Found 224 Documents (Results 1–100)
Machine learning with high-cardinality categorical features in actuarial applications. (English) Zbl 07866374
Reviewer: Emilia Di Lorenzo (Napoli)
Neural network design for cubic autocatalysis chemical processes, the flow of a Darcy-Forchheimer viscous fluid is optimized for entropy. (English) Zbl 1540.76233
Long-term wind power and global warming prediction using MARS, ANN, CART, LR, and RF. (English) Zbl 07846720
Nonlinear frequencies of porous functionally graded piezo-elasto-magneto plates with non-uniform thickness: a hybrid FEM-ANN predictive approach. (English) Zbl 07836430
Reviewer: Girish Kumar Ramaiah (Bangalore)
Risk-aware restricted outcome learning for individualized treatment regimes of schizophrenia. (English) Zbl 07832611
MSC:
62Pxx
Targeted maximum likelihood estimation for causal inference in survival and competing risks analysis. (English) Zbl 07830838
Self-optimization wavelet-learning method for predicting nonlinear thermal conductivity of highly heterogeneous materials with randomly hierarchical configurations. (English) Zbl 1531.74019
Due-window assignment scheduling with job-rejection, truncated learning effects and setup times. (English) Zbl 1538.90052
Estimating heterogeneous treatment effects with right-censored data via causal survival forests. (English) Zbl 07909636
MSC:
62-XX
Lost in a black-box? Interpretable machine learning for assessing Italian SMEs default. (English) Zbl 07889662
MSC:
62-XX
Designing optimal, data-driven policies from multisite randomized trials. (English) Zbl 1532.62074
MSC:
62P15
BRANN forecast of superalloy tensile strength versus Larson-Miller parameter relation and its approximation by a sigmoidal function. (English) Zbl 1535.74586
A general framework for penalized mixed-effects multitask learning with applications on DNA methylation surrogate biomarkers creation. (English) Zbl 07789428
MSC:
62Pxx
A data-driven method for modelling dissipation rates in stratified turbulence. (English) Zbl 1530.76058
Plug-in machine learning for partially linear mixed-effects models with repeated measurements. (English) Zbl 07782051
MSC:
62-XX
Physics-informed neural networks with parameter asymptotic strategy for learning singularly perturbed convection-dominated problem. (English) Zbl 1525.65098
A nonlocal energy-informed neural network for isotropic elastic solids with cracks under thermomechanical loads. (English) Zbl 1539.74562
DeepStSNet: reconstructing the quantum state-resolved thermochemical nonequilibrium flowfield using deep neural operator learning with scarce data. (English) Zbl 07771261
Automatic generation of interpretable hyperelastic material models by symbolic regression. (English) Zbl 1532.74014
Multivariate online regression analysis with heterogeneous streaming data. (English. French summary) Zbl 07759522
MSC:
62-XX
Deep learning data-driven multi-soliton dynamics and parameters discovery for the fifth-order Kaup-Kuperschmidt equation. (English) Zbl 07736392
Considerations when learning additive explanations for black-box models. (English) Zbl 1518.68323
MSC:
68T05
Port-metriplectic neural networks: thermodynamics-informed machine learning of complex physical systems. (English) Zbl 1536.74315
Automated segmentation of porous thermal spray material CT scans with predictive uncertainty estimation. (English) Zbl 07719586
Physics-informed deep learning for three-dimensional transient heat transfer analysis of functionally graded materials. (English) Zbl 1531.74080
Hybrid thermal modeling of additive manufacturing processes using physics-informed neural networks for temperature prediction and parameter identification. (English) Zbl 1523.74180
A non-intrusive approach for physics-constrained learning with application to fuel cell modeling. (English) Zbl 1536.76109
Convolution hierarchical deep-learning neural networks (C-HiDeNN): finite elements, isogeometric analysis, tensor decomposition, and beyond. (English) Zbl 1527.74082
Predictions of machine learning with mixed-effects in analyzing longitudinal data under model misspecification. (English) Zbl 07719516
MSC:
62-XX
Inverse modeling of nonisothermal multiphase poromechanics using physics-informed neural networks. (English) Zbl 07715252
Physical information neural networks for 2D and 3D nonlinear Biot model and simulation on the pressure of brain. (English) Zbl 07715239
Understanding the effect of contextual factors and decision making on team performance in Twenty20 cricket: an interpretable machine learning approach. (English) Zbl 07712031
Elasticity-mechanics-informed generative adversarial networks for predicting the thermal strain of thermal barrier coatings penetrated by CaO-MgO-\(\mathrm{Al_2O}_3\)-\(\mathrm{SiO}_2\). (English) Zbl 1516.74034
An enhanced data-driven constitutive model for predicting strain-rate and temperature dependent mechanical response of elastoplastic materials. (English) Zbl 1533.74008
Reviewer: Sanda Cleja-Ţigoiu (Bucureşti)
Embedding to reference t-SNE space addresses batch effects in single-cell classification. (English) Zbl 07694500
MSC:
68T05
A Bayesian regularization network approach to thermal distortion control in 3D printing. (English) Zbl 1537.74390
Physics-informed machine-learning model of temperature evolution under solid phase processes. (English) Zbl 1522.74023
Bi-fidelity modeling of uncertain and partially unknown systems using DeepONets. (English) Zbl 1521.74407
\(\mathrm{U}^p\)-net: a generic deep learning-based time stepper for parameterized spatio-temporal dynamics. (English) Zbl 1521.74436
Artificial-neural-network-based nonlinear algebraic models for large-eddy simulation of compressible wall-bounded turbulence. (English) Zbl 1520.76044
Study on resource allocation scheduling problem with learning factors and group technology. (English) Zbl 1524.90161
Side effects of learning from low-dimensional data embedded in a Euclidean space. (English) Zbl 1508.68290
MSC:
68T05
Machine learning for corporate default risk: multi-period prediction, frailty correlation, loan portfolios, and tail probabilities. (English) Zbl 1541.91263
Network competition and team chemistry in the NBA. (English) Zbl 07928158
MSC:
62P20
A statistical model for predicting child language acquisition: unfolding qualitative grammatical development by using logistic regression model. (English) Zbl 07922636
Salvati, Nicola (ed.) et al., Studies in theoretical and applied statistics. SIS 2021. Selected papers based on the presentations at the 50th scientific meeting of the Italian Statistical Society, virtual, June 21–25, 2021. Cham: Springer. Springer Proc. Math. Stat. 406, 91-104 (2022).
MSC:
62-XX
A \(k\)-means clustering machine learning-based multiscale method for anelastic heterogeneous structures with internal variables. (English) Zbl 1537.74326
Causal interaction trees: finding subgroups with heterogeneous treatment effects in observational data. (English) Zbl 1520.62385
MSC:
62P10
Automatic debiased machine learning of causal and structural effects. (English) Zbl 07689181
MSC:
62-XX
Neural-network-based approach to the description of vibrational kinetics of carbon dioxide. (English. Russian original) Zbl 1509.76074
Vestn. St. Petersbg. Univ., Math. 55, No. 4, 434-442 (2022); translation from Vestn. St-Peterbg. Univ., Ser. I, Mat. Mekh. Astron. 9(67), No. 4, 666-679 (2022).
A consistent description of the relativistic effects and three-body interactions in atomic nuclei. (English) Zbl 1517.81066
Shrinkage Bayesian causal forests for heterogeneous treatment effects estimation. (English) Zbl 07633314
MSC:
62-XX
Equilibrium and non-equilibrium regimes in the learning of restricted Boltzmann machines. (English) Zbl 1539.82290
Evaluating (weighted) dynamic treatment effects by double machine learning. (English) Zbl 07626659
MSC:
62-XX
Double machine learning-based programme evaluation under unconfoundedness. (English) Zbl 07626658
MSC:
62-XX
Reduction of pressure fluctuations in an annular pulsed detonation combustor mockup by iterative learning control using eigenvector-based binary solution sets and iterative model identification. (English) Zbl 1513.76111
King, Rudibert (ed.) et al., Active flow and combustion control 2021. Papers contributed to the conference, Berlin, Germany, September 28–29, 2021. Cham: Springer. Notes Numer. Fluid Mech. Multidiscip. Des. 152, 116-131 (2022).
Interpreting deep learning models with marginal attribution by conditioning on quantiles. (English) Zbl 1507.68272
MSC:
68T07
Heterogeneous causal effects with imperfect compliance: a Bayesian machine learning approach. (English) Zbl 1498.62303
Buckling of functionally graded hydrogen-functionalized graphene reinforced beams based on machine learning-assisted micromechanics models. (English) Zbl 1498.74023
Numerical analysis of heating aerosol carbon nanofluid flow in a power plant recupesrator with considering ash fouling: a deep learning approach. (English) Zbl 1521.76743
Proper orthogonal decomposition and physical field reconstruction with artificial neural networks (ANN) for supercritical flow problems. (English) Zbl 1521.76899
Impulsive effects on stochastic bidirectional associative memory neural networks with reaction-diffusion and leakage delays. (English) Zbl 1513.93044
Augmented direct learning for conditional average treatment effect estimation with double robustness. (English) Zbl 07556938
MSC:
62-XX
Efficiency of micro-macro models for reactive two-mineral systems. (English) Zbl 1507.35177
Reviewer: Alain Brillard (Riedisheim)
MSC:
35Q35
35Q74
76S05
76V05
74F10
74L10
65M60
65M06
65N30
65N50
65M12
65H10
65F08
65F10
35C20
35B27
68T07
76M10
76M20
74S05
74S20
A combined finite element and machine learning approach for the prediction of specific cutting forces and maximum tool temperatures in machining. (English) Zbl 1491.74097
Robust machine learning for treatment effects in multilevel observational studies under cluster-level unmeasured confounding. (English) Zbl 1486.62311
Accelerated reactive transport simulations in heterogeneous porous media using Reaktoro and Firedrake. (English) Zbl 1485.86005
Interaction forests: identifying and exploiting interpretable quantitative and qualitative interaction effects. (English) Zbl 1543.62438
A full order, reduced order and machine learning model pipeline for efficient prediction of reactive flows. (English) Zbl 1501.76062
Lirkov, Ivan (ed.) et al., Large-scale scientific computing. 13th international conference, LSSC 2021, Sozopol, Bulgaria, June 7–11, 2021. Revised selected papers. Cham: Springer. Lect. Notes Comput. Sci. 13127, 378-386 (2022).
A deep learning modeling framework to capture mixing patterns in reactive-transport systems. (English) Zbl 1507.35182
Kinetic-energy-flux-constrained model using an artificial neural network for large-eddy simulation of compressible wall-bounded turbulence. (English) Zbl 1478.76045
Reproducing kernel Hilbert \(C^\ast \)-module and kernel mean embeddings. (English) Zbl 07626782
MSC:
68T05
Debiased machine learning of conditional average treatment effects and other causal functions. (English) Zbl 07546401
MSC:
62-XX
Machine learning estimation of heterogeneous causal effects: empirical Monte Carlo evidence. (English) Zbl 07546390
MSC:
62-XX
Model interpretation through lower-dimensional posterior summarization. (English) Zbl 07499889
MSC:
62-XX
Optimal data collection design in machine learning: the case of the fixed effects generalized least squares panel data model. (English) Zbl 07465649
MSC:
68T05
Data-driven learning for the Mori-Zwanzig formalism: a generalization of the Koopman learning framework. (English) Zbl 1489.37096
Learning from coworkers. (English) Zbl 1475.91250
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