Search Results for author: Murtadha Aldeer

Found 2 papers, 1 papers with code

GeXSe (Generative Explanatory Sensor System): An Interpretable Deep Generative Model for Human Activity Recognition in Smart Spaces

no code implementations28 Jun 2023 Yuan Sun, Nandana Pai, Viswa Vijeth Ramesh, Murtadha Aldeer, Jorge Ortiz

The standard approach is based on a CNN model, which our MLP model outperforms. GeXSe offers two types of explanations: sensor-based activation maps and visual domain explanations using short videos.

Human Activity Recognition

Cadence: A Practical Time-series Partitioning Algorithm for Unlabeled IoT Sensor Streams

1 code implementation6 Dec 2021 Tahiya Chowdhury, Murtadha Aldeer, Shantanu Laghate, Jorge Ortiz

We show that by learning a representation specifically with the segmentation objective based on maximum mean discrepancy (MMD), our algorithm can robustly detect time-series events across different applications.

Activity Recognition Change Point Detection +2

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