course on the history of computing Revolution – The First 2000 Years Of Computing, Computer
History_of_computing_hardware
Collective behavior of decentralized, self-organized systems
particle swarm optimization. Part I: background and development". Natural Computing. 6 (4): 467–484. CiteSeerX 10.1.1.605.5879. doi:10.1007/s11047-007-9049-5
Swarm_intelligence
System that can adapt to the environment
Anticipation and Rationality in Natural and Artificial Systems: Computational Paradigms Mimicking Nature" Natural Computing, December, 2009. Vol. 8(4), pp
Adaptive_system
Area within computer science
sub-task of creating a cellular model. Membrane computing deals with distributed and parallel computing models, processing multisets of symbol objects
Membrane_computing
Processing of natural language by a computer
the 1950s. Already in 1950, Alan Turing published an article titled "Computing Machinery and Intelligence," which proposed what is now called the Turing
Natural_language_processing
Dutch computer scientist
Computer Systems 18 (2002) 893-904. Asynchronous circuit Natural computing Unconventional computing Noise-based logic "journal site". Archived from the original
Ferdinand_Peper
Thesis on the nature of computability
In computability theory, the Church–Turing thesis is a thesis about the nature of computable functions. It states that a function on the natural numbers
Church–Turing_thesis
Semantic computing is a field of computing that combines elements of semantic analysis, natural language processing, data mining, knowledge graphs, and
Semantic_computing
A natural disaster is a sudden event that causes widespread destruction, major collateral damage, or loss of life, brought about by forces other than
List of natural disasters by death toll
List_of_natural_disasters_by_death_toll
Computational model used in machine learning
images. Unsupervised pre-training and increased computing power from GPUs and distributed computing allowed the use of larger networks, particularly
Neural network (machine learning)
Neural_network_(machine_learning)
Andrew Targowski - contributed to the areas of enterprise computing, societal computing, information technology impact upon civilization, information
History of computing in Poland
History_of_computing_in_Poland
Concept in computing
Marie-Pierre; Karageorgos, Anthony (eds.). Self-organising Software. Natural Computing Series. Springer Berlin Heidelberg. pp. 139–162. doi:10.1007/978-3-642-17348-6_7
Gossip_protocol
2.71828...; base of natural logarithms
methods for computing the exponential function, it is impractical because of high overhead cost. Tools such as y-cruncher are optimized for computing many digits
E_(mathematical_constant)
Computational approach
become the underlying computing structures with addition, multiplication, permutation, mapping, and inverse as primitive computing operations. All computational
Hyperdimensional_computing
Countable ordinal that is the order type of a computable well-ordering of natural numbers
computable well-ordering of natural numbers. An ordinal α {\displaystyle \alpha } is computable if there exists a computable well-ordering ≺ {\displaystyle
Computable_ordinal
Computing company founded in 2014
Cambridge Quantum Computing (CQC). HQS was founded in 2014. The company used a trapped-ion architecture for its quantum computing hardware, which Honeywell
Quantinuum
Concept of "brainlike" computing
agreed upon definition for cognitive computing in either academia or industry. In general, the term cognitive computing has been used to refer to new hardware
Cognitive_computing
Field of study of computational systems
Depending on the context, informatics is also translated into computing, scientific computing or information and computer technology. The French term informatique
Informatics
cluster are: nature-inspired problem solving, understanding natural systems, exploiting natural processes as computational machines, and developing the next
Complex and Adaptive Systems Laboratory
Complex_and_Adaptive_Systems_Laboratory
British computer scientist
Computer Science at Northumbria University, working in natural computation, crowd simulation, DNA computing and synthetic biology. He was born in Hexham, Northumberland
Martyn_Amos
Type of recurrent neural network with random and non-trainable internal structure
Reservoir Computing, Scientific Reports February 2012 Optoelectronic Reservoir Computing, Optics Express 2012 All-optical Reservoir Computing, Nature Communications
Reservoir_computing
Study of the evolution of life
original on 18 August 2017. Introduction to Evolutionary Computing: A.E. Eiben. Natural Computing Series. Springer. 2003. ISBN 978-3-642-07285-7. Archived
Evolutionary_biology
Encryption technique
Cryptography II: How to re-use a one-time pad safely even if P=NP". Natural Computing. 13 (4): 453–458. doi:10.1007/s11047-014-9453-6. PMC 4224740. PMID 25400534
One-time_pad
L M N O P Q R S T U V W X Y Z See also External links ACM Computing Reviews ACM Computing Surveys ACM Transactions on Algorithms ACM Transactions on
List of computer science journals
List_of_computer_science_journals
NP-hard problem in combinatorial optimization
Daniel; Goycoolea, Marcos (2007), "Computing with domino-parity inequalities for the TSP", INFORMS Journal on Computing, 19 (3): 356–365, doi:10.1287/ijoc
Travelling_salesman_problem
Algorithm in computer science
"Exponential natural evolution strategies". Proceedings of the 12th annual conference on Genetic and evolutionary computation (PDF). Association for Computing Machinery
Evolution_strategy
Discipline in computing
digital signal processing, cloud computing, data science, ethics, law, and information security. Voice computing has become increasingly significant
Voice_computing
English as lingua franca of programming and computer science
the lingua franca of computing. Computer science utilizes English as its primary conduit. The prevalence of English in computing is a consequence of both
English_in_computing
Programming paradigm in which many processes are executed simultaneously
parallel computing: bit-level, instruction-level, data, and task parallelism. Parallelism has long been employed in high-performance computing, but has
Parallel_computing
Ability to solve a problem by an effective procedure
Church–Turing thesis conjectures that there is no effective model of computing that can compute more mathematical functions than a Turing machine. Computer scientists
Computability
Ordering of strings in alphabetical order with numeric value consideration
In computing, natural sort order (or natural sorting) is a way of ordering strings that treats embedded numbers as whole numerical values rather than
Natural_sort_order
Macedonian mathematician and computer scientist
International Journal of Foundations of Computer Science, Computability, and Natural Computing. In 2022 she was awarded a Simons Fellowship. J. Chen, N
Nataša_Jonoska
Polish entrepreneur and scientist
September 2008). Design By Evolution: Advances In Evolutionary Design (Natural Computing Series). Springer. ISBN 978-3540741091. Springer Nature. Advances
Zbigniew_Michalewicz
computing from 2020 to the present. For narratives explaining the overall developments, see the history of computing. Significant events in computing
Timeline of computing 2020–present
Timeline_of_computing_2020–present
Language-oriented programming paradigm
(conceptualisations) of computing procedures that are computer language and machine independent. Researchers have started to experiment with natural language programming
Natural_language_programming
Indic Computing means "computing in Indic", i.e., Indian Scripts and Languages. It involves developing software in Indic Scripts/languages, Input methods
Indic_computing
Mathematical theory
Approach", in Handbook of Research on Artificial Immune Systems and Natural Computing: Applying Complex Adaptive Technologies (Hongwei Mo, Ed.), IGI Global
Solomonoff's theory of inductive inference
Solomonoff's_theory_of_inductive_inference
Aaronson – quantum computing and complexity theory Rediet Abebe – algorithms, artificial intelligence Hal Abelson – intersection of computing and teaching Serge
List_of_computer_scientists
Emotion modeling in AI
entitled "Affective Computing" and her 1997 book of the same name published by MIT Press. One motivation for researching affective computing is the ability
Affective_computing
Digital identifier derived from the data by an algorithm
are called minutiae. A suspicious document is checked for plagiarism by computing its fingerprint and querying minutiae with a precomputed index of fingerprints
Fingerprint_(computing)
Information technology paradigm
Dew computing is an information technology (IT) paradigm that combines the core concept of cloud computing with the capabilities of end devices (personal
Dew_computing
Natural number
(binary digit) is either 0 (off) or 1 (on). It is used extensively in computing, since simple on-off logic is relatively simple to keep track of with
2
Logarithm to the base of the mathematical constant e
that do not implement log1p(x). The computational complexity of computing the natural logarithm using the arithmetic-geometric mean (for both of the above
Natural_logarithm
Concept in computability theory
In computability theory, two disjoint sets of natural numbers are called computably inseparable or recursively inseparable if they cannot be "separated"
Computably_inseparable
The history of computing extends beyond the history of computing hardware and modern computing technology including earlier methods that relied on pen
History_of_computing
Field of mathematics and science based on non-linear systems and initial conditions
confusion, which is modeled well by chaos theory. Another type of computing, DNA computing, when paired with chaos theory, offers a way to encrypt images
Chaos_theory
Study of mathematical analysis seen through computability theory
pathological, it is natural to insist that a function should only be considered total if it is total over all real numbers, not just the computable ones. In the
Computable_analysis
Topics referred to by the same term
function, a computable partial function from natural numbers to natural numbers Primitive recursive function, a function which can be computed with loops
Recursive_function
Real number that can be computed within arbitrary precision
Aberth, Oliver (1968). "Analysis in the Computable Number Field". Journal of the Association for Computing Machinery. 15 (2): 276–299. doi:10.1145/321450
Computable_number
Evolving computer programs with techniques analogous to natural genetic processes
1950 in "Computing Machinery and Intelligence". There was a gap of 25 years before the publication of John Holland's 'Adaptation in Natural and Artificial
Genetic_programming
Overview of and topical guide to the human brain
artificial intelligence that matches or exceeds human intelligence Natural computing – topics such as swarm intelligence, artificial immune systems, and
Outline_of_the_human_brain
Variance of random sum
discrete particle swarm optimization algorithm on sorting and OneMax". Natural Computing: 1–27. Blackwell, D. A.; Girshick, M. A. (1979). Theory of games and
Blackwell-Girshick_equation
List of concepts in artificial intelligence
affective computing The study and development of systems and devices that can recognize, interpret, process, and simulate human affects. Affective computing is
Glossary of artificial intelligence
Glossary_of_artificial_intelligence
Genus of antelope
Reynolds, Alan; Bonabeau, Eric (2012). "Swarm Intelligence". Handbook of Natural Computing. pp. 1599–1622. doi:10.1007/978-3-540-92910-9_48. ISBN 978-3-540-92909-3
Wildebeest
Concentrating Solar Thermal Power Plants with Neural Networks". Adaptive and Natural Computing Algorithms. Lecture Notes in Computer Science. Vol. 6593. pp. 190–199
OpenNN
Ideas to Modern Connectionist Approaches. International Journal of Natural Computing Research, 2(4). Copeland, B. J., & Proudfoot, D. (1996). On Alan Turing's
Unorganized_machine
Model of quantum computing
quantum circuit diagram editor and simulator. Quantum Computing Playground (Quantum-Computing-Playground on GitHub) a browser-based quantum scripting
Quantum_circuit
Overview of and topical guide to computer science
system for computer science is the ACM Computing Classification System devised by the Association for Computing Machinery. Computer science can be described
Outline_of_computer_science
Competitive algorithm for searching a problem space
Evolutionary computing Metaheuristics Stochastic optimization Optimization Evolutionary algorithms is a sub-field of evolutionary computing. Evolution strategies
Genetic_algorithm
Component of an evolutionary algorithm
"Approaches to Handling Constraints". Introduction to Evolutionary Computing. Natural Computing Series (2nd ed.). Berlin, Heidelberg: Springer. pp. 204–211.
Genotypic and phenotypic repair
Genotypic_and_phenotypic_repair
Weakly optimal allocation of resources
multiobjective optimization: fundamentals and evolutionary methods". Natural Computing. 17: 585–609. doi:10.1007/s11047-018-9685-y. PMC 6105305. Mock, William
Pareto_efficiency
In computability theory, the assignment of natural numbers to a set of objects
In computability theory a numbering is an assignment of natural numbers to a set of objects such as functions, rational numbers, graphs, or words in some
Numbering (computability theory)
Numbering_(computability_theory)
NATURAL COMPUTING
NATURAL COMPUTING
Girl/Female
Indian
Guardian
Girl/Female
Muslim
Nature, Natural disposition
Boy/Male
Tamil
Natural
Girl/Female
Indian, Sikh
Natural
Girl/Female
Arabic, Muslim
Nature; Natural Disposition
Boy/Male
Hindu, Indian, Marathi, Mythological, Sanskrit, Tamil
Lord Shiva
Boy/Male
Hindu
Lord Shiva, King of the art of dancing, King among actors
Girl/Female
Indian
Natural
Girl/Female
Muslim
Guardian
Girl/Female
Tamil
Natural
Girl/Female
English
The laurel tree or sweet bay tree symbolic of honor and victory.
Boy/Male
Hindu
Natural
Girl/Female
Indian, Japanese, Moldovan, Russian
Natural
Boy/Male
Hindu, Indian, Rajasthani, Traditional
Lord Ram's Servant
Girl/Female
Hindu
Natural
Boy/Male
Indian, Punjabi, Sikh
Natural
Boy/Male
Hindu, Indian
Natural
Boy/Male
Indian, Sanskrit
Clever' Skilful; Beautiful; Charming
Girl/Female
Indian, Kashmiri, Telugu
Natural
Boy/Male
Hindu
Lord Shiva, King of the art of dancing, King among actors
NATURAL COMPUTING
NATURAL COMPUTING
Boy/Male
Tamil
Parthipan | பரà¯à®¤à¯€à®ªà®£Â
Arjun
Girl/Female
Hindu
One who has huge belly which stores the universe
Girl/Female
Indian, Telugu
Shaft
Girl/Female
Indian
Intelligent, Honest
Boy/Male
Assamese, Indian
Ocean
Biblical
treasurer of a tooth
Biblical
ancient countenance
Boy/Male
Australian, British, English, Welsh
Man of Honour; Gold; Modest; Noble; Very Precious
Boy/Male
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Sanskrit, Telugu
One with Pale White Complexion; Lord Vithoba; Lord Vishnu
Girl/Female
Muslim
Most perfect, Complete
NATURAL COMPUTING
NATURAL COMPUTING
NATURAL COMPUTING
NATURAL COMPUTING
NATURAL COMPUTING
a.
Having to do with existing system to things; dealing with, or derived from, the creation, or the world of matter and mind, as known by man; within the scope of human reason or experience; not supernatural; as, a natural law; natural science; history, theology.
n.
Natural gifts, impulses, etc.
a.
Nature; natural instinct or disposition.
a.
Having (such) a nature, temper, or disposition; disposed; -- used in composition; as, good-natured, ill-natured, etc.
n.
Natural affection or reverence.
adv.
In a natural manner or way; according to the usual course of things; spontaneously.
a.
Begotten without the sanction of law; born out of wedlock; illegitimate; bastard; as, a natural child.
a.
Of or pertaining to the lower or animal nature, as contrasted with the higher or moral powers, or that which is spiritual; being in a state of nature; unregenerate.
a.
Not natural; contrary, or not conforming, to the order of nature; being without natural traits; as, unnatural crimes.
a.
Resembling the object imitated; true to nature; according to the life; -- said of anything copied or imitated; as, a portrait is natural.
v. t.
To endow with natural qualities.
a.
Not natural; unnatural.
a.
Produced by natural organs, as those of the human throat, in distinction from instrumental music.
a.
Springing from true sentiment; not artifical or exaggerated; -- said of action, delivery, etc.; as, a natural gesture, tone, etc.
a.
Having the character or sentiments properly belonging to one's position; not unnatural in feelings.
a.
Fixed or determined by nature; pertaining to the constitution of a thing; belonging to native character; according to nature; essential; characteristic; not artifical, foreign, assumed, put on, or acquired; as, the natural growth of animals or plants; the natural motion of a gravitating body; natural strength or disposition; the natural heat of the body; natural color.
a.
Belonging to, to be taken in, or referred to, some system, in which the base is 1; -- said or certain functions or numbers; as, natural numbers, those commencing at 1; natural sines, cosines, etc., those taken in arcs whose radii are 1.
a.
Conformed to the order, laws, or actual facts, of nature; consonant to the methods of nature; according to the stated course of things, or in accordance with the laws which govern events, feelings, etc.; not exceptional or violent; legitimate; normal; regular; as, the natural consequence of crime; a natural death.
n.
Physical constitution or existence; the vital powers; the natural life.