This dissertation revealed several problems on the analysis of in?uenza propagation by indicating how agent-based modeling can be employed to measure the e?ectiveness of control measures and assist in improving health policy to decrease absenteeism among elementary students. The primary question posed was as following: “What is the e?ect of hand hygiene on the possible incidence rates among school children?” After creating an agent-based model representing the in?uenza transmission dynamic, the incidence rates were calculated based on the hand-washing success rates. The statistical results from the simulation model were displayed in graphical format.
Finally, the author addressed the issue of measuring validity of the model. The statistical analysis on absenteeism from ?u was performed using data on missed school days in classrooms in one of the local schools in Tippecanoe County, where students exercise hand washing with soap on a regular basis. The analysis also considered data on absenteeism among children who were not required to perform hand washing routinely. This agent-based simulation method is an innocuous and economical approach to model the propagation of respiratory diseases such as in?uenza. It enables the researcher to model individual behaviors and interaction among individuals and their environment. This feature enables the researcher to represent in?uenza transmission dynamic more realistically and to provide in-depth analysis to inquiries for epidemiologist and public health professionals.
","abstract_html":"<p>This dissertation revealed several problems on the analysis of in?uenza propagation by indicating how agent-based modeling can be employed to measure the e?ectiveness of control measures and assist in improving health policy to decrease absenteeism among elementary students. The primary question posed was as following: “What is the e?ect of hand hygiene on the possible incidence rates among school children?” After creating an agent-based model representing the in?uenza transmission dynamic, the incidence rates were calculated based on the hand-washing success rates. The statistical results from the simulation model were displayed in graphical format.</p> <p>Finally, the author addressed the issue of measuring validity of the model. The statistical analysis on absenteeism from ?u was performed using data on missed school days in classrooms in one of the local schools in Tippecanoe County, where students exercise hand washing with soap on a regular basis. The analysis also considered data on absenteeism among children who were not required to perform hand washing routinely. This agent-based simulation method is an innocuous and economical approach to model the propagation of respiratory diseases such as in?uenza. It enables the researcher to model individual behaviors and interaction among individuals and their environment. This feature enables the researcher to represent in?uenza transmission dynamic more realistically and to provide in-depth analysis to inquiries for epidemiologist and public health professionals.</p>","abstract_has_math":false,"creators":["Miller, Galina V"],"institution":null,"degree_name":"Doctor of Philosophy (PhD)","degree_level":"Dissertation","degree_discipline":"Computer and Information Technology","degree_department":null,"school":null,"contributors":["James Eric Dietz","David Randy Black","Eric T. Matson","Julia M. Taylor"],"advisors":[],"committee_chairs":[],"committee_members":[],"year":2016,"date_issued":"2016-03-01T08:00:00Z","date_published":"2016-03-01T08:00:00Z","updated_at":"2026-07-24T03:53:47Z","subjects":["Applied sciences","Health and environmental sciences","Agent-based simulation modeling","Epidemiological modeling","Hand hygiene","Influenza","School absenteeism","School children","Epidemiology","Health Information Technology","Public Health"],"languages":[],"rights":[],"rights_urls":[],"identifier_entries":[]},"links":{"outbound_url":"https://docs.lib.purdue.edu/open_access_dissertations/681","outbound_label":"Repository record","outbound_source":"dc:identifier"},"metadata_groups":[{"id":"people","label":"People","entries":[{"key":"dc:contributor","label":"Contributor","values":["James Eric Dietz","David Randy Black","Eric T. Matson","Julia M. Taylor"]},{"key":"dc:creator","label":"Author","values":["Miller, Galina V"]}]},{"id":"academic_context","label":"Academic Context","entries":[{"key":"thesis:degree_discipline","label":"Discipline","values":["Computer and Information Technology"]},{"key":"thesis:degree_level","label":"Degree Level","values":["Dissertation"]},{"key":"thesis:degree_name","label":"Degree Name","values":["Doctor of Philosophy (PhD)"]}]},{"id":"subjects_keywords","label":"Subjects and Keywords","entries":[{"key":"dc:subject","label":"Dc Subject","values":["Applied sciences","Health and environmental sciences","Agent-based simulation modeling","Epidemiological modeling","Hand hygiene","Influenza","School absenteeism","School children","Epidemiology","Health Information Technology","Public Health"]}]},{"id":"identifiers","label":"Identifiers","entries":[{"key":"dc:identifier","label":"Identifier","values":["https://docs.lib.purdue.edu/open_access_dissertations/681"]}]},{"id":"additional","label":"Additional Metadata","entries":[{"key":"dc:description.abstract","label":"Abstract","values":["This dissertation revealed several problems on the analysis of in?uenza propagation by indicating how agent-based modeling can be employed to measure the e?ectiveness of control measures and assist in improving health policy to decrease absenteeism among elementary students. The primary question posed was as following: “What is the e?ect of hand hygiene on the possible incidence rates among school children?” After creating an agent-based model representing the in?uenza transmission dynamic, the incidence rates were calculated based on the hand-washing success rates. The statistical results from the simulation model were displayed in graphical format.
Finally, the author addressed the issue of measuring validity of the model. The statistical analysis on absenteeism from ?u was performed using data on missed school days in classrooms in one of the local schools in Tippecanoe County, where students exercise hand washing with soap on a regular basis. The analysis also considered data on absenteeism among children who were not required to perform hand washing routinely. This agent-based simulation method is an innocuous and economical approach to model the propagation of respiratory diseases such as in?uenza. It enables the researcher to model individual behaviors and interaction among individuals and their environment. This feature enables the researcher to represent in?uenza transmission dynamic more realistically and to provide in-depth analysis to inquiries for epidemiologist and public health professionals.
"]},{"key":"dc:title","label":"Title","values":["Using information technology to model hand-washing behavior and to improve policies impacting elementary school absenteeism due to influenza"]}]}],"canonical_facts":{"dc:contributor":["James Eric Dietz","David Randy Black","Eric T. Matson","Julia M. Taylor"],"dc:creator":["Miller, Galina V"],"dc:description.abstract":["This dissertation revealed several problems on the analysis of in?uenza propagation by indicating how agent-based modeling can be employed to measure the e?ectiveness of control measures and assist in improving health policy to decrease absenteeism among elementary students. The primary question posed was as following: “What is the e?ect of hand hygiene on the possible incidence rates among school children?” After creating an agent-based model representing the in?uenza transmission dynamic, the incidence rates were calculated based on the hand-washing success rates. The statistical results from the simulation model were displayed in graphical format.
Finally, the author addressed the issue of measuring validity of the model. The statistical analysis on absenteeism from ?u was performed using data on missed school days in classrooms in one of the local schools in Tippecanoe County, where students exercise hand washing with soap on a regular basis. The analysis also considered data on absenteeism among children who were not required to perform hand washing routinely. This agent-based simulation method is an innocuous and economical approach to model the propagation of respiratory diseases such as in?uenza. It enables the researcher to model individual behaviors and interaction among individuals and their environment. This feature enables the researcher to represent in?uenza transmission dynamic more realistically and to provide in-depth analysis to inquiries for epidemiologist and public health professionals.
"],"dc:identifier":["https://docs.lib.purdue.edu/open_access_dissertations/681"],"dc:subject":["Applied sciences","Health and environmental sciences","Agent-based simulation modeling","Epidemiological modeling","Hand hygiene","Influenza","School absenteeism","School children","Epidemiology","Health Information Technology","Public Health"],"dc:title":["Using information technology to model hand-washing behavior and to improve policies impacting elementary school absenteeism due to influenza"],"thesis:degree_discipline":["Computer and Information Technology"],"thesis:degree_level":["Dissertation"],"thesis:degree_name":["Doctor of Philosophy (PhD)"]},"updated_at":"2026-07-24T03:53:47Z"}