Seizure Classification From EEG Signals Using Transfer Learning, Semi-Supervised Learning and TSK Fuzzy System
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...To this end, transfer learning (TL) [5]–[7] can be adopted for driver drowsiness estimation since it is able to take full advantage of knowledge/data from other existing subjects....
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97 citations
Cites background from "Seizure Classification From EEG Sig..."
...A variety of epilepsy detection algorithms have been proposed in recent years [8], [10], [12], [14], [22]....
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References
37,861 citations
"Seizure Classification From EEG Sig..." refers methods in this paper
...Many different methods, including decision tree [9], naïve Bayes [7], [9], support vector machine [6], [11], nearest-mean [7] and linear discriminant analysis [5], [8], [10], have been applied....
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...Many classical machine leaning methods have been studied for this purpose, such as decision tree [9], naïve Bayes [7], [9], support vector machine [6], [11], nearest-mean [7] and linear discriminant analysis [5], [8], [10]....
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18,803 citations
"Seizure Classification From EEG Sig..." refers methods in this paper
...The Mamdani model [20] and the TSK model [21], [22], [38] are two popular fuzzy system models....
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18,616 citations
"Seizure Classification From EEG Sig..." refers background or methods in this paper
...To cope with this issue, transfer learning (TL) [13]–[18], [40], [42], particularly, large margin projection (LMPROJ) [18], has been used to reduce the data distribution mismatch between the training and testing data....
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...TL [13] is a well-known approach for handling data distribution discrepancy....
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15,662 citations
"Seizure Classification From EEG Sig..." refers methods in this paper
...u jk denotes the fuzzy membership and can be obtained by Fuzzy C-means (FCM) clustering or the likes [30], [39]....
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...Specifically, a novel FCM-like [30] SSL approach is designed for label clustering:...
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...Specifically, a novel FCM-like [30] SSL approach is designed for label clustering: min JSS L(U) = C∑ j=1 NT∑ i=1 μmi j ∥∥∥pTg,Sxgi,T − θ j ∥∥∥ 2 s.t . μi j ∈ [0, 1] and C∑ j=1 μi j =1 (9) Authorized licensed use limited to: Huazhong University of Science and Technology....
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10,306 citations
"Seizure Classification From EEG Sig..." refers methods in this paper
...To evaluate whether the performance difference among the algorithms were statistically significant, Friedman test [36], [37] and the Holm post hoc test [36], [37] were performed....
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