Search results for "COMPLEXITY"

showing 10 items of 1094 documents

On the Intrinsic Complexity of Learning

1995

AbstractA new view of learning is presented. The basis of this view is a natural notion of reduction. We prove completeness and relative difficulty results. An infinite hierarchy of intrinsically more and more difficult to learn concepts is presented. Our results indicate that the complexity notion captured by our new notion of reduction differs dramatically from the traditional studies of the complexity of the algorithms performing learning tasks.

HierarchyTheoretical computer scienceBasis (linear algebra)business.industryMachine learningcomputer.software_genreComputer Science ApplicationsTheoretical Computer ScienceReduction (complexity)Computational Theory and MathematicsCompleteness (order theory)Concept learningRecursive functionsNatural (music)Artificial intelligencebusinesscomputerInformation SystemsMathematicsInformation and Computation
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Complete integration-by-parts reductions of the non-planar hexagon-box via module intersections

2018

We present the powerful module-intersection integration-by-parts (IBP) method, suitable for multi-loop and multi-scale Feynman integral reduction. Utilizing modern computational algebraic geometry techniques, this new method successfully trims traditional IBP systems dramatically to much simpler integral-relation systems on unitarity cuts. We demonstrate the power of this method by explicitly carrying out the complete analytic reduction of two-loop five-point non-planar hexagon-box integrals, with degree-four numerators, to a basis of 73 master integrals.

High Energy Physics - TheoryNuclear and High Energy PhysicsFeynman integralFOS: Physical sciencesAlgebraic geometryTopologyDifferential and Algebraic Geometry; Scattering Amplitudes; Perturbative QCD01 natural sciencesSubatomär fysikReduction (complexity)Mathematics - Algebraic GeometryPlanarHigh Energy Physics - Phenomenology (hep-ph)Subatomic Physics0103 physical sciencesPerturbative QCDFOS: MathematicsIntegration by partsDifferential and Algebraic Geometrylcsh:Nuclear and particle physics. Atomic energy. Radioactivity010306 general physicsScattering AmplitudesAlgebraic Geometry (math.AG)PhysicsBasis (linear algebra)Unitarity010308 nuclear & particles physicsPower (physics)High Energy Physics - PhenomenologyHigh Energy Physics - Theory (hep-th)lcsh:QC770-798Journal of High Energy Physics
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Applications of integrand reduction to two-loop five-point scattering amplitudes in QCD

2018

We review the current state-of-the-art in integrand level reduction for five-point scattering amplitudes at two loops in QCD. We present some benchmark results for the evaluation of the leading colour two-loop five-gluon amplitudes in the physical region as well as the partonic channels for two quarks and three gluons and four quarks and one gluon.

High Energy Physics - TheoryQuarkParticle physicsCurrent (mathematics)530 PhysicsHigh Energy Physics::LatticeNuclear TheoryFOS: Physical sciences10192 Physics Institute01 natural sciencesReduction (complexity)High Energy Physics - Phenomenology (hep-ph)0103 physical sciencesPoint (geometry)Nuclear Experiment010306 general physicsPhysicsQuantum chromodynamics1000 Multidisciplinary010308 nuclear & particles physicsHigh Energy Physics::PhenomenologyGluonHigh Energy Physics - Phenomenology; High Energy Physics - Phenomenology; High Energy Physics - TheoryLoop (topology)Scattering amplitudeHigh Energy Physics - PhenomenologyHigh Energy Physics - Theory (hep-th)High Energy Physics::ExperimentProceedings of Loops and Legs in Quantum Field Theory — PoS(LL2018)
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Measurement of CP asymmetry in D 0 → K - K + and D 0 → π - πdecays

2014

Time-integrated $CP$ asymmetries in $D^0$ decays to the final states $K^- K^+$ and $\pi^- \pi^+$ are measured using proton-proton collisions corresponding to $3\mathrm{\,fb}^{-1}$ of integrated luminosity collected at centre-of-mass energies of $7\mathrm{\,Te\kern -0.1em V}$ and $8\mathrm{\,Te\kern -0.1em V}$. The $D^0$ mesons are produced in semileptonic $b$-hadron decays, where the charge of the accompanying muon is used to determine the initial flavour of the charm meson. The difference in $CP$ asymmetries between the two final states is measured to be \begin{align} \Delta A_{CP} = A_{CP}(K^-K^+)-A_{CP}(\pi^-\pi^+) = (+0.14 \pm 0.16\mathrm{\,(stat)} \pm 0.08\mathrm{\,(syst)})\% \ . \nonu…

High Energy Physics::Lattice14.40.Lb01 natural sciencesLuminositySettore FIS/04 - Fisica Nucleare e SubnucleareFlavor physicsABSORPTIONPhysics::Chemical PhysicsNuclear ExperimentQCmedia_commonCharm physicsPhysicsHadronic decays of charmed mesonCharm physics; CP violation; Flavor physics; Hadron-Hadron ScatteringParticle physicsHadron-induced high- and super-high-energy interactions (energy > 10 GeV): Inclusive production with identified hadronCharge conjugation parity time reversal and other discrete symmetrieFIS/01 - FISICA SPERIMENTALECP violation13.25.FtSCATTERING-AMPLITUDEFísica nuclearLHCParticle physicsCharm physicNuclear and High Energy PhysicsMesonmedia_common.quotation_subjectLHCb - Abteilung HofmannHadronsAsymmetryREGENERATIONTheoryofComputation_ANALYSISOFALGORITHMSANDPROBLEMCOMPLEXITYSEARCH0103 physical sciencesPiSCATTERINGSCATTERING-AMPLITUDE; REGENERATION; ABSORPTION; SEARCHSDG 7 - Affordable and Clean Energy010306 general physicsLarge Hadron Collider (France and Switzerland)/dk/atira/pure/sustainabledevelopmentgoals/affordable_and_clean_energyMuonHadron-Hadron Scattering010308 nuclear & particles physicsHigh Energy Physics::PhenomenologyGran Col·lisionador d'HadronsCharge (physics)LHCbFlavor physic11.30.ErHigh Energy Physics::ExperimentFísica de partículesExperiments13.85.NiCharmed mesons (|C|>0 B=0)FIS/04 - FISICA NUCLEARE E SUBNUCLEARE
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Assessing complexity in learning outcomes : a comparison between the SOLO taxonomy and the model of hierarchical complexity

2015

An important aspect of higher education is to educate students who can manage complex relationships and solve complex problems. Teachers need to be able to evaluate course content with regard to complexity, as well as evaluate students’ ability to assimilate complex content and express it in the form of a learning outcome. One model for evaluating complexity is the Structure of Observed Learning Outcomes (SOLO) taxonomy. The aim of this analysis is to address the limitations of the SOLO taxonomy in detecting the more subtle differences of the learning outcomes and to clarify the concept of learning modes. This is done by analysing the SOLO taxonomy by means of the model of hierarchical comp…

Higher educationModel of hierarchical complexityTeaching methodSOLO taxonomyOutcome (game theory)Education03 medical and health sciences0302 clinical medicineConcept learningTaxonomy (general)PedagogyComputingMilieux_COMPUTERSANDEDUCATIONta516Piaget's theory of cognitive developmentta515Structure (mathematical logic)business.industry05 social scienceslearning outcome050301 educationData science030227 psychiatrymodel of hierarchical complexitybusinessPsychologycomplexity0503 educationneo-PiagetianAssessment and Evaluation in Higher Education
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The Anthropological Setting of Polysynthesis

2017

Abstract A sociolinguistically oriented study of polysynthesis literature reveals one rather striking observation. Varieties often cited as being incontrovertibly polysynthetic include languages from many different language families and different areas of the world. But many of these languages have a number of social characteristics in common: they are spoken in relatively small, traditional, non-industrialized communities, over relatively small territories. This chapter suggests that this is not a coincidence. There seems to be considerable agreement in the literature, for instance, that polysynthetic languages are ‘highly’, ‘extremely’, or ‘extraordinarily’ complex. And the literature on …

HistoryLinguistic sequence complexityLinguistics
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Full field of view super-resolution imaging via two static masks

2008

The usage of two static gratings for obtaining super resolved imaging dates back to the work by Bachl and Lukosz in 1967. However, in that approach, a severe reduction in the field of view was the necessary condition for improving the resolution. In this paper we present two approaches that are also based upon two static gratings but without the need to sacrifice in the field of view. The key idea for not paying with the field of view is performed in two ways: First, by using white light illumination that averages the ghost images obtained outside the region of interest since the positions of those images are wavelength dependent. Second, by using two random functions for the encoding and t…

Historybusiness.industryResolution (electron density)Field of viewComputer Science ApplicationsEducationReduction (complexity)WavelengthOpticsGeographyRegion of interestEncoding (memory)Computer visionArtificial intelligencebusinessSpatial analysisDecoding methodsJournal of Physics: Conference Series
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Quantum search of spatial regions

2003

Can Grover's algorithm speed up search of a physical region - for example a 2-D grid of size sqrt(n) by sqrt(n)? The problem is that sqrt(n) time seems to be needed for each query, just to move amplitude across the grid. Here we show that this problem can be surmounted, refuting a claim to the contrary by Benioff. In particular, we show how to search a d-dimensional hypercube in time O(sqrt n) for d at least 3, or O((sqrt n)(log n)^(3/2)) for d=2. More generally, we introduce a model of quantum query complexity on graphs, motivated by fundamental physical limits on information storage, particularly the holographic principle from black hole thermodynamics. Our results in this model include a…

Holographic principleDiscrete mathematicsQuantum PhysicsComputational complexity theoryFOS: Physical sciencesComputer Science::Software EngineeringGraph theoryGeneral Relativity and Quantum Cosmology (gr-qc)Unitary matrixUpper and lower boundsGeneral Relativity and Quantum CosmologyCombinatoricsHypercubeQuantum Physics (quant-ph)Black hole thermodynamicsQuantum computerMathematics44th Annual IEEE Symposium on Foundations of Computer Science, 2003. Proceedings.
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Progress in Modelling Coherently Pumped Far-Infrared Laser Dynamics

1990

Coherently pumped lasers (CPL) operating in the far-infrared spectral region shown a wealth of instabilities1, including a behavior remarkably similar2,3 with the predictions of the paradigmatic Lorenz-Haken model of a single-mode homogeneously broadened laser4,5. The qualitative agreement; between theory and experiments2,3 was rather surprising, for the model4,5 refers to a two-level system whereas the CPL operate on a three-level scheme, where the pumping and lasing transitions share a common upper level. Dupertuis et al.6 have identified conditions for the mathematical reduction of the CPL equations to the Lorenz-Haken equations4, but these conditions were not all fulfilled in the experi…

Hopf bifurcationReduction (complexity)Physicssymbols.namesakelawFar-infrared laserDynamics (mechanics)symbolsBifurcation diagramLaserLasing thresholdComputational physicslaw.invention
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Bi-objective multi-layer location–allocation model for the immediate aftermath of sudden-onset disasters

2019

International audience; Locating distribution centers is critical for humanitarians in the immediate aftermath of a sudden-onset disaster. A major challenge lies in balancing the complexity and uncertainty of the problem with time and resource constraints. To address this problem, we propose a location–allocation model that divides the topography of affected areas into multiple layers; considers constrained number and capacity of facilities and fleets; and allows decision-makers to explore trade-offs between response time and logistics costs. To illustrate our theoretical work, we apply the model to a real dataset from the 2015 Nepal earthquake response. For this case, our method results in…

Humanitarian LogisticsOperations researchComputer science0211 other engineering and technologiesTransportation02 engineering and technologyTemporary distribution centersMulti-objective optimizationHumanitarian logisticsReduction (complexity)Location–allocation problem[SPI]Engineering Sciences [physics]2015 Nepal earthquake0502 economics and businessImmediate responseBusiness and International ManagementMulti layerVDP::Teknologi: 500::Informasjons- og kommunikasjonsteknologi: 550Civil and Structural Engineering050210 logistics & transportation021103 operations research05 social sciencesResponse timeMulti-objective optimizationWork (electrical)Location-allocationSudden onset
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