Dissertations / Theses on the topic 'Medicine – Research – Data processing'
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Suwarno, Neihl Omar 1963. "A computer based data acquisition and analysis system for a cardiovascular research laboratory." Thesis, The University of Arizona, 1989. http://hdl.handle.net/10150/558111.
Full textLiang, Yiheng. "Computational Methods for Discovering and Analyzing Causal Relationships in Health Data." Thesis, University of North Texas, 2015. https://digital.library.unt.edu/ark:/67531/metadc804966/.
Full textMajeke, Lunga. "Preliminary investigation into estimating eye disease incidence rate from age specific prevalence data." Thesis, University of Fort Hare, 2011. http://hdl.handle.net/10353/464.
Full textShi, H. (Henglin). "A GQM-based open research data technology evalution method in open research context." Master's thesis, University of Oulu, 2016. http://urn.fi/URN:NBN:fi:oulu-201605221853.
Full textLee, Chi-hung, and 李志鴻. "An efficient content-based searching engine for medical imagedatabase." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 1998. http://hub.hku.hk/bib/B31215506.
Full textLynch, Kevin John. "Data manipulation in collaborative research systems." Diss., The University of Arizona, 1989. http://hdl.handle.net/10150/184923.
Full textWoldeselassie, Tilahun. "A simple microcomputer-based nuclear medicine data processing system design and performance testing." Thesis, University of Aberdeen, 1990. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.316066.
Full textHerzberg, Nico, and Mathias Weske. "Enriching raw events to enable process intelligence : research challenges." Universität Potsdam, 2013. http://opus.kobv.de/ubp/volltexte/2013/6401/.
Full textDie wertschöpfenden Tätigkeiten in Unternehmen folgen definierten Geschäftsprozessen und werden entsprechend ausgeführt. Dabei werden wertvolle Daten über die Prozessausführung erzeugt. Die Menge und Qualität dieser Daten ist sehr stark von der Prozessausführungsumgebung abhängig, welche überwiegend manuell als auch vollautomatisiert sein kann. Die stetige Verbesserung von Prozessen ist einer der Hauptpfeiler des Business Process Managements, mit der Aufgabe die Wettbewerbsfähigkeit von Unternehmen zu sichern und zu steigern. Um Prozesse zu verbessern muss man diese analysieren und ist auf Daten der Prozessausführung angewiesen. Speziell bei manueller Prozessausführung sind die Daten nur selten direkt zur konkreten Prozessausführung verknüpft. In dieser Arbeit präsentieren wir einen Ansatz zur Verwendung und Anreicherung von Prozessausführungsdaten mit Kontextdaten – Daten die unabhängig zu den Prozessdaten existieren – und Wissen aus den dazugehörigen Prozessmodellen, um ein hochwertige Event- Datenbasis für Process Intelligence Anwendungen, wie zum Beispiel Prozessmonitoring, Prozessanalyse und Process Mining, sicherstellen zu können. Des Weiteren zeigen wir offene Fragestellungen und Herausforderungen auf, welche in Zukunft Gegenstand unserer Forschung sein werden.
Zhu, Hui, and 朱暉. "Deformable models and their applications in medical image processing." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 1998. http://hub.hku.hk/bib/B31238075.
Full textHalpin, Ross William. "A history of concern the ethical dilemma of using Nazi medical research data in contemporary medical and scientific research /." University of Sydney, 2008. http://hdl.handle.net/2123/4010.
Full textHagedorn, Benjamin, Michael Schöbel, Matthias Uflacker, Flavius Copaciu, and Nikola Milanovic. "Proceedings of the fall 2006 workshop of the HPI research school on service-oriented systems engineering." Universität Potsdam, 2007. http://opus.kobv.de/ubp/volltexte/2009/3305/.
Full textOlivier, Hannelore. "Musical networks : the case for a neural network methodology in advertisement music research." Thesis, Stellenbosch : University of Stellenbosch, 2005. http://hdl.handle.net/10019.1/16618.
Full textENGLISH ABSTRACT: Countless scientists had been struggling for centuries to find a significant connection between cognition, emotion and reasoning – resulting in today’s rather embarrassingly imperfect understanding of even the most basic human cognition. We should apprehend that it is unlikely that major breakthroughs in the Cognitive Sciences, Psychology, Sociology or the Medical Sciences will elucidate everything about the human brain and -behaviour in the very near future. Realizing this, it is realistic that we should transfer our attention to things that we do know and understand, and reconsider the power that lies in the integration of results and an interdisciplinary perspective in research. Using the tools we have to our disposal today – digital tools such as ANNs which did not exist a few decades before – this is actually readily viable today. This thesis demonstrates that it is possible to break the traditional boundaries that have periodically prevented the Humanities and the Natural Sciences to join forces towards a greater understanding of human beings. By using ANNs, we are able to merge data from any subfield within the Humanities and Natural Sciences in a single study. The results, interpretations and applications which could develop from such a study would certainly be more inclusive than those derived from research conducted in one or two of these fields in isolation. Sufficient evidence is provided in this dissertation to support a methodology which employs an artificial neural network to assist with decision-making processes related to the choice of advertisement music. The main objective of this endeavour is to establish the feasibility of combining data from many diverse fields, in the creation of an ANN that can be helpful in research regarding South African advertisement music. The thesis explores the notion that knowledge from many interdisciplinary study fields ought to play a leading role in the creation and assessment of effective, target-group-specific advertisement music. In obtaining this goal, it examines the probability of producing a computer-based tool which can assist people working in the advertising industry to obtain an educated match between product, consumer, and advertisement music. Taking a multidisciplinary point of view, the author suggests a methodology for the design of a digital tool in the form of a musical network model. It is concluded that, by using this musical network, it is indeed possible to guarantee a functional musically-paired commercial, which effectively addresses its target-group and has an appropriate emotional effect in support of the marketing goals of the advertising agent. The thesis also demonstrates that it is possible to gain new insights regarding a fairly unstudied discipline, without necessarily conducting new research studies in the specified field. The thesis proves that - by taking an interdisciplinary approach and by using ANNs - it is possible to attain new data that is scientifically valid, even in an unacknowledged field such as South African advertisement music. Although the scope of the thesis does not provide for the actual implementation of the musical network, the feasibility of the conceptual idea is thoroughly examined, and it is concluded that the theory in it’s entirely is definitely feasible, and can be implemented in a future study.
AFRIKAANSE OPSOMMING: Vir eeue al probeer wetenskaplikes ‘n betekenisvolle verwantskap tussen denke, emosie en redenasie vind. Nietemin het ons vandag slegs ‘n beperkte begrip van selfs die mees basiese menslike kognisie. Ons moet besef dat dit onwaarskynlik is dat deurbrake in die Kognitiewe Wetenskappe, Sielkunde, Sosiologie of die Mediese Wetenskap in die nabye toekoms die volle funksionaliteit van die menslike brein en gedrag sal bekendmaak. Met inagname hiervan, is ‘n aandagsverskuiwing geoorloof - na die dinge wat ons wel weet en verstaan. Die enorme potensiaal opgesluit in die integrasie van resultate en ‘n interdissiplinêre navorsingsperspektief behoort gevolglik heroorweeg te word. Ons beskik tans oor meer as voldoende digitale hulpbronne, waaronder kunsmatige neurale netwerke, wat wel so ‘n benadering kan bewerkstellig. In hierdie tesis word daar gedemonstreer dat dit moontlik is om die grense wat tradisioneel ‘n samewerking tussen die Geestes- en Natuurwetenskappe beperk het, af te breek - ‘n werkswyse wat noodwendig sal lei tot ‘n beter begrip van die mens. Kunsmatige neurale netwerke maak dit moontlik om navorsingsdata uit die Geestes- en Natuurwetenskappe te kombineer in ‘n enkele onderneming. Die bevindinge, interpretasies en toepasings wat potensieel uit so ‘n metodologie sou kon voortspruit, is sonder twyfel meer omvattend as dié afkomstig vanuit ‘n eendimensionele studie. Voldoende bewyse word deur die loop van hierdie studie voorgehou ter ondersteuning van ‘n kunsmatige neurale netwerk-metodologie in die assistering van besluitnemingsprosesse rakende advertensiemusiek. Die hoofdoelwit van die onderneming is om te toets of die ontwerp van ‘n kunsmatige neurale netwerk - deur die kombinasie van data uit diverse studierigtings - wel geoorloof en funksioneel sou kon wees. Die aanname dat inligting uit ‘n aantal interdissiplinêre studierigtings ‘n prominente rol behoort te speel tydens die skep en beoordeling van effektiewe, teikengroep-gerigte advertensiemusiek, word gevolglik ondersoek. Om hierdie objektief te bewerkstellig, word die waarskynlikheid bestudeer na die ontwerp van ‘n rekenaargebaseerde hulpbron - wat mense in die advertensiewese behulpsaam kan wees om ‘n berekende en ingeligte keuse uit te oefen om produk, verbruiker en advertensiemusiek te laat pas. Die outeur benader die probleem vanuit ‘n multidissiplinêne oogpunt, en stel ‘n werkswyse voor vir die ontwerp van ‘n digitale hulpbron – in die vorm van ‘n musikale netwerk model. Daar word bevind dat - deur die gebruik van die voorgestelde model, dit wel moontlik is om die funksionaliteit van ‘n musiekgepaarde advertensie te verseker. Verder word daar gedemonstreer dat nuwe insigte rakende ‘n grotendeels afgeskeepte studierigting soos Suid-Afrikaanse advertensiemusiek moeiteloos bekom kan word, sonder om noodwendig navorsing binne die spesifieke gebied te loods. Laasgenoemde is doenbaar deur ‘n interdissiplinêre navorsingsbenadering, gekombineerd met ‘n kunsmatige neurale netwerk-metodologie. Die omvang van hierdie studie maak nie voorsiening vir die implementering van die musikale netwerk nie. Nietemin word die werkbaarheid van die konseptuele idee in diepte ondersoek, met die gevolgtrekking dat die teorie in sy geheel sonder twyfel prakties is, en in ‘n toekomstige studie geïmplementeer kan word.
Ford, Ralph M. (Ralph Michael) 1965. "Computer-aided analysis of medical infrared images." Thesis, The University of Arizona, 1989. http://hdl.handle.net/10150/276986.
Full textKesterton, Anthony James. "The synthesis of sound with application in a MIDI environment." Thesis, Rhodes University, 1991. http://hdl.handle.net/10962/d1006701.
Full textChao, Sam. "Novel data mining methodologies for medical data processing and application on i+diagnostic workbench." Thesis, University of Macau, 2008. http://umaclib3.umac.mo/record=b1872954.
Full textPawlowski, Colin. "Machine learning for problems with missing and uncertain data with applications to personalized medicine." Thesis, Massachusetts Institute of Technology, 2019.
Find full textThesis: Ph. D., Massachusetts Institute of Technology, Sloan School of Management, Operations Research Center, 2019
Cataloged from student-submitted PDF version of thesis.
Includes bibliographical references (pages 205-215).
When we try to apply statistical learning in real-world applications, we frequently encounter data which include missing and uncertain values. This thesis explores the problem of learning from missing and uncertain data with a focus on applications in personalized medicine. In the first chapter, we present a framework for classification when data is uncertain that is based upon robust optimization. We show that adding robustness in both the features and labels results in tractable optimization problems for three widely used classification methods: support vector machines, logistic regression, and decision trees. Through experiments on 75 benchmark data sets, we characterize the learning tasks for which adding robustness provides the most value. In the second chapter, we develop a family of methods for missing data imputation based upon predictive methods and formal optimization.
We present formulations for models based on K-nearest neighbors, support vector machines, and decision trees, and we develop an algorithm OptImpute to find high quality solutions which scales to large data sets. In experiments on 84 benchmark data sets, we show that OptImpute outperforms state-of-the-art methods in both imputation accuracy and performance on downstream tasks. In the third chapter, we develop MedImpute, an extension of OptImpute specialized for imputing missing values in multivariate panel data. This method is tailored for data sets that have multiple observations of the same individual at different points in time. In experiments on the Framingham Heart Study and Dana Farber Cancer Institute electronic health record data, we demonstrate that MedImpute improves the accuracy of models predicting 10-year risk of stroke and 60-day risk of mortality for late-stage cancer patients.
In the fourth chapter, we develop a method for tensor completion which leverages noisy side information available on the rows and/or columns of the tensor. We apply this method to the task of predicting anti-cancer drug response at particular dosages. We demonstrate significant gains in out-of-sample accuracy filling in missing values on two large-scale anticancer drug screening data sets with genomic side information.
by Colin Pawlowski.
Ph. D.
Ph.D. Massachusetts Institute of Technology, Sloan School of Management, Operations Research Center
Kishore, Annapoorni. "AN INTERNSHIP WITH ENVIRONMENTAL SYSTEMS RESEARCH INSTITUTE." Miami University / OhioLINK, 2008. http://rave.ohiolink.edu/etdc/view?acc_num=miami1209153230.
Full textZhao, Guang, and 趙光. "Automatic boundary extraction in medical images based on constrained edge merging." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 2000. http://hub.hku.hk/bib/B31223904.
Full textChou, Chuan-Ting. "Traditional Chinese medicine on-line diagnosis system." CSUSB ScholarWorks, 2006. https://scholarworks.lib.csusb.edu/etd-project/3182.
Full textBoyle, John K. "Performance Metrics for Depth-based Signal Separation Using Deep Vertical Line Arrays." PDXScholar, 2015. https://pdxscholar.library.pdx.edu/open_access_etds/2198.
Full textBoying, Lu, Zhang Jun, Nie Shuhui, and Huang Xinjian. "AUTOMATIC DEPENDENT SURVEILLANCE (ADS) SYSTEM RESEARCH AND DEVELOPMENT." International Foundation for Telemetering, 2002. http://hdl.handle.net/10150/607495.
Full textThis paper presents the basic concept, construction principle and implementation work for the Automatic Dependent Surveillance (ADS) system. As a part of ADS system, the ADS message processing system based on PC computer was given more attention. Furthermore, the paper introduces the ADS trial status and points out that the ADS implementation will bring tremendous economical and social efficiency.
李友榮 and Yau-wing Lee. "Modelling multivariate survival data using semiparametric models." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 2000. http://hub.hku.hk/bib/B4257528X.
Full textLong, Yongxian, and 龙泳先. "Semiparametric analysis of interval censored survival data." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 2010. http://hub.hku.hk/bib/B45541152.
Full textLau, Anthony Kwok. "A digital oscilloscope and spectrum analyzer for anaysis of primate vocalizations : master's research project report." Scholarly Commons, 1989. https://scholarlycommons.pacific.edu/uop_etds/2177.
Full textZhu, Xinjie, and 朱信杰. "START : a parallel signal track analytical research tool for flexible and efficient analysis of genomic data." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 2015. http://hdl.handle.net/10722/211136.
Full textpublished_or_final_version
Computer Science
Doctoral
Doctor of Philosophy
Marks, Steven Adam. "Nurses' attitudes toward computer use for point-of-care charting." CSUSB ScholarWorks, 2001. https://scholarworks.lib.csusb.edu/etd-project/2006.
Full textBoardman, Anelda Philine. "Assessment of genome visualization tools relevant to HIV genome research: development of a genome browser prototype." Thesis, University of the Western Cape, 2004. http://etd.uwc.ac.za/index.php?module=etd&action=viewtitle&id=gen8Srv25Nme4_3632_1185446929.
Full textOver the past two decades of HIV research, effective vaccine candidates have been elusive. Traditionally viral research has been characterized by a gene -by-gene approach, but in the light of the availability of complete genome sequences and the tractable size of the HIV genome, a genomic approach may improve insight into the biology and epidemiology of this virus. A genomic approach to finding HIV vaccine candidates can be facilitated by the use of genome sequence visualization. Genome browsers have been used extensively by various groups to shed light on the biology and evolution of several organisms including human, mouse, rat, Drosophila and C.elegans. Application of a genome browser to HIV genomes and related annotations can yield insight into forces that drive evolution, identify highly conserved regions as well as regions that yields a strong immune response in patients, and track mutations that appear over the course of infection. Access to graphical representations of such information is bound to support the search for effective HIV vaccine candidates. This study aimed to answer the question of whether a tool or application exists that can be modified to be used as a platform for development of an HIV visualization application and to assess the viability of such an implementation. Existing applications can only be assessed for their suitability as a basis for development of an HIV genome browser once a well-defined set of assessment criteria has been compiled.
Mazzocco, Thomas. "Toward a novel predictive analysis framework for new-generation clinical decision support systems." Thesis, University of Stirling, 2014. http://hdl.handle.net/1893/21684.
Full textJohnson, Charles Alan 1957. "A CONTROL SYSTEM FOR THE APPLICATION OF SCANNED, FOCUSSED ULTRASOUND IN HYPERTHERMIA CANCER THERAPY." Thesis, The University of Arizona, 1987. http://hdl.handle.net/10150/276438.
Full textCoursey, William C. "A research experiment to evaluate the acceptability of microcomputer software documentation." Thesis, Virginia Polytechnic Institute and State University, 1985. http://hdl.handle.net/10919/63969.
Full textMicrocomputer software users require varying degrees of instructional assistance to effectively operate the software they purchase. Chapter I recognizes that this demand for quality documentation places a burden upon software suppliers to expend additional time, energy, and money to satisfy users. This research recommends a set of procedural guidelines for microcomputer software suppliers to follow as a means of supplementing basic documentation techniques.
Literature regarding microcomputer software documentation is an item of increasing demand in today's technical marketplace. The literature review, Chapter II, reveals that the most significant improvement in the documentation process has been the development of two specific reference standards, physical layout and instructional components.
Chapter III describes the research experiment used in obtaining information regarding the documentation associated with two current microcomputer word processing programs. Four university students provided background information regarding the personal characteristics, attributes, associated with a given user population.
The research experiment evolved from a comprehensive documentation review to a structured data collection process. Chapter IV indicates that the discrepancy between actual and expected research gains justifies improving data collection techniques and recommending specific procedural guidelines for future documentation reviews.
The final chapter provides a detailed analysis of the research experiment and conclusions related to the documentation's effectiveness. Additionally, it proposes procedural guidelines designed to improve the experiment's data collection techniques. These guidelines can help future documentation writers more accurately gauge user capabilities and limitations.
Master of Science
Thomson, Amy. "Biased processing of sleep-related information in children 'at risk' of insomnia : a pilot study & clinical research portfolio." Thesis, University of Glasgow, 2009. http://theses.gla.ac.uk/1256/.
Full textSong, Lihong. "Medical concept embedding with ontological representations." HKBU Institutional Repository, 2019. https://repository.hkbu.edu.hk/etd_oa/703.
Full textWiréhn, Ann-Britt. "A Data-Rich World : Population‐based registers in healthcare research." Doctoral thesis, Linköpings universitet, Hälsa och samhälle, 2007. http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-10207.
Full textChava, Nalini. "Administrative reporting for a hospital document scanning system." Virtual Press, 1996. http://liblink.bsu.edu/uhtbin/catkey/1014839.
Full textDepartment of Computer Science
Hrydziuszko, Olga. "Development of data processing methods for high resolution mass spectrometry-based metabolomics with an application to human liver transplantation." Thesis, University of Birmingham, 2012. http://etheses.bham.ac.uk//id/eprint/3700/.
Full textRobinson, Jeffrey Brett, University of Western Sydney, of Science Technology and Environment College, and School of Environment and Agriculture. "Understanding and applying decision support systems in Australian farming systems research." THESIS_CSTE_EAG_Robinson_J.xml, 2005. http://handle.uws.edu.au:8081/1959.7/642.
Full textDoctor of Philosophy (PhD)
O'Riordan, Mary Ann. "Separability of Effects in the Analysis of Complex Observational Data." Case Western Reserve University School of Graduate Studies / OhioLINK, 2013. http://rave.ohiolink.edu/etdc/view?acc_num=case1365080790.
Full textTodes, M. A. "Evaluation parameters for computer aided design of irrigation systems." Doctoral thesis, University of Cape Town, 1987. http://hdl.handle.net/11427/21140.
Full textChau, Ka-ki, and 周嘉琪. "Informative drop-out models for longitudinal binary data." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 2003. http://hub.hku.hk/bib/B2962714X.
Full textWong, Pik-wah Angela, and 黃碧華. "General practitioners' use of computers: a Hong Kong study." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 2002. http://hub.hku.hk/bib/B25101225.
Full text賴旭佑 and Yuk-yau Timothy Lai. "A follow-up study on the levels of and attitudes towards computerisation among doctors in Hong Kong." Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 2003. http://hub.hku.hk/bib/B31971088.
Full textOffei, Felix. "Denoising Tandem Mass Spectrometry Data." Digital Commons @ East Tennessee State University, 2017. https://dc.etsu.edu/etd/3218.
Full textKirsch, Matthew Robert. "Signal Processing Algorithms for Analysis of Categorical and Numerical Time Series: Application to Sleep Study Data." Case Western Reserve University School of Graduate Studies / OhioLINK, 2010. http://rave.ohiolink.edu/etdc/view?acc_num=case1278606480.
Full textDecker, Jennie Jo. "Display spatial luminance nonuniformities: effects on operator performance and perception." Diss., Virginia Polytechnic Institute and State University, 1989. http://hdl.handle.net/10919/54510.
Full textPh. D.
Xia, Tian. "Research on virtualisation technlogy for real-time reconfigurable systems." Thesis, Rennes, INSA, 2016. http://www.theses.fr/2016ISAR0009/document.
Full textThis thesis describes an original micro-kernel that manages virtualization and that provides an environment for real-time virtual machines. We have simplified the micro-kernel architecture by only keeping critical features required for virtualization, and massively reduced the kernel design complexity. Based on this micro-kernel, we have introduced a framework capable of DPR resource management in a virtual machine system. DPR accelerators are mapped as ordinary devices in each VM. Through dedicated memory management, our framework automatically detects the request for DPR resources and allocates them dynamically. According to various experiments and evaluations on the Zynq-7000 platform we have shown that Ker-ONE causes very low virtualization overheads, which can generally be ignored in real applications. We have also studied the real-time schedulability in virtual machines. The results show that RTOS tasks are guaranteed to be scheduled while meeting their intra-VM timing constraints. We have also demonstrated that the proposed framework is capable of virtual machine DPR allocation with low overhead
Ling, Meng-Chun. "Senior health care system." CSUSB ScholarWorks, 2005. https://scholarworks.lib.csusb.edu/etd-project/2785.
Full textChiasson, Mike. "The interaction between context and technology during information systems development (ISD) : action research investigations in two health settings." Thesis, 1996. http://hdl.handle.net/2429/6273.
Full textKriske, Jeffery Edward Jr. "A scalable approach to processing adaptive optics optical coherence tomography data from multiple sensors using multiple graphics processing units." Thesis, 2014. http://hdl.handle.net/1805/6458.
Full textAdaptive optics-optical coherence tomography (AO-OCT) is a non-invasive method of imaging the human retina in vivo. It can be used to visualize microscopic structures, making it incredibly useful for the early detection and diagnosis of retinal disease. The research group at Indiana University has a novel multi-camera AO-OCT system capable of 1 MHz acquisition rates. Until this point, a method has not existed to process data from such a novel system quickly and accurately enough on a CPU, a GPU, or one that can scale to multiple GPUs automatically in an efficient manner. This is a barrier to using a MHz AO-OCT system in a clinical environment. A novel approach to processing AO-OCT data from the unique multi-camera optics system is tested on multiple graphics processing units (GPUs) in parallel with one, two, and four camera combinations. The design and results demonstrate a scalable, reusable, extensible method of computing AO-OCT output. This approach can either achieve real time results with an AO-OCT system capable of 1 MHz acquisition rates or be scaled to a higher accuracy mode with a fast Fourier transform of 16,384 complex values.
"The applications of image processing in biology and relevant data analysis." 2007. http://library.cuhk.edu.hk/record=b5893361.
Full textThesis (M.Phil.)--Chinese University of Hong Kong, 2007.
Includes bibliographical references (leaves 63-64).
Abstract --- p.i
Acknowledgement --- p.iii
Chapter 0 --- Introduction --- p.1
Chapter 1 --- The Design of the Experiments --- p.4
Chapter 1.1 --- Flies and the Devices --- p.5
Chapter 1.2 --- Parameter Settings and Interested Information --- p.8
Chapter 2 --- Video Processing --- p.11
Chapter 2.1 --- "Videos, Computer Vision and Image Processing" --- p.11
Chapter 2.2 --- Details in Video Processing --- p.14
Chapter 3 --- Data Analysis --- p.20
Chapter 3.1 --- Background --- p.20
Chapter 3.2 --- Outline of Data Analysis in Our Project --- p.22
Chapter 4 --- Effect of the Medicine --- p.25
Chapter 4.1 --- Hypothesis Testing --- p.26
Chapter 4.2 --- Two-sample t Test --- p.28
Chapter 5 --- Significance of the Two Factors --- p.32
Chapter 5.1 --- Background of ANOVA --- p.33
Chapter 5.2 --- The Model of ANOVA --- p.35
Chapter 5.3 --- Two-way ANOVA in Our Data Analysis --- p.42
Chapter 6 --- Regression Model --- p.45
Chapter 6.1 --- Background of Regression Analysis --- p.47
Chapter 6.2 --- Polynomial Regression Models --- p.52
Chapter 6.2.1 --- Background --- p.52
Chapter 6.2.2 --- R2 and adjusted R2 --- p.53
Chapter 6.3 --- Model Verification --- p.58
Chapter 6.4 --- A Simpler Model As the Other Choice --- p.59
Chapter 6.5 --- Conclusions --- p.60
Chapter 7 --- Further Studies --- p.61
Bibliography --- p.62
Wang, Chenkun. "Flexible models of time-varying exposures." Thesis, 2015. http://hdl.handle.net/1805/7938.
Full textWith the availability of electronic medical records, medication dispensing data offers an unprecedented opportunity for researchers to explore complex relationships among longterm medication use, disease progression and potential side-effects in large patient populations. However, these data also pose challenges to existing statistical models because both medication exposure status and its intensity vary over time. This dissertation focused on flexible models to investigate the association between time-varying exposures and different types of outcomes. First, a penalized functional regression model was developed to estimate the effect of time-varying exposures on multivariate longitudinal outcomes. Second, for survival outcomes, a regression spline based model was proposed in the Cox proportional hazards (PH) framework to compare disease risk among different types of time-varying exposures. Finally, a penalized spline based Cox PH model with functional interaction terms was developed to estimate interaction effect between multiple medication classes. Data from a primary care patient cohort are used to illustrate the proposed approaches in determining the association between antidepressant use and various outcomes.
NIH grants, R01 AG019181 and P30 AG10133.