February 2018
Intermediate to advanced
672 pages
22h 55m
English
book
Digital Signal Processing with Kernel Methods
by Jose Luis Rojo-Alvarez, Manel Martinez-Ramon, Jordi Munoz-Mari, Gustau Camps-Valls
Content preview from Digital Signal Processing with Kernel Methods
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Index
a
- abundance
- access point
- active learning
- adaptive filtering
- adaptive kernel learning
- additive noise
- additive noise model
- alternative hypothesis
- analysis equation
- anomaly change detection
- anomaly detection
- antenna array
- anti‐causal systems
- array processing
- audio
- audio compression
- autocorrelation
- autocorrelation‐induced kernel, autocorrelation kernel
- autocorrelation kernel
- autocorrelation matrix
- autoregressive (AR)
- autoregressive and moving average (ARMA)
- autoregressive and exogenous (ARX)
b
- bag of words features
- bag of words kernel
- band‐pass
- bandwidth
- base‐band representation
- basis
- basis pursuit
- Bayesian nonparametric
- Bernoulli–Gauss distribution
- Bernoulli process
- bias–variance dilemma
- bi‐exponential distribution see Laplacian noise
- big data
- biomedical signals
- biophysical
- bit error rate (BER)
- Blackman–Tukey correlogram
- blind source separation (BSS)
- Bootstrap resampling
- B‐scan
- Burg’s method
- butterfly algorithm
c
- canonical basis
- cardiac mesh
- cardiac navigation systems
- cardiac signal
- cardiag image
- Cauchy–Schwartz inequality
- Cauchy sequence
- causal systems
- centering
- change detection
- change vector analysis
- channel estimation
- chaotic
- Choi–Williams distribution
- Cholesky decomposition
- Cholesky factorization
- chronocrome
- classification
- clustering
- codebook
- collinearity
- color image
- communication
- complex algebra
- complex envelope
- complex exponential
- complexification trick
- complex signal
- composite kernel
- compressed sensing
- confidence interval (CI)
- constrained covariance (COCO) ...
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