In my dissertation, I will present my research which contributes to solve the following three open problems from biomedical informatics: (1) Multi-task approaches for microarray classification; (2) Multi-label classification of gene and protein prediction from multi-source biological data; (3) Spatial scan for movement data. In microarray…

Based on a review of the existing literature on database design, this study proposed a unified database model to support corporate technology innovation. This study assessed potential support for the model based on the opinions of 200 technology industry executives, including Chief Information Officers, Chief Knowledge Officers and Chief Learning…

Soon after the university movement started in the late 1800s, academic libraries became the dominant providers of the tools and services required to locate and access scholarly information. However, with the advent of alternate discovery services, such as Google Scholar, in conjunction with open access scholarly content, researchers now have the…

Teachers are critical to student learning in the classroom, and just like students, teachers perform better when they are able to make choices based on what is relevant to them. Action research is a way for teachers to systematically inquire and reflect to make necessary improvements in practice for student learning. This study involved teachers…

Business Intelligence is a major expenditure in many organizations and necessary for competitive advantage. These expenditures do not result in maximum benefits for the organization if the information obtained from the Business Intelligence System (BIS) is not used in the management decision-making process. This quantitative research study used an…

It is not known to what extent the pre-employment teacher selection instrument scores used by a Tennessee school district correlate to teachers' post-employment quality after their first year of service. Two research questions guided the study on the Correlation Between a Teacher Selection Instrument and Teacher Quality in Tennessee: (1) To what…

The purpose of the phenomenological study was to examine and understand public high schools, grades 9-12, which have implemented the full integration of global competency skills as an integral part of their core mission. This study also explored, how school leaders ensured that global competency skills are developed, implemented and integrated…

This dissertation presents three interrelated studies examining opportunities for student learning through contributory citizen science (CS), where students collect and contribute data to help generate new scientific knowledge. I draw on sociocultural perspectives of learning to analyze three cases where teachers integrated CS into school science,…

Classification, clustering and association mining are major tasks of data mining and have been widely used for knowledge discovery. Associative classification mining, the combination of both association rule mining and classification, has emerged as an indispensable way to support decision making and scientific research. In particular, it offers a…

Compressed sensing (CS) is an emerging signal acquisition framework that goes against the traditional Nyquist sampling paradigm. CS demonstrates that a sparse, or compressible, signal can be acquired using a low rate acquisition process. Since noise is always present in practical data acquisition systems, sensing and reconstruction methods are…

Demands on higher education institutions are growing. Stakeholders are demanding proof of quality to ensure students are receiving the education they are paying for. Institutional accountability is a growing concern for higher education institutions, more specifically community colleges. The diverse characteristics of community colleges have made…

This dissertation presents a novel effort to develop ITS technologies that adapt by observing student behavior. In particular, we define an evolving expert knowledge base (EEKB) that structures a domain's information as a set of nodes and the relationships that exist between those nodes. The structure of this model is not the particularly novel…

In higher education, and in community colleges in particular, there is a need to engage faculty and staff in closing the loop--using evidence for assessment, planning, and decision-making. Connect to Learning, a Fund for the Improvement of Post-Secondary Education (FIPSE) funded grant project brings together 26 colleges and universities to work as…

Public health agencies protect the health and safety of populations. A key function of public health agencies is surveillance or the ongoing, systematic collection, analysis, interpretation, and dissemination of data about health-related events. Recent public health events, such as the H1N1 outbreak, have triggered increased funding for and…

As the world is experiencing unprecedented changes and challenges, it is essential to develop educational approaches that enable current and future leaders to be effective in meeting them. To do so, education must foster transformation of the learner to achieve an inclusive, dynamic, and flexible approach to life. This dissertation involved a case…