Regression trees for fast and adaptive prediction intervals. (English) Zbl 07916189
MSC:
62H30
Found 1,179 Documents (Results 1–100)
RF fingerprinting based on contrastive learning and convolutional neural networks. (English) Zbl 07929670
Wang, Wei (ed.) et al., Communications, signal processing, and systems. Proceedings of the 12th international conference, September 6–8, 2023. Volume 1. Singapore: Springer. Lect. Notes Electr. Eng. 1032, 557-564 (2024).
Semi-supervised modulation recognition greatly improved by strong data augmentation. (English) Zbl 07929652
Wang, Wei (ed.) et al., Communications, signal processing, and systems. Proceedings of the 12th international conference, September 6–8, 2023. Volume 1. Singapore: Springer. Lect. Notes Electr. Eng. 1032, 387-394 (2024).
Constrained clustering and multiple kernel learning without pairwise constraint relaxation. (English) Zbl 07921714
MSC:
62H30
Self-supervised contrastive learning for chaotic time-series classification. (English) Zbl 07918932
Lacarbonara, Walter (ed.), Advances in nonlinear dynamics. Proceedings of the third international nonlinear dynamics conference, NODYCON 2023, Rome, Italy, June 18–22, 2023. Volume III. Cham: Springer. NODYCON Conf. Proc. Ser., 59-69 (2024).
MSC:
34-XX
Series2vec: similarity-based self-supervised representation learning for time series classification. (English) Zbl 07917030
Nonparametric plug-in classifier for multiclass classification of S.D.E. paths. (English) Zbl 07916036
MSC:
62-XX
The stochastic multi-gradient algorithm for multi-objective optimization and its application to supervised machine learning. (English) Zbl 07910148
Hypergraph-based convex semi-supervised unconstraint symmetric matrix factorization for image clustering. (English) Zbl 07903563
LPRR: locality preserving robust regression based jointly sparse feature extraction. (English) Zbl 07903557
TFDepth: self-supervised monocular depth estimation with multi-scale selective transformer feature fusion. (English) Zbl 07900210
Relation-preserving masked modeling for semi-supervised time-series classification. (English) Zbl 07897628
MSC:
68T05
Incremental quasi-Newton algorithms for solving a nonconvex, nonsmooth, finite-sum optimization problem. (English) Zbl 07896310
A semi-supervised concept-cognitive computing system for dynamic classification decision making with limited feedback information. (English) Zbl 07895442
MSC:
90Bxx
Data-driven stability of stochastic mean-field type games via noncooperative neural network adversarial training. (English) Zbl 07892501
MSC:
93-XX
Semi-supervised Gaussian mixture modelling with a missing-data mechanism in R. (English) Zbl 07889429
Towards an effective practice of learning from data and knowledge. (English) Zbl 07885923
MSC:
68T37
Learning from fuzzy labels: theoretical issues and algorithmic solutions. (English) Zbl 07885907
MSC:
68T37
Automatic change-point detection in time series via deep learning. (English) Zbl 07878572
MSC:
62-XX
Geometric localized graph convolutional network for multi-view semi-supervised classification. (English) Zbl 07873982
MSC:
68T05
Sentiment classification of time-sync comments: a semi-supervised hierarchical deep learning method. (English) Zbl 07865841
MSC:
90Bxx
Learned load balancing. (English) Zbl 1541.68018
A semi-supervised learning approach for variance reduction in life insurance. (English) Zbl 1539.91113
Supervised time series classification for anomaly detection in subsea engineering. (English) Zbl 07845391
Federated semi-supervised learning with tolerant guidance and powerful classifier in edge scenarios. (English) Zbl 07840689
Supervised learning and meshless methods for two-dimensional fractional PDEs on irregular domains. (English) Zbl 1540.35429
MSC:
35R11
Bayesian multiple instance classification based on hierarchical probit regression. (English) Zbl 07832638
MSC:
62Pxx
A novel physics-informed deep learning strategy with local time-updating discrete scheme for multi-dimensional forward and inverse consolidation problems. (English) Zbl 1539.74223
MSC:
74L10
Fast continuous and integer L-shaped heuristics through supervised learning. (English) Zbl 07824387
MSC:
90Cxx
Introduction to data science. A Python approach to concepts, techniques and applications. 2nd edition. (English) Zbl 07815672
Undergraduate Topics in Computer Science. Cham: Springer (ISBN 978-3-031-48955-6/pbk; 978-3-031-48956-3/ebook). xiv, 246 p. (2024).
Gradient complexity and non-stationary views of differentially private empirical risk minimization. (English) Zbl 07809106
MSC:
68Qxx
Adaptive multi-channel contrastive graph convolutional network with graph and feature fusion. (English) Zbl 07804481
Self-supervised learning for DNA sequences with circular dilated convolutional networks. (English) Zbl 1534.92050
Network traffic matrix prediction with incomplete data via masked matrix modeling. (English) Zbl 1531.90064
Denoising cosine similarity: a theory-driven approach for efficient representation learning. (English) Zbl 07786862
Prediction of nonlocal elasticity parameters using high-throughput molecular dynamics simulations and machine learning. (English) Zbl 1531.74014
A classification method of fuzzy semi-supervised support vector machines for the problems of imbalance. (English) Zbl 1538.68029
Classification of multivariate functional data on different domains with partial least squares approaches. (English) Zbl 1523.62026
Self-supervised multimodal graph convolutional network for collaborative filtering. (English) Zbl 1527.90072
MSC:
90B10
An improved quantum combination method of mass functions based on supervised learning. (English) Zbl 1534.81075
A survey on deep learning-based diffeomorphic mapping. (English) Zbl 07914371
Chen, Ke (ed.) et al., Handbook of mathematical models and algorithms in computer vision and imaging. Mathematical imaging and vision. Springer Reference. Cham: Springer. 1289-1321 (2023).
Data nuggets in supervised learning. (English) Zbl 07914311
Yi, Mengxi (ed.) et al., Robust and multivariate statistical methods. Festschrift in honor of David E. Tyler. Cham: Springer. 429-449 (2023).
Unit root test combination via random forests. (English) Zbl 07910575
Valenzuela, Olga (ed.) et al., Theory and applications of time series analysis and forecasting. Selected contributions from the 7th international conference on time series and forecasting, ITISE 2021, Gran Canaria, Spain, July 19–21, 2021. Cham: Springer. Contrib. Stat., 31-46 (2023).
Lifting uniform learners via distributional decomposition. (English) Zbl 07844708
Saha, Barna (ed.) et al., Proceedings of the 55th annual ACM SIGACT symposium on theory of computing, STOC ’23, Orlando, FL, USA, June 20–23, 2023. New York, NY: Association for Computing Machinery (ACM). 1755-1767 (2023).
MSC:
68Qxx
Laplacian-based semi-supervised learning in multilayer hypergraphs by coordinate descent. (English) Zbl 07836974
Time-frequency based multi-task learning for semi-supervised time series classification. (English) Zbl 07834434
Discriminative sparse least square regression for semi-supervised learning. (English) Zbl 1533.62051
A Bayesian semisupervised approach to keyword extraction with only positive and unlabeled data. (English) Zbl 07810395
MSC:
90Cxx
Smaller generalization error derived for a deep residual neural network compared with shallow networks. (English) Zbl 1534.68214
Chiral-quantum-optics-based supervised learning. (English) Zbl 07796735
MSC:
81-XX
Description quivers for compact representation of concept lattices and ensembles of decision trees. (English) Zbl 07786586
Dürrschnabel, Dominik (ed.) et al., Formal concept analysis. 17th international conference, ICFCA 2023, Kassel, Germany, July 17–21, 2023. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 13934, 127-142 (2023).
MSC:
68T30
Self-supervised deep learning for image reconstruction: a Langevin Monte Carlo approach. (English) Zbl 1530.68269
The optimal input-independent baseline for binary classification: the Dutch Draw. (English) Zbl 07778733
Generalized decision directed acyclic graphs for classification tasks. (English) Zbl 1542.68171
Reviewer: Vladik Ya. Kreinovich (El Paso)
Feature selection in machine learning via variable neighborhood search. (English) Zbl 1528.68349
MSC:
68T05
Rapid online plant leaf area change detection with high-throughput plant image data. (English) Zbl 07761994
MSC:
62-XX
Revisiting the fragility of influence functions. (English) Zbl 07752173
MSC:
68Txx
Deep learning in random neural fields: numerical experiments via neural tangent kernel. (English) Zbl 1527.92011
Reviewer: Haydar Akca (Abu Dhabi)
Multi-graph fusion graph convolutional networks with pseudo-label supervision. (English) Zbl 07752016
MSC:
68T05
Neurodynamics-driven holistic approaches to semi-supervised feature selection. (English) Zbl 07751979
Inferring the location of neurons within an artificial network from their activity. (English) Zbl 1527.68174
Tropical support vector machines: evaluations and extension to function spaces. (English) Zbl 07751957
Query-augmented active metric learning. (English) Zbl 07751814
MSC:
62-XX
Machine learning surrogate modeling for meshless methods: leveraging universal approximation. (English) Zbl 07747958
Predicting the optimal period for Cyclic Hoist Scheduling Problems. (English) Zbl 07745664
Cire, Andre A. (ed.), Integration of constraint programming, artificial intelligence, and operations research. 20th international conference, CPAIOR 2023, Nice, France, May 29 – June 1, 2023. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 13884, 238-253 (2023).
Multiclass Laplacian support vector machine with functional analysis of variance decomposition. (English) Zbl 07737947
MSC:
62-08
Unlabeled backdoor poisoning on trained-from-scratch semi-supervised learning. (English) Zbl 07735590
MSC:
68T05
Improving the accuracy and internal consistency of regression-based clustering of high-dimensional datasets. (English) Zbl 1538.62196
Learning in the absence of training data. (English) Zbl 1540.62001
Cham: Springer (ISBN 978-3-031-31010-2/hbk; 978-3-031-31013-3/pbk; 978-3-031-31011-9/ebook). xviii, 227 p. (2023).
Diverse and consistent multi-view networks for semi-supervised regression. (English) Zbl 07730680
MSC:
68T05
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