Continuous, non-invasive assessment of agitation in dementia using inertial body sensors. - Azziza Bankole; Martha S. Anderson; Aubrey Knight; Kyunghui Oh; Tonya L. Smith-Jackson; Mark A. Hanson; Adam T. Barth; John C. Lach (Wireless Health, 2011)

BESI: Reliable and Heterogeneous Sensing and Intervention for In-home Health Applications. - Ridwan Alam; Joshua Dugan; Nutta Homdee; Neeraj Gandhi; Benjamin Ghaemmaghami; Harshitha Meda; Azziza Bankole; Martha S. Anderson; Jiaqi Gong; Tonya L. Smith-Jackson; John C. Lach (CHASE, 2017)

Motion Biomarkers for Early Detection of Dementia-Related Agitation. - Ridwan Alam; Jiaqi Gong; Mark A. Hanson; Azziza Bankole; Martha S. Anderson; Tonya L. Smith-Jackson; John C. Lach (DigitalBioMarker@MobiSys, 2017)

Inferring physical agitation in dementia using smartwatch and sequential behavior models. - Ridwan Alam; Martha S. Anderson; Azziza Bankole; John C. Lach (BHI, 2018)

Multiple-Instance Learning for Sparse Behavior Modeling from Wearables: Toward Dementia-Related Agitation Prediction. - Ridwan Alam; Azziza Bankole; Martha S. Anderson; John C. Lach (EMBC, 2019)

Agitation Monitoring and Prevention System for Dementia Caregiver Empowerment. - Nutta Homdee; Ridwan Alam; James A. Hayes; Tamanna Hamid; John Park; Sean Wolfe; Hilda Goins; Nykesha Fyffe; Temple Newbold; Tonya L. Smith-Jackson; Azziza Bankole; Martha S. Anderson; et al. (Computer, 2019)