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Full-Text Articles in Business

Breaking Down The Barriers To Operator Workload Estimation: Advancing Algorithmic Handling Of Temporal Non-Stationarity And Cross-Participant Differences For Eeg Analysis Using Deep Learning, Ryan G. Hefron Sep 2018

Breaking Down The Barriers To Operator Workload Estimation: Advancing Algorithmic Handling Of Temporal Non-Stationarity And Cross-Participant Differences For Eeg Analysis Using Deep Learning, Ryan G. Hefron

Theses and Dissertations

This research focuses on two barriers to using EEG data for workload assessment: day-to-day variability, and cross- participant applicability. Several signal processing techniques and deep learning approaches are evaluated in multi-task environments. These methods account for temporal, spatial, and frequential data dependencies. Variance of frequency- domain power distributions for cross-day workload classification is statistically significant. Skewness and kurtosis are not significant in an environment absent workload transitions, but are salient with transitions present. LSTMs improve day- to-day feature stationarity, decreasing error by 59% compared to previous best results. A multi-path convolutional recurrent model using bi-directional, residual recurrent layers significantly increases …


Investigating Capability Development Management For The Air Force Strategic Development Planning And Experimentation (Spde) Office, Sarah M. Pak Mar 2018

Investigating Capability Development Management For The Air Force Strategic Development Planning And Experimentation (Spde) Office, Sarah M. Pak

Theses and Dissertations

The Air Force provides unique capabilities for the defense of our nation. Capabilities do not come to fruition instantly; they must go through a development process. Managing the development of a capability is a difficult but necessary task. In 2016, a report from the Air Force Studies Board prompted the Air Force to focus on the Capability Development Process and its improvement. In response to the report, the Strategic Development Planning & Experimentation (SDPE) Office was formed. The SDPE Office is tasked to support Enterprise Capability Collaboration Teams (ECCTs), which are, in turn, tasked to research and solve prominent issues …


Cultivating Agile Organizational Culture: Addressing Resistance To Change In Bureaucratic Government Organizations, Michael P. Mclane Mar 2018

Cultivating Agile Organizational Culture: Addressing Resistance To Change In Bureaucratic Government Organizations, Michael P. Mclane

Theses and Dissertations

Resistance to change is a phenomenon that affects organizations almost universally. All organizations large and small are continuously challenged to adjust, evolve and innovate to gain or maintain competitive advantage and mission effectiveness. Alarmingly high failure rates are reported: 30-70% of change initiatives falling short of their prescribed intent or never attain the desired results. This research investigates how bureaucratic governmental organizations can address this truth, and how leadership can cultivate a flexible, agile culture that is more adaptable to the demands of constant change. This study uses case study methodology and qualitative research methods aid in the understanding of …