Anomaly detection from time-changing environmental sensor data streams

This thesis stems from the project with real-time environmental monitoring company EMSAT Corporation. They were looking for methods to automatically ag spikes and other anomalies in their environmental sensor data streams. The problem presents several challenges: near real-time anomaly detection, absence of labeled data and time-changing data streams. Here, we address this problem using both a statistical parametric approach as well as a non-parametric approach like Kernel Density Estimation (KDE). The main contribution of this thesis is extending the KDE to work more effectively for evolving data streams, particularly in presence of concept drift. To address that, we have developed a framework for integrating Adaptive Windowing (ADWIN) change detection algorithm with KDE. We have tested this approach on several real world data sets and received positive feedback from our industry collaborator. Some results appearing in this thesis have been presented at ECML PKDD 2015 Doctoral Consortium.

Exploring individuals' experiences of time-sensitive practice in rural Newfoundland and Labrador: a qualitative study

Rural residents of NL face some of the most complex and challenging mental health issues including depression, schizophrenia, and risk of suicide with inadequate and hard to access treatment services. Due to the increasing demands for mental health services, government officials have been emphasizing the need for more responsive and person-centered services to meet client needs. Time-sensitive counselling, an alternative approach to long-term counselling, provides more timely and focused interventions. Mental Health services in Bonavista, a rural community in NL, recently began offering time-sensitive counselling services to its residents, entitled the “Change Clinic.” This phenomenological qualitative research study explored individuals’ experiences of time-sensitive counselling services as offered by mental health services in Bonavista. The results of this research study are detailed and suggest that time-sensitive counselling services can assist in meeting the service needs of rural residents of NL.