Enabling Heterogeneous Domain Adaptation in Multi-inhabitants Smart Home Activity Learning

no code implementations • 18 Oct 2022 • Md Mahmudur Rahman, Mahta Mousavi, Peri Tarr, Mohammad Arif Ul Alam

Domain adaptation for sensor-based activity learning is of utmost importance in remote health monitoring research.

Domain Adaptation Semi-supervised Domain Adaptation

Spectrally Adaptive Common Spatial Patterns

no code implementations • 9 Feb 2022 • Mahta Mousavi, Eric Lybrand, Shuangquan Feng, Shuai Tang, Rayan Saab, Virginia de Sa

In this work, we propose a novel algorithm called Spectrally Adaptive Common Spatial Patterns (SACSP) that improves CSP by learning a temporal/spectral filter for each spatial filter so that the spatial filters are concentrated on the most relevant temporal frequencies for each user.

EEG Motor Imagery

An Empirical Study on Post-processing Methods for Word Embeddings

no code implementations • 27 May 2019 • Shuai Tang, Mahta Mousavi, Virginia R. de Sa

Word embeddings learnt from large corpora have been adopted in various applications in natural language processing and served as the general input representations to learning systems.

Retrieval Sentence +1