Thèses sur le sujet « Predicting model »
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Andeta, Jemal Ahmed. « Road-traffic accident prediction model : Predicting the Number of Casualties ». Thesis, Högskolan i Skövde, Institutionen för informationsteknologi, 2021. http://urn.kb.se/resolve?urn=urn:nbn:se:his:diva-20146.
Texte intégralli, yiwen. « Predicting Hearing Loss Using Auditory Steady-State Responses ». Digital WPI, 2009. https://digitalcommons.wpi.edu/etd-theses/84.
Texte intégralKingwell, Stephen. « Predicting Complications After Spinal Surgery : Surgeons’ Aided and Unaided Predictions ». Thesis, Université d'Ottawa / University of Ottawa, 2020. http://hdl.handle.net/10393/41559.
Texte intégralDegerman, Engfeldt Johnny. « Predicting Electrochromic Smart Window Performance ». Licentiate thesis, KTH, Tillämpad elektrokemi, 2012. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-95167.
Texte intégralByggnadssektorn är en av de största energiförbrukarna, där kylningen av byggnader står för en stor del av den totala energikonsumtionen. Elektrokroma (EC) smarta fönster har en stor potential för att öka inomhuskomforten och spara stora mängder energi för byggnader. Ett elektrokromt fönster kan ses som ett tunnfilmsbatteri vars laddningsnivå yttrar sig i dess optiska absorption, d.v.s. den optiska absorptionen ökar med ökad laddningsnivå och vice versa. Det är EC-teknologins unika egenskaper att kunna kontrollera absorptionen (transmittansen) av solenergi och synligt ljus i fönster med liten energiinsats som kan minska byggnaders kylningsbehov. EC-teknologin används idag till att producera små fönster och bilbackspeglar, men för att nå byggnadsmarknaden är det nödvändigt att kunna producera stora EC-anordningar med fullgod prestanda. En välkänd utmaning med uppskalning är att utforma EC-systemet med snabb och jämn infärgning (laddning) och urblekning (urladdning), vilket även innebär att uppskalning är en stor ekonomisk risk på grund av den dyra produktionsutrustningen. Trots att detta är välkända problem har lite arbete gjorts för att lösa dessa. Denna avhandling introducerar ett kostnadseffektivt tillvägagångssätt, validerat med experimentella data, kapabelt till att förutsäga och optimera ECsystems prestanda för anordningar med stor area, såsom elektrokroma smarta fönster. Detta tillvägagångssätt består av en experimentell uppställning, experiment och en tvådimensionell strömfördelningsmodell. Den experimentella uppställningen, baserad på kamerateknik, används i de experimentella tillvägagångssätten så att modellen kan utvecklas och valideras. Den tvådimensionella strömfördelningsmodellen inkluderar sekundär strömfördelning med laddningsöverföringsmotstånd, ohmska och tidsberoende effekter. Modellsimuleringarna görs genom att numeriskt lösa en modells differentialekvationer med hjälp av en finita-element-metod. Tillvägagångssättet är validerat med experiment gjorda på stora EC anordningar. För att visa fördelarna med att använda en väl fungerande strömfördelningsmodell som ett designverktyg, har några prediktioner av infärgning och urblekning av EC-fönster inkluderats. Dessa prediktioner visar att den transparenta strömtilledarresistansen har stor påverkan på EC-fönsters prestanda.
Barnhart, Gregory J. « Predicting hail size using model vertical velocities ». Thesis, Monterey, Calif. : Naval Postgraduate School, 2008. http://bosun.nps.edu/uhtbin/hyperion-image.exe/08Mar%5FBarnhart.pdf.
Texte intégralThesis Advisor(s): Nuss, Wendell. "March 2008." Description based on title screen as viewed on April 25, 2008. Includes bibliographical references (p. 47-49). Also available in print.
Sofi, Backman. « A model for predicting robot dresspack damage ». Thesis, Umeå universitet, Institutionen för fysik, 2018. http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-149369.
Texte intégralMcClain, Michael Patrick. « A micromechanical model for predicting tensile strength ». Thesis, This resource online, 1996. http://scholar.lib.vt.edu/theses/available/etd-10052007-143117/.
Texte intégralGao, Zhiyuan, et Likai Qi. « Predicting Stock Price Index ». Thesis, Halmstad University, Applied Mathematics and Physics (CAMP), 2010. http://urn.kb.se/resolve?urn=urn:nbn:se:hh:diva-3784.
Texte intégralThis study is based on three models, Markov model, Hidden Markov model and the Radial basis function neural network. A number of work has been done before about application of these three models to the stock market. Though, individual researchers have developed their own techniques to design and test the Radial basis function neural network. This paper aims to show the different ways and precision of applying these three models to predict price processes of the stock market. By comparing the same group of data, authors get different results. Based on Markov model, authors find a tendency of stock market in future and, the Hidden Markov model behaves better in the financial market. When the fluctuation of the stock price index is not drastic, the Radial basis function neural network has a nice prediction.
Seidu, Mohammed Nazib. « Predicting Bankruptcy Risk : A Gaussian Process Classifciation Model ». Thesis, Linköpings universitet, Institutionen för datavetenskap, 2015. http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-119120.
Texte intégralChen, Dong. « Neural network model for predicting performance of projects ». Thesis, National Library of Canada = Bibliothèque nationale du Canada, 1999. http://www.collectionscanada.ca/obj/s4/f2/dsk1/tape9/PQDD_0021/MQ48059.pdf.
Texte intégralAllen, Susan Elise. « A Model for Predicting Bereavement Outcome in Widowhood ». Thesis, University of North Texas, 1990. https://digital.library.unt.edu/ark:/67531/metadc331737/.
Texte intégralSandie, Reatha. « Predicting the Evolution of Influenza A ». Thesis, Université d'Ottawa / University of Ottawa, 2012. http://hdl.handle.net/10393/22679.
Texte intégralBowring, James Frederick. « Modeling and Predicting Software Behaviors ». Diss., Georgia Institute of Technology, 2006. http://hdl.handle.net/1853/19754.
Texte intégralBojcic, Predrag. « Development of a model for predicting thickener rake torque / ». St. Lucia, Qld, 2000. http://www.library.uq.edu.au/pdfserve.php?image=thesisabs/absthe17870.pdf.
Texte intégralDucey, Adam J. « Predicting Tablet Computer Use : An Extended Technology Acceptance Model ». Scholar Commons, 2013. http://scholarcommons.usf.edu/etd/4471.
Texte intégralMued, Licha. « A model for predicting the performance of IP videoconferencing ». Thesis, University of Plymouth, 2004. http://hdl.handle.net/10026.1/1952.
Texte intégralMONTEIRO, CAMILA MARIA DO NASCIMENTO. « MODEL FOR PREDICTING SHORT-TERM SPEED USING HOLT-WINTERS ». PONTIFÍCIA UNIVERSIDADE CATÓLICA DO RIO DE JANEIRO, 2013. http://www.maxwell.vrac.puc-rio.br/Busca_etds.php?strSecao=resultado&nrSeq=23270@1.
Texte intégralCOORDENAÇÃO DE APERFEIÇOAMENTO DO PESSOAL DE ENSINO SUPERIOR
PROGRAMA DE EXCELENCIA ACADEMICA
Após o choque de racionamento de energia elétrica, decorrente do desequilíbrio entre oferta e demanda, os vários setores da sociedade brasileira constataram a real e iminente necessidade de diversificação das fontes de geração de energia elétrica e de seu uso racional. Busca-se hoje novas fontes, entre as quais a energia eólica, uma alternativa nova e promissora. A energia eólica está aumentando no mundo todo e o Brasil tem um enorme potencial devido a sua localização geográfica e o governo tem investido neste tipo de energia. O principal objetivo desta dissertação é estudar e desenvolver modelos de previsão de velocidade de vento, de curto prazo da velocidade do vento. Os métodos de amortecimento exponencial, em particular o método de Holt-Winters e suas variações, são apropriados para este contexto devido à sua alta adaptabilidade e robustez. Para aplicação da metodologia considerou-se o município de São João do Cariri (Estado de Paraíba), onde está localizada uma das estações de referência do projeto SONDA (Sistema Nacional de Dados Ambientais para o setor de energia). Será utilizado o método de Holt-Winters, que será comparado com os modelos: de persistência, neuro-fuzzy (ANFIS) e estatísticos.
After the shock of electricity rationing, due to the imbalance between supply and demand, the various sectors of the Brazilian society found a real and imminent need to diversify sources of electricity generation and its rational use. New sources are searched today, including wind power, a promising new alternative. Wind energy has been increasing worldwide and Brazil has huge potential due to its geographical location and the government has invested in this type of energy. The main objective of this thesis is to study and develop forecasting models, of short-term wind speed. The methods of exponential smoothing, in particular the method Holt-Winters and its variations, are suitable in this context because of its high adaptability and robustness. The city of São João do Cariri (State of Paraíba), where it is located one of the reference stations of project SONDA (National Environmental Data for the energy sector) was chosen in order to apply the methodology. The method that will be used is Holt-Winters, who will be compared with the models: persistence, neuro-fuzzy (ANFIS) and statistics.
Scheckler, Rebecca Klein. « Predicting drug interactions with a three level causal model ». Thesis, Virginia Tech, 1990. http://hdl.handle.net/10919/42156.
Texte intégralMaster of Science
Wright, James Frederick Carleton University Dissertation Geography. « A hybrid model for predicting permafrost occurrence and thickness ». Ottawa, 1995.
Trouver le texte intégralBayer, Lucy. « The investment model and organizational commitment predicting workplace behaviors / ». Diss., Connect to the thesis, 2009. http://hdl.handle.net/10066/3733.
Texte intégralMcGinnis, Daniel Frank. « Predicting Oxygen Transfer in Hypolimnetic Oxygenation Devices ». Thesis, Virginia Tech, 2000. http://hdl.handle.net/10919/32286.
Texte intégralThe first step in this research was to investigate the principals of bubble formation at a submerged orifice, bubble rise velocity and bubble mass transfer. The discrete-bubble model is then presented. The model traces a single bubble rising through a fluid, accounting for changes in bubble size due to mass transfer, temperature and hydrostatic pressure. The bubble rise velocity and mass transfer coefficients are given by empirical correlations that depend on the bubble size. Bubble size is therefore recalculated at every increment and the values for the bubble rise velocity and mass transfer coefficients are continually updated. The discrete-bubble model is verified by comparison to experimental data collected in large-scale oxygen transfer tests.
Finally, the discrete-bubble model is applied to the three most common hypolimnetic oxygenation systems: the Speece Cone, the bubble-plume diffuser, and the full-lift hypolimnetic oxygenation systems. The latter being presented by Vickie Burris in her thesis, Hypolimnetic Aerators: Predicting Oxygen Transfer and Water Flow Rate.
Master of Science
au, Knebworth@iinet net, et Iain Cameron. « Understanding, modelling and predicting transport mobility in urban environments ». Murdoch University, 2004. http://wwwlib.murdoch.edu.au/adt/browse/view/adt-MU20050513.141512.
Texte intégralWei, Jiang. « Modeling and predicting of different stock markets with GARCH model ». Thesis, Uppsala universitet, Statistiska institutionen, 2012. http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-175808.
Texte intégralSato, Toru. « Sociotropy-autonomy and interpersonal schemas, an interpersonal model predicting affect ». Thesis, National Library of Canada = Bibliothèque nationale du Canada, 1999. http://www.collectionscanada.ca/obj/s4/f2/dsk1/tape10/PQDD_0003/NQ43450.pdf.
Texte intégralSmith, Melanie Anne. « Predicting northern goshawk dynamics using an individual-based spatial model ». CONNECT TO THIS TITLE ONLINE, 2007. http://etd.lib.umt.edu/theses/available/etd-05312007-161744/.
Texte intégralLiu, Zhong. « Combining measurements with deterministic model outputs : predicting ground-level ozone ». Thesis, University of British Columbia, 2007. http://hdl.handle.net/2429/362.
Texte intégralTam, C. M. « Discriminant analysis model for predicting contractor performance in Hong Kong ». Thesis, Loughborough University, 1992. https://dspace.lboro.ac.uk/2134/6842.
Texte intégralSun, Wei. « Mathematical Model for Predicting Trace Organic Compounds in Anaerobic Digesters ». University of Cincinnati / OhioLINK, 2013. http://rave.ohiolink.edu/etdc/view?acc_num=ucin1378197057.
Texte intégralBacker-Meurke, Henrik, et Marcus Polland. « Predicting Road Rut with a Multi-time-series LSTM Model ». Thesis, Högskolan Dalarna, Institutionen för information och teknik, 2021. http://urn.kb.se/resolve?urn=urn:nbn:se:du-37599.
Texte intégralZimmer, Zachary. « Predicting NFL Games Using a Seasonal Dynamic Logistic Regression Model ». VCU Scholars Compass, 2006. http://scholarscompass.vcu.edu/etd_retro/97.
Texte intégralRyan, Jeanne A. M. « Predicting positive youth development outcomes using the social development model / ». Thesis, Connect to this title online ; UW restricted, 2000. http://hdl.handle.net/1773/8141.
Texte intégralSaiyasombati, Penpan. « Mathematical model for predicting percutaneous absorption of fragrance raw materials ». Cincinnati, Ohio : University of Cincinnati, 2003. http://rave.ohiolink.edu/etdc/view?acc%5Fnum=ucin1061561348.
Texte intégralYao, Jie. « Model observers for predicting human performance on signal detection tasks ». Diss., The University of Arizona, 1994. http://hdl.handle.net/10150/186612.
Texte intégralbin, Syed Alaudin Al Qadiri Syed Kamalludin. « An empirical model for predicting the feasibility of corporate turnaround ». Thesis, Edith Cowan University, Research Online, Perth, Western Australia, 1998. https://ro.ecu.edu.au/theses/1432.
Texte intégralGlardon, Christian. « PREDICTING RISKS OF INVASION OF CAULERPA SPECIES IN FLORIDA ». Master's thesis, University of Central Florida, 2006. http://digital.library.ucf.edu/cdm/ref/collection/ETD/id/4219.
Texte intégralM.S.
Department of Biology
Arts and Sciences
Biology
Mahzoon, Mohammad Javad. « Student Sequence Model| A Temporal Model For Exploring and Predicting Risk From Heterogeneous Student Data ». Thesis, The University of North Carolina at Charlotte, 2018. http://pqdtopen.proquest.com/#viewpdf?dispub=10791643.
Texte intégralData models built for analyzing student data often obfuscate temporal relationships for reasons of simplicity, or to aid in generalization. We present a sequence model that is based on temporal relationships in heterogeneous student data as the basis for building predictive models to identify and understand students at risk. The properties of our sequence data model include temporal structure, segmentation, contextualization, and storytelling. To demonstrate the benefits of these properties, we have collected and analyzed 10 years of student data from the College of Computing at UNC Charlotte in a between-semester sequence model, and used data in an introductory course in computer science to build a within-semester sequence model. Our results for the two sequence models show that analytics based on the sequence data model can achieve higher predictive accuracy than non-temporal models with the same data. The sequence model not only outperforms non-temporal models to predict at risk students, but also provides interpretability by contextualizing the analytics with the context features in the data model. This ability to interpret and explore the analytics, enables the development of an interactive exploratory learning analytics framework to involve the domain experts in the process of knowledge discovery. To show this potential of the sequence model, we developed a dashboard prototype and evaluated the prototype during focus group with our college faculty, advisors, and leadership. As a result, the dashboard facilitates generating new hypotheses about student data, and enables the discovery of actionable knowledge for domain experts.
Lee, Son Matthew Robert. « Predicting returns with the Put-Call Ratio ». Diss., University of Pretoria, 2012. http://hdl.handle.net/2263/30616.
Texte intégralDissertation (MBA)--University of Pretoria, 2012.
Gordon Institute of Business Science (GIBS)
unrestricted
Burris, Vickie Lien. « Hypolimnetic Aerators : Predicting Oxygen Transfer and Water Flow Rate ». Thesis, Virginia Tech, 1998. http://hdl.handle.net/10919/30936.
Texte intégralMaster of Science
Ottman, Michael. « Predicting Wheat Growth Using the CSM-Cropsim-CERES - Wheat Crop Model ». College of Agriculture, University of Arizona (Tucson, AZ), 2008. http://hdl.handle.net/10150/203650.
Texte intégralWeaver, Sallie J. « Characteristics for success predicting intervention effectiveness with the job characteristics model / ». Orlando, Fla. : University of Central Florida, 2008. http://purl.fcla.edu/fcla/etd/CFE0002040.
Texte intégralWang, Yin-Han. « Model and software development for predicting fish growth in trout raceways ». Morgantown, W. Va. : [West Virginia University Libraries], 2006. https://eidr.wvu.edu/etd/documentdata.eTD?documentid=4751.
Texte intégralTitle from document title page. Document formatted into pages; contains xii, 105 p. : ill. (some col.). Includes abstract. Includes bibliographical references (p. 47).
Searcy, Chad Randall. « A multiscale model for predicting damage evolution in heterogeneous viscoelastic media ». Diss., Texas A&M University, 2004. http://hdl.handle.net/1969.1/1251.
Texte intégralSimonsson, Mårten. « Predicting IT Governance Performance : A Method for Model-Based Decision Making ». Doctoral thesis, KTH, Industriella informations- och styrsystem, 2008. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-9129.
Texte intégralQC 20100909
Roman, Christopher W. « Using a Model of Emotional Self-Efficacy in Predicting Work Outcomes ». Thesis, Alliant International University, 2018. http://pqdtopen.proquest.com/#viewpdf?dispub=10744906.
Texte intégralOrganizations are increasingly examining the potential benefits of integrating insights concerning emotional intelligence (EI) into their employee training and development programs to enhance their mission. Petrides’s EI model of trait emotional self-efficacy (ESE) has been defined as a constellation of emotion-related self-perceptions and dispositions assessed through self-report. This study explored the relationship between the four factors of Petrides’s ESE model (well-being, self-control, emotionality, and sociability) and the well-researched work outcomes of job satisfaction, counter-productive work behavior, and turnover intent. Based on existing research, the study controlled for age, gender, job tenure, and social desirability. The study relied on an archival data set drawn from a similar pilot study, and included a sample population (N = 157) of certified nurse assistants and registered nurses, selected both out of convenience and because this population is known for its affect-laden work. The study employed a 239-item survey. ESE was measured using the TEIQue long form, and psychological instruments were used to measure outcomes. Confirmatory factor analysis found a lack of fit for the four-factor model, and a new, two-factor model was found using an exploratory factor analysis. The first factor, comprised mostly of the facets well-being and self-control, was named emotional constitution. The second factor, comprised mostly of emotionality and sociability, was named emotional awareness. Data analysis included four-step hierarchical regression models to assess unique variance in each of the three outcome variables using emotional awareness and emotional constitution as predictors. Results showed that emotional awareness predicts nurse job satisfaction (β = .21, p < .05), and emotional constitution negatively predicts both nurse CWB (β = –.49,p < .01) and turnover intent (β = –.31,p < .05). No difference between groups (RNs and CNAs) on these factor dynamics was found. Implications of this study are discussed.
Knight, Karla Grace. « A fuzzy logic model for predicting commercial building design cost overruns ». Thesis, National Library of Canada = Bibliothèque nationale du Canada, 2001. http://www.collectionscanada.ca/obj/s4/f2/dsk3/ftp04/MQ60445.pdf.
Texte intégralKowitlawakul, Yanika. « Technology acceptance model predicting nurses' acceptance of telemedicine technology (eICU®) / ». Fairfax, VA : George Mason University, 2008. http://hdl.handle.net/1920/3058.
Texte intégralVita: p. 116. Thesis director: Jean Burley Moore. Submitted in partial fulfillment of the requirements for the degree of Doctor of Philosophy in Nursing. Title from PDF t.p. (viewed July 3, 2008). Includes bibliographical references (p. 108-115). Also issued in print.
Huang, Xiaoyan. « Predicting Short-Term Exchange Rates with a Hybrid PPP/UIP Model ». Scholarship @ Claremont, 2013. http://scholarship.claremont.edu/scripps_theses/236.
Texte intégralWeaver, Sallie. « CHARACTERISTICS FOR SUCCESS : PREDICTING INTERVENTION EFFECTIVENESS WITH THE JOB CHARACTERISTICS MODEL ». Master's thesis, University of Central Florida, 2008. http://digital.library.ucf.edu/cdm/ref/collection/ETD/id/2697.
Texte intégralM.S.
Department of Psychology
Sciences
Industrial Org Psychology MS
TAVARA, EDWIN GERMAN MALDONADO. « MULTIOBJETIVE GENETIC ALGORITHM FOR PREDICTING PROTEIN STRUCTURES IN HYDROPHOBIC – POLAR MODEL ». PONTIFÍCIA UNIVERSIDADE CATÓLICA DO RIO DE JANEIRO, 2012. http://www.maxwell.vrac.puc-rio.br/Busca_etds.php?strSecao=resultado&nrSeq=23526@1.
Texte intégralCOORDENAÇÃO DE APERFEIÇOAMENTO DO PESSOAL DE ENSINO SUPERIOR
PROGRAMA DE EXCELENCIA ACADEMICA
O problema da predição das estruturas de proteínas (Protein Structure Prediction (PSP)) é um dos desafios mais importantes na biologia molecular. Pelo fato deste problema ser muito difícil, têm sido propostos diferentes modelos simplificados para resolvê-lo. Um dos mais estudados é o modelo, Hidrofóbico-Polar (HP), o modelo HP fornece uma estimativa da energia da proteína com base na soma de interações entre pares de aminoácidos hidrofóbicos (contatos H-H). Entretanto, apesar das simplificações feitas no modelo HP, o problema permanece complexo, pertencendo à classe NP-Difícil. Muitas técnicas têm sido propostas para resolver este problema entre elas, técnicas baseadas em algoritmos genéticos. Em muitos casos, as técnicas baseadas em AG foram usadas com sucesso, mas, no entanto, abordagens utilizando AG muitas vezes não tratam adequadamente as soluções geradas, prejudicando o desempenho da busca. Além disso, mesmo que eles, em alguns casos, consigam atingir o mínimo de energia conhecido para uma conformação, estes modelos não levam em conta a forma da proteína um fator muito importante na hora de obter proteínas mais compactas. Foi desenvolvido um algoritmo genético multiobjetivo para PSP no modelo HP, de modo de avaliar de forma mais eficiente, as conformações produzidas. O modelo utiliza como avaliação uma combinação baseada no número de colisões, número de contatos hidrofóbicos, compactação dos aminoácidos hidrofóbicos e hidrofílicos, obtendo, desta forma estruturas mais naturais e de mínima energia. Os resultados obtidos demonstram a eficiência desse algoritmo na obtenção de estruturas proteicas compactas providenciando indicadores da compactação dos aminoácidos hidrofóbicos e hidrofílicos da proteína.
The problem of protein structured prediction (PSP) is one of the most important challenges in molecular biology. Because this problem is very difficult, different simplified models have been proposed to solve it. One of the most studied is the Hydrophobic-Polar model HP this model provides an estimate of the protein energy based on the sum of hydrophobic contacts. However, despite the simplifications made in the HP model, the problem remains complex, belonging to the class of NP-Hard problems. Many techniques have been proposed to solve this problem as genetic algorithms. In many cases the GA techniques have been used successfully, but, however, with GA approaches often do not adequately address the generated solutions, impairing the performance of the search. Furthermore, in some cases would attain the minimum energy for a known conformation, these models do not take care the protein shape, a very important factor to obtain more compact proteins. This work developed a multiobjective genetic algorithm to PSP in HP model evaluating more efficiently, the conformations produced. This model is a combination of assessment based on the collisions numbers, hydrophobic contacts, hydrophobic and hydrophilic core compression, obtaining thus more natural structures with minimum energy. The results demonstrate the efficiency of this algorithm to obtain protein structures indicators providing compact compression of the hydrophobic and hydrophilic core protein.
ARRIETA, CLARENA PATRICIA ARRIETA. « STATISTICAL MODEL FOR PREDICTING THE SUPPLY OF HIGHER EDUCATION : 2015-2035 ». PONTIFÍCIA UNIVERSIDADE CATÓLICA DO RIO DE JANEIRO, 2018. http://www.maxwell.vrac.puc-rio.br/Busca_etds.php?strSecao=resultado&nrSeq=35308@1.
Texte intégralCONSELHO NACIONAL DE DESENVOLVIMENTO CIENTÍFICO E TECNOLÓGICO
Segundo o INEP/MEC, nos últimos 20 anos, o número de matrículas da educação superior de graduação no Brasil cresceu mais de duas vezes, com uma taxa de crescimento anual verificada a partir de 2001 em torno de 5,7 por cento ao ano. Ainda segundo esta instituição, em 2008 houve o ingresso de 1.505.819 novos estudantes nos cursos presenciais, ao mesmo tempo em que 1.479.318 vagas não foram ocupadas, sendo que 54,6 por cento do total de vagas ofertadas pelo setor privado. Tendo em conta que São Paulo é o maior estado do Brasil, é muito importante que o Ministério da Educação tome conhecimento de como se dará a dinâmica da oferta de educação superior nos próximos 20 anos para que suas ações (políticas públicas, sobretudo) possam ser realizadas com êxito. O objetivo deste trabalho é aplicar modelagem estatística para estimar a oferta do ensino superior do Estado de São Paulo no período de 2015 a 2035, considerando dados da INEP de educação superior. A motivação para este trabalho é melhorar o planejamento da oferta de curso superior e fazer a replicação do modelo preditivo para outros estados do Brasil. A metodologia usada é modelagem estatística (modelos de regressão linear) e séries temporais (Holt). Como resultado, têm-se as áreas e/os cursos onde o governo federal deve investir no futuro aprimorando seu planejamento.
According to INEP/MEC, in the last 20 years, the number of undergraduate higher education enrollments in Brazil has grown more than twice, with an annual growth rate of 5,7 percent per year since 2001. According to this institution, in 2008 there were 1.505.819 new students enrolled in presential courses, while 1.479.318 vacancies were not filled, with 54.6 percent of the total number of vacancies offered by the private sector. Given that São Paulo is the largest state in Brazil, it is very important that the Ministry of Education becomes aware of the dynamics of the offer of higher education in the next 20 years so that its actions (mainly public policies) can be successfully executed. The objective of this study is to apply statistical modeling to estimate the offer of higher education in the State of São Paulo in the period from 2015 to 2035, considering data from INEP about higher education. The motivation for this work is to improve the planning of the offer of higher education and to replicate the predictive model for other Brazilian states. The methodology used concerns statistical modeling (linear regression models) and time series (Holt). As a result, it is obtained the areas and/or courses where the federal government should invest in the future, improving its planning.
Según el INEP/MEC, en los últimos 20 años, el número de matrículas de educación superior en Brasil creció más de dos veces, con una tasa de crecimiento anual verificada a partir de 2001 en torno al 5,7 por ciento por año. Según esta institución, en 2008 hubo un ingreso de 1.505.819 nuevos estudiantes en los cursos presenciales, al mismo tiempo que 1.479.318 vacantes no fueron ocupadas, siendo el 54,6 por ciento del total de vacantes ofrecidas por el sector privado. Dado que São Paulo es el mayor estado de Brasil, es muy importante que el Ministerio de Educación tome conocimiento de cómo se dará la dinámica de la oferta de educación superior en los próximos 20 años para que sus acciones (políticas públicas, sobre todo) puedan realizarse con éxito. El objetivo de este trabajo es aplicar modelos estadísticos para estimar la oferta de educación superior del Estado de São Paulo en el período de 2015 a 2035, considerando datos de INEP de educación superior. La motivación para este trabajo es mejorar la planificación de la oferta de curso superior y hacer replicación del modelo predictivo para otros estados de Brasil. La metodología utilizada es modelos estadístico (modelos de regresión lineal) y series tiempo (Holt). Como resultado, se tienen las áreas y/o cursos donde el gobierno federal debe invertir en el futuro mejorando su planificación.