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On Kernel Target Alignment

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/3-540-44581-1_26openalex-snapshot
Estimating the Optimal Margins of Embeddings in Euclidean Half Spaces
inferredcites →https://doi.org/10.1007/978-1-4612-0711-5openalex-snapshot
A Probabilistic Theory of Pattern Recognition
inferredcites →https://doi.org/10.1017/cbo9780511801389openalex-snapshot
An Introduction to Support Vector Machines and Other Kernel-based Learning Methods
inferredcites →https://doi.org/10.1017/cbo9780511897467openalex-snapshot
Entropy, Compactness and the Approximation of Operators
inferredcites →https://doi.org/10.1017/cbo9781107359949.008openalex-snapshot
On the method of bounded differences
inferredcites →https://doi.org/10.1080/10556789208805504openalex-snapshot
Robust linear programming discrimination of two linearly inseparable sets
inferredcites →https://doi.org/10.1109/18.705570openalex-snapshot
Structural risk minimization over data-dependent hierarchies
inferredcites →https://doi.org/10.1137/0611030openalex-snapshot
Partitioning Sparse Matrices with Eigenvectors of Graphs
inferredcites →https://doi.org/10.1145/369133.369228openalex-snapshot
Gene functional classification from heterogeneous data
inferredcites →https://doi.org/10.1184/r1/6606860openalex-snapshot
Learning from Labeled and Unlabeled Data using Graph Mincuts
inferredcites →https://doi.org/10.5555/1005332.1005334openalex-snapshot
Learning the Kernel Matrix with Semi-Definite Programming
inferredcites →https://doi.org/10.5555/299094openalex-snapshot
Advances in kernel methods: support vector learning
inferredcites →https://doi.org/10.5555/645529.657980openalex-snapshot
Sparse Greedy Matrix Approximation for Machine Learning
inferredcites →https://doi.org/10.7551/mitpress/1120.003.0052openalex-snapshot
On Kernel-Target Alignment
inferredcites →https://doi.org/10.7551/mitpress/4170.001.0001openalex-snapshot
Learning Kernel Classifiers
inferredcites →https://doi.org/10.7551/mitpress/4175.001.0001openalex-snapshot
Learning with Kernels

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Svm Classifiers For Asr: A Discussion About Parameterization
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Discriminant Analysis for Dimensionality Reduction: An Overview of Recent Developments
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Class Imbalance Learning Methods for Support Vector Machines
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A comprehensive review of computational techniques for the prediction of drug side effects
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Model Selection for Regularized Least-Squares Classification
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Ensemble Learning with Supervised Kernels
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Alternatives to Parameter Selection for Kernel Methods
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Evolutionary Optimization of Sequence Kernels for Detection of Bacterial Gene Starts
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Graph Based Semi-supervised Learning with Sharper Edges
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An Adaptive Kernel Method for Semi-supervised Clustering
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Application of Support Vector Machines in a Life Assurance Environment
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Kernels for Structured Data
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A Fast Approximated Evolutionary Approach to Improve SVM Accuracy
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Optimal Selection of the Regression Kernel Matrix with Semidefinite Programming
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Modeling and Prediction for Processes on Network Graphs
inferred← citeshttps://doi.org/10.1007/978-1-84996-108-0_12openalex-snapshot
Classification and Clustering of Spatial Patterns with Geometric Algebra
inferred← citeshttps://doi.org/10.1007/978-3-030-26969-2_45openalex-snapshot
Identification of DNA-Binding Proteins via Fuzzy Multiple Kernel Model and Sequence Information
inferred← citeshttps://doi.org/10.1007/978-3-030-38617-7_9openalex-snapshot
Multiple Kernel Learning for Hyperspectral Image Classification
inferred← citeshttps://doi.org/10.1007/978-3-030-66125-0_6openalex-snapshot
Investigating Similarity Metrics for Convolutional Neural Networks in the Case of Unstructured Pruning
inferred← citeshttps://doi.org/10.1007/978-3-030-67514-1_31openalex-snapshot
Multi-kernel and Multi-task Learning for Radar Target Recognition
inferred← citeshttps://doi.org/10.1007/978-3-030-69951-2_8openalex-snapshot
Medical Imaging Based Diagnosis Through Machine Learning and Data Analysis
inferred← citeshttps://doi.org/10.1007/978-3-030-73973-7_23openalex-snapshot
A Metric Learning Approach to Graph Edit Costs for Regression
inferred← citeshttps://doi.org/10.1007/978-3-032-39892-5_1openalex-snapshot
Target Kernel Design for Alignment-Based Multiple Kernel One-Class Classification
inferred← citeshttps://doi.org/10.1007/978-3-319-02821-7_9openalex-snapshot
An Algorithm for Fuzzy Clustering Based on Conformal Geometric Algebra
inferred← citeshttps://doi.org/10.1007/978-3-319-11179-7_65openalex-snapshot
Learning Anisotropic RBF Kernels
inferred← citeshttps://doi.org/10.1007/978-3-319-23528-8_23openalex-snapshot
Multi-view Semantic Learning for Data Representation
inferred← citeshttps://doi.org/10.1007/978-3-319-27671-7_66openalex-snapshot
TV Commercial Detection Using Success Based Locally Weighted Kernel Combination
inferred← citeshttps://doi.org/10.1007/978-3-319-30367-3_2openalex-snapshot
Learning based on Similarity
inferred← citeshttps://doi.org/10.1007/978-3-319-30367-3_8openalex-snapshot
Native Language Identification with String Kernels
inferred← citeshttps://doi.org/10.1007/978-3-319-32703-7_109openalex-snapshot
Multiple Kernel Learning Algorithms and Their Use in Biomedical Informatics
inferred← citeshttps://doi.org/10.1007/978-3-319-39315-5_14openalex-snapshot
Semi-supervised Multivariate Sequential Pattern Mining
inferred← citeshttps://doi.org/10.1007/978-3-319-46128-1_31openalex-snapshot
Interactive Learning from Multiple Noisy Labels
inferred← citeshttps://doi.org/10.1007/978-3-319-46307-0_27openalex-snapshot
Soft Kernel Target Alignment for Two-Stage Multiple Kernel Learning
inferred← citeshttps://doi.org/10.1007/978-3-319-46466-4_47openalex-snapshot
Stochastic Dykstra Algorithms for Metric Learning with Positive Definite Covariance Descriptors
inferred← citeshttps://doi.org/10.1007/978-3-319-59050-9_42openalex-snapshot
Direct Estimation of Spinal Cobb Angles by Structured Multi-output Regression
inferred← citeshttps://doi.org/10.1007/978-3-319-59126-1_35openalex-snapshot
Deep Kernelized Autoencoders
inferred← citeshttps://doi.org/10.1007/978-3-319-59448-4_16openalex-snapshot
A Multiple Kernel Learning Framework to Investigate the Relationship Between Ventricular Fibrillation and First Myocardial Infarction
inferred← citeshttps://doi.org/10.1007/978-3-319-66330-2_10openalex-snapshot
Advances in Kernel Machines for Image Classification and Biophysical Parameter Retrieval
inferred← citeshttps://doi.org/10.1007/978-3-319-69900-4_8openalex-snapshot
Formulation of Two Stage Multiple Kernel Learning Using Regression Framework
inferred← citeshttps://doi.org/10.1007/978-3-319-70087-8_4openalex-snapshot
Stochastic Online Kernel Selection with Instantaneous Loss in Random Feature Space
inferred← citeshttps://doi.org/10.1007/978-3-319-70087-8_6openalex-snapshot
Hybrid RVM Algorithm Based on the Prediction Variance
inferred← citeshttps://doi.org/10.1007/978-3-319-98074-4_6openalex-snapshot
Algorithm-Level Approaches
inferred← citeshttps://doi.org/10.1007/978-3-540-27814-6_43openalex-snapshot
A Discussion of Nonlinear Variants of Biased Discriminants for Interactive Image Retrieval
inferred← citeshttps://doi.org/10.1007/978-3-540-28649-3_26openalex-snapshot
SVM-Based Feature Selection by Direct Objective Minimisation
inferred← citeshttps://doi.org/10.1007/978-3-540-30115-8_42openalex-snapshot
Efficient Hyperkernel Learning Using Second-Order Cone Programming
inferred← citeshttps://doi.org/10.1007/978-3-540-30115-8_7openalex-snapshot
Applying Support Vector Machines to Imbalanced Datasets
inferred← citeshttps://doi.org/10.1007/978-3-540-39624-6_15openalex-snapshot
Efficiently Learning the Metric with Side-Information
inferred← citeshttps://doi.org/10.1007/978-3-540-45179-2_72openalex-snapshot
Feasible Adaptation Criteria for Hybrid Wavelet – Large Margin Classifiers
inferred← citeshttps://doi.org/10.1007/978-3-540-73499-4_62openalex-snapshot
Equivalence Learning in Protein Classification
inferred← citeshttps://doi.org/10.1007/978-3-540-74936-3_24openalex-snapshot
Regularized Data Fusion Improves Image Segmentation
inferred← citeshttps://doi.org/10.1007/978-3-540-76298-0_5openalex-snapshot
Kernel Methods for Mining Instance Data in Ontologies
inferred← citeshttps://doi.org/10.1007/978-3-540-77664-2_6openalex-snapshot
Estimating Quality of Support Vector Machines Learning under Probabilistic and Interval Uncertainty: Algorithms and Computational Complexity
inferred← citeshttps://doi.org/10.1007/978-3-540-79450-9_34openalex-snapshot
Multiple Kernel Support Vector Regression for siRNA Efficacy Prediction
inferred← citeshttps://doi.org/10.1007/978-3-540-87732-5_84openalex-snapshot
Kernel Matrix Learning for One-Class Classification
inferred← citeshttps://doi.org/10.1007/978-3-540-88436-1_25openalex-snapshot
Microarray Design Using the Hilbert–Schmidt Independence Criterion
inferred← citeshttps://doi.org/10.1007/978-3-642-01044-6_14openalex-snapshot
Variable Selection for Kernel Classifiers: A Feature-to-Input Space Approach
inferred← citeshttps://doi.org/10.1007/978-3-642-01513-7_76openalex-snapshot
Learning Kernel Matrix from Gene Ontology and Annotation Data for Protein Function Prediction
inferred← citeshttps://doi.org/10.1007/978-3-642-03070-3_9openalex-snapshot
Optimal Double-Kernel Combination for Classification
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Application Research of Local Support Vector Machines in Condition Trend Prediction of Reactor Coolant Pump
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Similarity and Kernel Matrix Evaluation Based on Spatial Autocorrelation Analysis
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Margin and Radius Based Multiple Kernel Learning
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A Reformulation of Support Vector Machines for General Confidence Functions
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Accurate Probabilistic Error Bound for Eigenvalues of Kernel Matrix
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Affine Invariant Hyperspectral Image Descriptors Based upon Harmonic Analysis
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Similarity Scores Based on Background Samples
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The Application of Support Vector Regression in the Dual-Axis Tilt Sensor Modeling
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Laplacian Spectrum Learning
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Learning with Ensembles of Randomized Trees : New Insights
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Unsupervised Selective Transfer Learning for Object Recognition
inferred← citeshttps://doi.org/10.1007/978-3-642-20320-6_11openalex-snapshot
Radial Basis Function Kernel Optimization for Pattern Classification
inferred← citeshttps://doi.org/10.1007/978-3-642-20429-6_5openalex-snapshot
Formulating Distance Functions
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Imbalanced Data Learning
inferred← citeshttps://doi.org/10.1007/978-3-642-21034-1_4openalex-snapshot
Relational Kernel Machines for Learning from Graph-Structured RDF Data
inferred← citeshttps://doi.org/10.1007/978-3-642-21557-5_14openalex-snapshot
Generalized Augmentation of Multiple Kernels
inferred← citeshttps://doi.org/10.1007/978-3-642-21557-5_16openalex-snapshot
Two-Stage Augmented Kernel Matrix for Object Recognition
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Variable Sparse Multiple Kernels Learning for Novelty Detection
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Kernel Construction via Generalized Eigenvector Decomposition
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On the Choice of a Tensor Distance for DTI White Matter Segmentation
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A General Approach for Adaptive Kernels in Semi-Supervised Clustering
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Learning and Inference in Probabilistic Classifier Chains with Beam Search
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Fourier Kernel Learning
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Kernel Methods for Structured Data
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Multiple Kernel Learning Method Using MRMR Criterion and Kernel Alignment
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Kernel Alignment Inspired Linear Discriminant Analysis
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Kernel-Distance Target Alignment
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Research on Kernel Function of Support Vector Machine
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Kernel Learning with Hilbert-Schmidt Independence Criterion
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A Conformal Geometric Algebra Based Clustering Method and Its Applications
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Fuzzy neural network with support vector-based learning for classification and regression
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Software defect prediction model based on distance metric learning
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An unsupervised approach to learn the kernel functions: from global influence to local similarity
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Bayesian learning of inverted Dirichlet mixtures for SVM kernels generation
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Support vector-based fuzzy classifier with adaptive kernel
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Robustness through prior knowledge: using explanation-based learning to distinguish handwritten Chinese characters
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Fuzzy clustering with learnable cluster-dependent kernels
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Composite kernels for semi-supervised clustering
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A survey of the state of the art in learning the kernels
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An overview of kernel alignment and its applications
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Independence test and canonical correlation analysis based on the alignment between kernel matrices for multivariate functional data
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Financial market forecasting using a two-step kernel learning method for the support vector regression
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SVM classification for imbalanced data sets using a multiobjective optimization framework
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Improving classification performance of Support Vector Machine by genetically optimising kernel shape and hyper-parameters
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Accelerated max-margin multiple kernel learning
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Multiclass multiple kernel learning using hypersphere for pattern recognition
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Supervised data-dependent kernel sparsity preserving projection for image recognition
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Cross-covariance based affinity for graphs
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An element-wise kernel learning framework
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Indoor Localization via Discriminatively Regularized Least Square Classification
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A loan default discrimination model using cost-sensitive support vector machine improved by PSO
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Combined SVM-Based Feature Selection and Classification
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Feature space perspectives for learning the kernel
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Model-based transductive learning of the kernel matrix
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On the properties of von Neumann kernels for link analysis
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Methods for the combination of kernel matrices within a support vector framework
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Composite kernel learning
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Fast learning of relational kernels
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Online Multiple Kernel Classification
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Alignment based kernel learning with a continuous set of base kernels
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Beam search algorithms for multilabel learning
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Data complexity meta-features for regression problems
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Boosted kernel for image categorization
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A random walk based multi-kernel graph learning framework
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Data-dependent kernel sparsity preserving projection and its application for semi-supervised classification
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Only overlay text: novel features for TV news broadcast video segmentation
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A Novel Regularization Learning for Single-View Patterns: Multi-View Discriminative Regularization
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A Study on Multi-Scale Kernel Optimisation via Centered Kernel-Target Alignment
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Alignment Based Kernel Selection for Multi-Label Learning
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Alignment Based Feature Selection for Multi-label Learning
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Twin Gaussian Processes for Structured Prediction
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Identifying Join Candidates in the Cairo Genizah
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First-Person Activity Recognition: Feature, Temporal Structure, and Prediction
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Entropy Power Inequality for Learning Optimal Combination of Kernel Functions
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Kernel selection with spectral perturbation stability of kernel matrix
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Approximation of kernel matrices by circulant matrices and its application in kernel selection methods
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Co-metric: a metric learning algorithm for data with multiple views
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PSO based combined kernel learning framework for recognition of first-person activity in a video
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FTWSVM-SR: DNA-Binding Proteins Identification via Fuzzy Twin Support Vector Machines on Self-Representation
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Multi-scale feature fusion based on swarm intelligence collaborative learning for full-stage anti-interference object tracking
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Kernel learning and optimization with Hilbert–Schmidt independence criterion
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Graph-regularized multi-view semantic subspace learning
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Kernel alignment-based three-way clustering on attribute space and its application in stroke risk identification
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Multi-label learning based on operator-valued kernels
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$$\mathrm{Q(AI)}^2$$: Quantum Artificial Intelligence for the Automotive Industry
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Issues and challenges of class imbalance problem in classification
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A kernel-based quantum random forest for improved classification
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Capturing the Development of Internal Representations in a High-Performing Deep Network for Sleep Stage Classification
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Information-Driven Path Planning
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Kernel-based outlier preserving clustering with representativity coefficients
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Short-term load forecasting using a kernel-based support vector regression combination model
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Low-rank decomposition meets kernel learning: A generalized Nyström method
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Modeling adaptive kernels from probabilistic phylogenetic trees
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A new semi-supervised clustering algorithm with pairwise constraints by competitive agglomeration
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Some sets of orthogonal polynomial kernel functions
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The deep kernelized autoencoder
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Human protein subcellular localization identification via fuzzy model on Kernelized Neighborhood Representation
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Exploiting local label correlation from sample perspective for multi-label classification via three-way decision theory
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ISHM-based intelligent fusion prognostics for space avionics
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A Community Challenge for Inferring Genetic Predictors of Gene Essentialities through Analysis of a Functional Screen of Cancer Cell Lines
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Advanced clustering methods for mining chemical databases in forensic science
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Cross-validatory framework for optimal parameter estimation of KPCA and KPLS models
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Optimizing kernel methods to reduce dimensionality in fault diagnosis of industrial systems
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Cross-Gram matrices and their use in transfer learning: Application to automatic REM detection using heart rate
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Predict DLBCL patients' recurrence within two years with Gaussian mixture model cluster oversampling and multi-kernel learning
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Semi-supervised Laplacian regularized least squares algorithm for localization in wireless sensor networks
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Self-supervised contrastive learning on agricultural images
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Identification of human microRNA-disease association via hypergraph embedded bipartite local model
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Variable selection in kernel Fisher discriminant analysis by means of recursive feature elimination
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Combining visual dictionary, kernel-based similarity and learning strategy for image category retrieval
inferred← citeshttps://doi.org/10.1016/j.cviu.2012.09.006openalex-snapshot
Enhanced representation and multi-task learning for image annotation
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Biologically inspired task oriented gist model for scene classification
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Classifying NIR spectra of textile products with kernel methods
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AdaBoost with SVM-based component classifiers
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Kernel optimization using conformal maps for the minimal complexity machine
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Feature selection for SVM via optimization of kernel polarization with Gaussian ARD kernels
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Graph sharpening
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A novel multi-view classifier based on Nyström approximation
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Centered kernel alignment inspired fuzzy support vector machine
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Scaling the kernel function based on the separating boundary in input space: A data-dependent way for improving the performance of kernel methods
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Optimal learning rates of lp -type multiple kernel learning under general conditions
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An efficient Gaussian kernel optimization based on centered kernel polarization criterion
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Efficient learning of supervised kernels with a graph-based loss function
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Content-based histopathology image retrieval using a kernel-based semantic annotation framework
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LSCDFS-MKL: A multiple kernel based method for lung squamous cell carcinomas disease-free survival prediction with pathological and genomic data
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Evaluating deep transfer learning for whole-brain cognitive decoding
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MatrixSim: A new method for detecting the evolution paths of research topics
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Rebooting data-driven soft-sensors in process industries: A review of kernel methods
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Image distance metric learning based on neighborhood sets for automatic image annotation
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Content-based image retrieval model based on cost sensitive learning
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Unsupervised non-parametric kernel learning algorithm
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Two-stage multiple kernel learning with multiclass kernel polarization
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Multi-kernel classification machine with reduced complexity
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Identification of Drug–Target Interactions via Dual Laplacian Regularized Least Squares with Multiple Kernel Fusion
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Learning with Hilbert–Schmidt independence criterion: A review and new perspectives
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Variant of Gaussian kernel and parameter setting method for nonlinear SVM
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Learning by local kernel polarization
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A novel robust kernel for visual learning problems
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Learning low-rank kernel matrices for constrained clustering
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Low-rank quadratic semidefinite programming
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An efficient multiple kernel computation method for regression analysis of economic data
inferred← citeshttps://doi.org/10.1016/j.neucom.2013.05.064openalex-snapshot
Locally adaptive multiple kernel clustering
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