The proceedings contain 78 papers. The topics discussed include: complex-valued adaptive signalprocessing : recent advances in optimization and statistical characterization;group independent component analysis for fM...
ISBN:
(纸本)9781424449484
The proceedings contain 78 papers. The topics discussed include: complex-valued adaptive signalprocessing : recent advances in optimization and statistical characterization;group independent component analysis for fMRI data and ICA for joint inference of imaging, genetic, and ERP data;cognitive components of digital media;introduction to the special session : new trends in Markov models and related learning to restore data;learning in Markov models;learning theory and modeling;machinelearning in remote sensing data processing;scene variability and perception constancy in the visual system : a model of pre-processing before data analysis and learning;learning theory, Bayesian learning and modeling;introduction to the special session : brain-computer interfaces;learning theory and applications in speech and audio processing;kernel machines and their applications;and biomedical applications.
The proceedings contain 73 papers. The topics discussed include: feature selection and representation for genomic signalprocessing;fast network component analysis for gene regulation networks;MLSP 2007 data analysis ...
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ISBN:
(纸本)1424415667
The proceedings contain 73 papers. The topics discussed include: feature selection and representation for genomic signalprocessing;fast network component analysis for gene regulation networks;MLSP 2007 data analysis competition: frequency-domain blind source separation for convolutive mixtures of speech/audio signals;local subspace classifiers: linear and nonlinear approaches;feature selection for non Gaussian mixture models;Bayesian image restoration based on variational inference and a product of experts image prior;a mutual information minimization approach for a class of nonlinear recurrent separating systems;single channel speech separation using minimum mean square error estimation of sources' log spectra;autonomous stereo camera parameter estimation for outdoor visual servoing;support vector machines content-based video retrieval based solely on motion information;and online sparse kernal-based classification by projections.
The proceedings contain 75 papers. The topics discussed include: building efficient radial basis function kernel classifiers using iterative methods;the correntropy MACE filter for image recognition;sparse feature ext...
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ISBN:
(纸本)1424406560
The proceedings contain 75 papers. The topics discussed include: building efficient radial basis function kernel classifiers using iterative methods;the correntropy MACE filter for image recognition;sparse feature extraction using generalised partial least squares;automatic image classification by a granular computing approach;a joint probabilistic-deterministic approach using source-filter modeling of speech signal for single channel speech separation;wavelet based nonlinear separation of images;flexible ICA in complex and nonlinear environment by mutual information minimization;separating nonlinear image mixtures using a physical model trained with ICA;blind separation of positive dependent sources by non-negative least-correlated component analysis;adaptable nonlinearity for complex maximization of nongaussianity and a fixed-point algorithm;gradient and fixed-point complex ICA algorithms based on kurtosis maximization;and map model selection for context trees.
The proceedings contain 98 papers. The topics discussed include: optimal pricing in black box producer-consumer Stackelberg games using revealed preference feedback;learning warm-start points for AC optimal power flow...
ISBN:
(纸本)9781728108247
The proceedings contain 98 papers. The topics discussed include: optimal pricing in black box producer-consumer Stackelberg games using revealed preference feedback;learning warm-start points for AC optimal power flow;minimax active learning via minimal model capacity;multi-step chord sequence prediction based on aggregated multi-scale encoder-decoder networks;robust hybrid beamforming with quantized deep neural networks;a machinelearning approach for classifying faults in microgrids using wavelet decomposition;robust importance-weighted cross-validation under sample selection bias;interpretable online banking fraud detection based on hierarchical attention mechanism;and a benchmark study of backdoor data poisoning defenses for deep neural network classifiers and a novel defense.
The proceedings contain 62 papers. The topics discussed include: general robust subband adaptive filtering for echo cancellation;regression with an ensemble of noisy base functions;mmcc-music: a robust direction of ar...
ISBN:
(纸本)9781665485470
The proceedings contain 62 papers. The topics discussed include: general robust subband adaptive filtering for echo cancellation;regression with an ensemble of noisy base functions;mmcc-music: a robust direction of arrival estimator based on maximum mixture correntropy criterion under alpha-stable distributed noise;joint covariate-alignment and concept-alignment: a framework for domain generalization;machinelearning-based heart disease prediction: a study for home personalized care;an efficient transformer-based model for voice activity detection;multi-patches cooperative point cloud denoising algorithm based on locally linear embedding;neural knowledge transfer for sentiment analysis in texts with figurative language;orthogonal maximum correntropy learning;an alternative approach for distributed parameter estimation under gaussian settings;and an integration development of traditional algorithm and neural network for active noise cancellation.
The proceedings contain 98 papers. The topics discussed include: hierarchical graph neural nets can capture long-range interactions;self-attention for audio super-resolution;deep complex convolutional recurrent networ...
ISBN:
(纸本)9781728163383
The proceedings contain 98 papers. The topics discussed include: hierarchical graph neural nets can capture long-range interactions;self-attention for audio super-resolution;deep complex convolutional recurrent network for multi-channel speech enhancement and dereverberation;model selection of kernel ridge regression for extrapolation;optimizing time domain fully convolutional networks for 3D speech enhancement in a reverberant environment using perceptual losses;online DOA estimation for noninteger linear antenna arrays in coarray domain;tracking of quantized signals based on online kernel regression;and robustness-aware filter pruning for robust neural networks against adversarial attacks.
The proceedings contain 125 papers. The topics discussed include: on NUP priors and gaussian message passing;greedy online change point detection;stream-based active learning with adaptive uncertainty and diversity th...
ISBN:
(纸本)9798350324112
The proceedings contain 125 papers. The topics discussed include: on NUP priors and gaussian message passing;greedy online change point detection;stream-based active learning with adaptive uncertainty and diversity thresholds;an ensemble link prediction framework with AUC-guided leaderboard probing for volunteer collaboration prediction challenge;exploiting music source separation for singing voice detection;semantic-aware image compressed sensing;graph-based multi-task learning for fault detection in smart grid;predicting room impulse responses through encoder-decoder convolutional neural networks;dual quaternion rotational and translational equivariance in 3D rigid motion modelling;and post-hoc explainability of bi-rads descriptors in a multi-task framework for breast cancer detection and segmentation.
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