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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ravichander Janapati

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Conference Aug 2026

Adaptive Multi-Domain Attention Network for Single-Channel Eeg Classification

Mental attention classification using electroencephalogram (EEG) has become an important aspect of brain-computer interface (BCI) devices, especially with the growing use of single-channel EEG wearable devices. Nonetheless, the challenges of limited spatial information, vulnerability to noise, and the inability to repr...

Padakanti Swapna, Ravichander Janapati · 0 citations
Conference Jul 2026

EmoStack-Net: A Hybrid Feature Learning Framework for EEG-based Emotion Recognition

Electroencephalography (EEG) is a key research field in affective computing and brain-computer interface applications for the recognition of emotion. But the non-stationary and complex nature of EEG signals presents a great challenge for emotion classification. In this paper, a novel hybrid feature learning framework f...

P. Mula, V. Malathy, Mohammad Farukh Hashmi et al. · 0 citations
Conference Jul 2026

Adaptive Multi-Domain EEG Feature Fusion with Augmented Machine Learning Framework for Four-Class Emotion Recognition

EEG based Emotion recognition has gained a lot of interest in the domain of Affective Computing, Healthcare and Human-Computer Interaction. Emotion classification in EEG signals remains difficult, though, because of their nonlinearity, noise and dependence on the specific person. In this paper, we suggest an Adaptive M...

P. Mula, V. Malathy, Mohammad Farukh Hashmi et al. · 0 citations

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