We propose and study Collapsing Bandits, a new restless multi-armed bandit (RMAB)
setting in which each arm follows a binary-state Markovian process with a special structure …

The rapid development in advanced sensing and imaging brings about a data-rich
environment, facilitating the effective modeling, monitoring, and control of complex systems …

Despite increasing interest, real-time prognostics (failure prediction) is still not widespread in
industry due to the difficulties of existing systems to adapt to the dynamic and …

Rapid advances in the smartphone, wearable sensing, and wireless communication provide
an unprecedented opportunity to develop mobile systems for smart health management …

Advanced sensing such as the wearable sensor network provides an unprecedented
opportunity to capture a wealth of information pertinent to space-time electrical activity of the …

Background and aim Depression is often accompanied by thoughts of self-harm, which are a
strong predictor of subsequent suicide attempt and suicide death. Few empirical data are …

The rapid proliferation of smart, personal technologies has given birth to smart
Transportation Demand Management (TDM) systems that can give personalized incentives …

Collaborative prognosis is a technique that enables the industrial assets to learn from similar
other assets in a fleet, and improve their data-driven prognosis models. When collaborative …

Collaborative prognosis is a technique that is used to enable assets to improve their ability
to predict failures by learning from the failures of similar other assets. This is typically made …

Understanding user behavior is crucial for the success of many emerging applications that
aim to provide personalized services for target users, such as many patient-centered health …