WiFi-Based Human Activity Recognition Using Attention-Based BiLSTM

Recently, significant efforts have been made to explore human activity recognition (HAR) techniques that use information gathered by existing indoor wireless infrastructures through WiFi signals without demanding the monitored subject to carry a dedicated device. The key intuition is that different activities introduce different multi-paths in WiFi signals and generate different patterns in the time series of channel state information (CSI). In this paper, we propose and evaluate a full pipeline for a CSI-based human activity recognition framework for 12 activities in three different spatial environments using two deep learning models: ABiLSTM and CNN-ABiLSTM. Evaluation experiments have demonstrated that the proposed models outperform state-of-the-art models. Also, the experiments show that the proposed models can be applied to other environments with different configurations, albeit with some caveats. The proposed ABiLSTM model achieves an overall accuracy of 94.03%, 91.96%, and 92.59% across the 3 target environments. While the proposed CNN-ABiLSTM model reaches an accuracy of 98.54%, 94.25% and 95.09% across those same environments

Rethinking Change

UIDB/00417/2020 UIDP/00417/2020No seguimento da Conferência Internacional sobre Arte, Museus e Culturas Digitais (Abril 2021), este e-book pretende aprofundar a discussão sobre o conceito de mudança, geralmente associado à relação entre cultura e tecnologia. Através dos contributos de 32 autores, de 12 países, questiona-se não só a forma como o digital tem motivado novas práticas artísticas e curatoriais, mas também o inverso, observando como propostas críticas e criativas no campo da arte e dos museus têm aberto vias alternativas para o desenvolvimento tecnológico. Assumindo a diversidade de perspectivas sobre o tema, de leituras retrospectivas à análise de questões e projectos recentes, o livro estrutura-se em torno de sete capítulos e um ensaio visual, evidenciando os territórios de colaboração e cruzamento entre diferentes áreas de conhecimento científico. Disponível em acesso aberto, esta publicação resulta de um projecto colaborativo promovido pelo Instituto de História da Arte, Faculdade de Ciências Sociais e Humanas, Universidade NOVA de Lisboa e pelo maat – Museu de Arte, Arquitectura e Tecnologia. Instituição parceira: Instituto Superior Técnico. Mecenas: Fundação Millennium bcp. Media partner: revista Umbigo. Following the International Conference on Art, Museums and Digital Cultures (April 2021), this e-book seeks to extend the discussion on the concept of change that is usually associated with the relationship between culture and technology. Through the contributions of 32 authors from 12 countries, the book not only questions how digital media have inspired new artistic and curatorial practices, but also how, conversely, critical and creative proposals in the fields of art and museums have opened up alternative paths to technological development. Acknowledging the different approaches to the topic, ranging from retrospective readings to the analysis of recent issues and projects, the book is divided into seven sections and a visual essay, highlighting collaborative territories and the crossovers between different areas of scientific knowledge. Available in open access, this publication is the result of a collaborative project promoted by the Institute of Art History of the School of Social Sciences and Humanities, NOVA University of Lisbon and maat – Museum of Art, Architecture and Technology. Partner institution: Instituto Superior Técnico. Sponsor: Millennium bcp Foundation. Media partner: Umbigo magazine.publishersversionpublishe

Making justice culturally sensitive: Project implementation report

The Commonwealth Department of Employment, Education and Training (as it was then called) funded Edith Cowan University from the 1995 National Priority (Reserve) Fund to direct a project to identify courses for educating and training personnel employed by justice agencies on multicultural issues; identify course content for a program to educate NESB and Aboriginal peoples on various aspects of the Australian justice system; and develop training packages for the justice agencies and NESB and Aboriginal communities. The Project was conceived against the background of an increasing concern about the well-being of minority groups within the justice system. The University, through its Department of Justice Studies and Centre for Police Studies, in conjunction with other tertiary providers, justice agencies and NESB and Aboriginal community organisations, executed the project in accordance with the conditions of the agreement. The implementation was guided by the goal of enhancing a greater understanding of the Australian justice system by NESB and Aboriginal people, and a greater understanding of cultural issues by the justice personnel. The Project found that while some organisations were moving into a well advanced stage of policy development and implementation of cultural awareness programs, most were at a stage of either \u27no action\u27 or preliminary discussions about cross-cultural training programs. It also found that very few courses or programs on cultural awareness for the justice agencies have been subjected to systematic and comprehensive evaluation..