About: Quantum neural network

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Quantum neural networks are computational neural network models which are based on the principles of quantum mechanics. The first ideas on quantum neural computation were published independently in 1995 by Subhash Kak and Ron Chrisley, engaging with the theory of quantum mind, which posits that quantum effects play a role in cognitive function. However, typical research in quantum neural networks involves combining classical artificial neural network models (which are widely used in machine learning for the important task of pattern recognition) with the advantages of quantum information in order to develop more efficient algorithms. One important motivation for these investigations is the difficulty to train classical neural networks, especially in big data applications. The hope is that

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rdf:type	person yago:WikicatArtificialNeuralNetworks yago:WikicatNeuralNetworks yago:Abstraction100002137 yago:Communication100033020 yago:ComputerArchitecture106725249 yago:Description106724763 yago:Message106598915 yago:NeuralNetwork106725467 yago:Specification106725067 yago:Statement106722453
rdfs:label	شبكة عصبية كمية (ar) Xarxa neuronal quàntica (ca) Neuronaler Schaltkreis (de) Red neuronal cuántica (es) Quantum neural network (en) Квантова нейронна мережа (uk)
rdfs:comment	الشبكات العصبية الكمية نماذج شبكة عصبية حسابية تعتمد على مبادئ الميكانيكا الكمية. وتجمع الشبكات العصبية الكمية بين نماذج الشبكة العصبية الاصطناعية الأصلية ومزايا المعلومات الكمية من أجل تطوير خوارزميات أحسن. (ar) Neuronale Schaltkreise sind in ihrer Arbeitsweise dem biologischen Nervensystem nachempfunden (siehe Neuronaler Erregungskreis). Neuronale Schaltkreise beruhen auf der Technik künstlicher neuronaler Netze. Die Arbeitsweise Neuronaler Schaltkreise ist in der Regel Parallel Distributed Processing oder eine alternative davon abgeleitete Technik. Der wichtigste Vertreter der neuronalen Schaltkreise sind die neuromorphen Schaltkreise, welche die Nachbildung biologischer Neuronen zum Ziel haben. (de) Una red neuronal cuántica (QNN) es un modelo de red neuronal que está basado en los principios de la mecánica cuántica. Hay dos aproximaciones diferentes en la investigación de las QNN: de un lado, explotando el procesamiento de información cuántica para mejorar los modelos de redes neuronales actuales (en ocasiones, también viceversa), y, de otro, buscando efectos cuánticos potenciales en el cerebro. (es) Квантові нейронні мережі (QNNs) — модель нейронної мережі, яка базуються на принципах квантової механіки. Існує два різних підходи до дослідження QNN: одна експлуатаційна обробка квантової інформації для вдосконалення існуючих моделей нейронних мереж (іноді також і навпаки), а інша — пошук потенційних квантових ефектів у мозку. (uk) Quantum neural networks are computational neural network models which are based on the principles of quantum mechanics. The first ideas on quantum neural computation were published independently in 1995 by Subhash Kak and Ron Chrisley, engaging with the theory of quantum mind, which posits that quantum effects play a role in cognitive function. However, typical research in quantum neural networks involves combining classical artificial neural network models (which are widely used in machine learning for the important task of pattern recognition) with the advantages of quantum information in order to develop more efficient algorithms. One important motivation for these investigations is the difficulty to train classical neural networks, especially in big data applications. The hope is that (en)
foaf:depiction
dcterms:subject	Neural circuits Quantum information science Quantum programming Artificial neural networks
Wikipage page ID	3737445 (xsd:integer)
Wikipage revision ID	1122138297 (xsd:integer)
Link from a Wikipage to another Wikipage	Quantum entanglement Quantum logic gate Quantum mechanics Quantum mind Qubit Qubits Perceptron Unitary operator Integrated quantum photonics Quantum computing Ancilla bit Measurement in quantum mechanics Quantum cognition Neural circuits Optical neural network Feedforward neural network Quantum superposition Subhash Kak Backpropagation Training set Fuzzy logic No-cloning theorem Differentiable programming Fan-out (software) Quantum machine learning Quantum information science Quantum programming Artificial neural network Artificial neural networks Big data Holographic associative memory Associative memory (psychology) McCulloch-Pitts neuron Unitary matrix Quantum circuit Quantum information Reservoir computing Reversible computing Quantum phase estimation algorithm Grover search algorithm Quantum interference Quantum parallelism Hopfield neural network Neural network models dbr:Quantum_reservoir_processor
Link from a Wikipage to an external page	https://arxiv.org/abs/1408.7005 https://arxiv.org/abs/quant-ph/0401127 http://www.cic.unb.br/~weigang/qc/aci.html https://web.archive.org/web/20131113014007/http:/www.dwavesys.com/en/dev-tutorial-neural.html
sameAs	Quantum neural network Quantum neural network Quantum neural network Quantum neural network Quantum neural network Quantum neural network Quantum neural network Quantum neural network Quantum neural network Quantum neural network Quantum neural network Quantum neural network
dbp:wikiPageUsesTemplate	dbt:Reflist dbt:Short_description dbt:Quantum_computing dbt:Differentiable_computing dbt:Emerging_technologies
thumbnail	wiki-commons:Special:FilePath/Neural_Network_-_basic_scheme_with_legends.png?width=300
Other	yes (en)
has abstract	الشبكات العصبية الكمية نماذج شبكة عصبية حسابية تعتمد على مبادئ الميكانيكا الكمية. وتجمع الشبكات العصبية الكمية بين نماذج الشبكة العصبية الاصطناعية الأصلية ومزايا المعلومات الكمية من أجل تطوير خوارزميات أحسن. (ar) Neuronale Schaltkreise sind in ihrer Arbeitsweise dem biologischen Nervensystem nachempfunden (siehe Neuronaler Erregungskreis). Neuronale Schaltkreise beruhen auf der Technik künstlicher neuronaler Netze. Die Arbeitsweise Neuronaler Schaltkreise ist in der Regel Parallel Distributed Processing oder eine alternative davon abgeleitete Technik. Der wichtigste Vertreter der neuronalen Schaltkreise sind die neuromorphen Schaltkreise, welche die Nachbildung biologischer Neuronen zum Ziel haben. (de)

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