Keywords: پیچیدگی مدل; Multivariate calibration; Model complexity; Partial least squares (PLS); Cross validation (CV); Stochastic cross validation (SCV);
مقالات ISI پیچیدگی مدل (ترجمه نشده)
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Keywords: پیچیدگی مدل; Biostatistics; Big data; High-dimensional inference; Model complexity;
Keywords: پیچیدگی مدل; Food demand; Prediction; Model complexity; Global; Aggregation; Gross domestic product (GDP);
Keywords: پیچیدگی مدل; Groundwater recharge; Model complexity; Calibration period; Split sample test; Contrasted climate; Droughts;
Keywords: پیچیدگی مدل; Sulfate reduction; Anaerobic digestion; Modelling; Model complexity; ADM1;
Keywords: پیچیدگی مدل; Confidence intervals; Hypothesis testing; Jeffreys's prior; Minimum description length; Model complexity; Model selection; Statistical modeling;
Keywords: پیچیدگی مدل; Regionalization; Spatial proximity; Physical similarity; Multiple linear regression; Uniform random sampling; Model complexity;
Keywords: پیچیدگی مدل; Shallow networks; Perceptrons; Model complexity; Lower bounds on approximation rates; Chernoff-Hoeffding bounds;
Keywords: پیچیدگی مدل; Medical image analysis; Within-class variation; Organ orientation; Model complexity; Machine learning;
Keywords: پیچیدگی مدل; Shallow networks; Model complexity; Highly varying functions; Chernoff Bound; Perceptrons; Gaussian kernel units
Keywords: پیچیدگی مدل; Climate change; Data complexity; Model complexity; Species distributions models; Transferability; Virtual species;
Keywords: پیچیدگی مدل; Occupant behavior modeling; Model complexity; Fit-for-purpose; Parsimony
Keywords: پیچیدگی مدل; Simulation; Model comparison; Model complexity; Model transparency; Wheat;
Keywords: پیچیدگی مدل; Model complexity; Computational resource allocation; Optimization; Stochastic hydrology; Flow and transport; Aquifer heterogeneity;
Keywords: پیچیدگی مدل; Model complexity; Physically-based model hydrogeosphere; Seasonal; Annual; Prediction uncertainty; Preferential flow;
Keywords: پیچیدگی مدل; Temporal grain; Model complexity; Model comparison; Population dynamics; Individual-based model; Stage-based model;
Keywords: پیچیدگی مدل; Pesticide risk assessment; Spatial distribution; Optimal foraging theory; Model complexity; Structural sensitivity analysis;
Keywords: پیچیدگی مدل; Hydrological modeling; Data scarcity; Uncertainty; Remote sensing precipitation; Model complexity; East Africa;
Keywords: پیچیدگی مدل; Hydrology; Observation uncertainty; Monitoring techniques; Model complexity;
Keywords: پیچیدگی مدل; Eddy covariance; BROOK90; Model complexity; Monte Carlo simulation; Observation uncertainty; Parameter uncertainty;
Keywords: پیچیدگی مدل; Model complexity; Individual-based model; Population-based model; Matrix model; Structured population model; Stage-based model
A hierarchy of models for simulating experimental results from a 3D heterogeneous porous medium
Keywords: پیچیدگی مدل; Solute transport; Upscaling; Laboratory experiments; Heterogeneous porous media; Model complexity;
A Bayesian approach for estimating phosphorus export and delivery rates with the SPAtially Referenced Regression On Watershed attributes (SPARROW) model
Keywords: پیچیدگی مدل; Bayesian inference; Bay of Quinte; Model complexity; SPARROW; Phosphorus loading; Urbanization;
Data assimilation of physical and chlorophyll a observations in the California Current System using two biogeochemical models
Keywords: پیچیدگی مدل; Data assimilation; Model complexity; Biogeochemical ocean model; State estimation; 4D-Var; NEMURO;
Adjusted priors for Bayes factors involving reparameterized order constraints
Keywords: پیچیدگی مدل; Inequality constraints; Model selection; MPT modeling; Model complexity; Encompassing prior;
Testing order constraints: Qualitative differences between Bayes factors and normalized maximum likelihood
Keywords: پیچیدگی مدل; Model selection; Minimum description length; Inequality constraint; Model complexity
On the effect of inverse modelling and compensation effects in computational pyrolysis for fire scenarios
Keywords: پیچیدگی مدل; Inverse modelling; Model complexity; PMMA; Uncertainty; Pyrolysis;
Variations in the elemental ratio of organic matter in the central Baltic Sea: Part II – Sensitivities of annual mass flux estimates to model parameter variations
Keywords: پیچیدگی مدل; Ecosystem model; Ocean biogeochemistry; Variable stoichiometry; Baltic Sea; Sensitivity analysis; Model parameters; Model complexity
Model selection through robustness and fidelity criteria: Modeling the dynamics of the CX-100 wind turbine blade
Keywords: پیچیدگی مدل; Info-Gap decision theory; Model selection; Wind turbine blade; Model complexity; Prediction; Test-analysis correlation
Basin-scale modeling of CO2 storage using models of varying complexity
Keywords: پیچیدگی مدل; Geological carbon sequestration; Large-scale pressure response; Model complexity; Injection scenarios; Basal Aquifer
Comparing performance of five nutrient phytoplankton zooplankton (NPZ) models in coastal lagoons
Keywords: پیچیدگی مدل; Model ensemble; NPZ; NPC; Nutrient cycle; Model complexity; Benthic consumption; Model evaluation
Comparison of several approaches representing terrestrial and in-stream nutrient retention and decomposition in watershed modelling
Keywords: پیچیدگی مدل; Water quality modelling; Nutrients; Retention; River basin; Model complexity; SWIM
Analysis of a supersaturated design using Entropy Prior Complexity for binary responses via generalized linear models
Keywords: پیچیدگی مدل; Screening; Supersaturated design; Generalized linear models; Model complexity; Entropy; Prior information
Building modeling: Selection of the most appropriate model for predictive control
Keywords: پیچیدگی مدل; Building modeling and identification; Model selection; Statistical tests; Model complexity
Cost-conscious comparison of supervised learning algorithms over multiple data sets
Keywords: پیچیدگی مدل; Machine learning; Statistical tests; Classifier comparison; Model selection; Model complexity
Simulations of plant productivity are affected by modelling approaches of farm management
Keywords: پیچیدگی مدل; Farm model; Decision-making modelling; Model complexity; Farmers' decisions; Grassland-based beef farm;
Does increased model complexity improve description of phosphorus dynamics in a large treatment wetland?
Keywords: پیچیدگی مدل; Model complexity; Effectiveness; Mechanistic; Biogeochemical; Wetland; Everglades; Phosphorus;
A general framework for Dynamic Emulation Modelling in environmental problems
Keywords: پیچیدگی مدل; Dynamic emulation modelling; Model reduction; Model complexity; Process-based models; Response surfaces; Metamodelling
Accuracy of approximations of solutions to Fredholm equations by kernel methods
Keywords: پیچیدگی مدل; Approximate solutions to integral equations; Radial and kernel-based networks; Gaussian kernels; Model complexity; Analysis of algorithms;
Calibration of computationally demanding and structurally uncertain models with an application to a lake water quality model
Keywords: پیچیدگی مدل; Bias; Lake water quality model; Structurally uncertain model; Model complexity; Multi-objective calibration
Assessment of structural simulation models by estimating uncertainties due to model selection and model simplification
Keywords: پیچیدگی مدل; Sensitivity analysis; Model complexity; Model uncertainty; Bayesian model selection
Some comparisons of complexity in dictionary-based and linear computational models
Keywords: پیچیدگی مدل; Linear approximation schemes; Variable-basis approximation schemes; Model complexity; Worst-case errors; Neural networks; Kernel models
Effects of modelling detail on simulated potential crop yields under a wide range of climatic conditions
Keywords: پیچیدگی مدل; Crop growth model; Climatic variability; Light interception; Radiation use efficiency; Leaf area index; Model complexity; Leaf senescence
Using a model selection criterion to identify appropriate complexity in aquatic biogeochemical models
Keywords: پیچیدگی مدل; Akaike's Information Criterion (AIC); Model selection; Model complexity; DYRESM-CAEDYM; Trout Lake;
FIELD—A summary simulation model of the soil–crop system to analyse long-term resource interactions and use efficiencies at farm scale
Keywords: پیچیدگی مدل; Sub-Saharan Africa; Kenya; Mali; Maize; Sweet potato; Cotton; Soil organic carbon; Model complexity
Is my model too complex? Evaluating model formulation using model reduction
Keywords: پیچیدگی مدل; Model reduction; Model complexity; Over-parameterisation; Structural error; Structural uncertainty; Bayesian evaluation
Complexity of Gaussian-radial-basis networks approximating smooth functions
Keywords: پیچیدگی مدل; Gaussian-radial-basis-function networks; Rates of approximation; Model complexity; Variation norms; Bessel and Sobolev norms; Tractability of approximation
Finding the appropriate level of complexity for a simulation model: An example with a forest growth model
Keywords: پیچیدگی مدل; Parsimony; Model complexity; Growth; Prediction; SORTIE; AIC; BIC; Model selection
Comparison of two pasture growth models of differing complexity
Keywords: پیچیدگی مدل; Pasture modeling; Photosynthesis; Respiration; Carbon flux; Model complexity
The optimal size of dynamic phosphorus models for Baltic coastal areas
Keywords: پیچیدگی مدل; Phosphorus; Ecosystem model; Coastal model; Model complexity; Water management