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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 …


Parametric Survival Analysis Of Us Air Force Rated Officer Retention, Jacob R. Lindell Mar 2018

Parametric Survival Analysis Of Us Air Force Rated Officer Retention, Jacob R. Lindell

Theses and Dissertations

Personnel retention is a very important topic in both the private and public sectors. Not only do companies need to make sure they have the right people, they need to have the right amount of people. Within the public sector, specifically the US Air Force, maintaining appropriate manning comes in two phases; bringing in the right amount of people each year, and retaining enough people from year to year. These two aspects go hand in hand; if the Air Force knows how many people they will lose in a given year, they can bring in the exact number of people …


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 …


How A Conducive Environment And Susceptible Followers Influence Toxic Leadership Behaviors In The Air Force: An Examination Of The Toxic Triangle Theory, Rachel S. Beightel Mar 2018

How A Conducive Environment And Susceptible Followers Influence Toxic Leadership Behaviors In The Air Force: An Examination Of The Toxic Triangle Theory, Rachel S. Beightel

Theses and Dissertations

The purpose of this thesis was to determine what characteristics of the Air Force’s environment and Airmen perpetuate toxic leadership behaviors. This survey study was designed, using the toxic triangle theory, to evaluate the toxic leadership behaviors, susceptible follower traits, and conducive environment characteristics participants have experienced in the Air Force. The study applied ordinary least squares path analysis to determine the influence susceptible followers and characteristics of a conducive environment have on toxic leadership behaviors in the Air Force. Results revealed that collusive followers have a direct influence on toxic leadership. While only two characteristics of a conducive environment …


Improving Personnel Selection Through Value Focused Thinking, Joshua D. Deehr Mar 2018

Improving Personnel Selection Through Value Focused Thinking, Joshua D. Deehr

Theses and Dissertations

Personnel selection has always and will continue to be a challenging endeavor for the military special operations. They want to select the best out of a number of qualified applicants. How an organization determines what makes a successful candidate and how to compare candidates against each other are some of the difficulties that top tier organizations like the special operations face. Value focused thinking (VFT) places criteria in a hierarchal structure and quantifies the values with criteria measurements, known as a decision model. The selection process can be similar to a college selecting their students. This research used college student …


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 …