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Meanwhile, she is reading the dictionary, learning words she doesn't know).
Dictionary learning.
We provide a new insight on discriminative dictionary learning.
Figure 6 The dictionary learning process with DCT as initialization.
In this paper, we present a novel discriminative analysis dictionary learning frame, named Synthesis Linear Classifier based Analysis Dictionary Learning (SLC-ADL).
As a special case of dictionary learning methods, shift-invariant dictionary learning (SIDL) reconstructs an input signal using basis atoms in all possible time shifts.
Compared with conventional dictionary learning methods, the introduced dictionary learning method is based on a popular beta process factor analysis (BPFA) for an adaptive learning performance.
Through a semi-supervised strategy, the new dictionary learning method, termed JSM-DKSVD, utilises all spectrums over the local neighbourhoods of labelled training pixels for discriminative dictionary learning.
Recently, sparse representation and dictionary learning methods have attracted increasing interests in task fMRI data analysis.
A discriminative dictionary learning approach is introduced, which improves the SRC classification performance.
We borrow the concept of joint sparse model (JSM) from SRC to dictionary learning.
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