Tesi sul tema "Package R"
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Theußl, Stefan, Uwe Ligges e Kurt Hornik. "Prospects and Challenges in R Package Development". Institute for Statistics and Mathematics, WU Vienna University of Economics and Business, 2010. http://epub.wu.ac.at/866/1/document.pdf.
Testo completoSeries: Research Report Series / Department of Statistics and Mathematics
Guy, Abel. "fanplot: An R Package for Visualising Sequential Distributions". The R Foundation for Statistical Computing, 2015. http://epub.wu.ac.at/5910/1/Abel_2015_RJ_fanplot%2DAn%2DR%2DPackage.pdf.
Testo completoKastner, Gregor. "Heavy-Tailed Innovations in the R Package stochvol". WU Vienna University of Economics and Business, 2015. http://epub.wu.ac.at/4918/1/heavytails.pdf.
Testo completoRandahl, David. "Raoul: An R-Package for Handling Missing Data". Thesis, Uppsala universitet, Statistiska institutionen, 2016. http://urn.kb.se/resolve?urn=urn:nbn:se:uu:diva-297051.
Testo completoHornik, Kurt, e Bettina Grün. "topicmodels: An R Package for Fitting Topic Models". American Statistical Association, 2011. http://epub.wu.ac.at/3987/1/topicmodels.pdf.
Testo completoKaratzoglou, Alexandros, Alex Smola, Kurt Hornik e Achim Zeileis. "kernlab - An S4 package for kernel methods in R". Institut für Statistik und Mathematik, WU Vienna University of Economics and Business, 2004. http://epub.wu.ac.at/1048/1/document.pdf.
Testo completoSeries: Research Report Series / Department of Statistics and Mathematics
Buder, Thomas, Andreas Deutsch, Michael Seifert e Anja Voss-Böhme. "CellTrans: An R Package to Quantify Stochastic Cell State Transitions". Saechsische Landesbibliothek- Staats- und Universitaetsbibliothek Dresden, 2017. http://nbn-resolving.de/urn:nbn:de:bsz:14-qucosa-230144.
Testo completode, Leeuw Jan, e Patrick Mair. "Simple and Canonical Correspondence Analysis Using the R Package anacor". Foundation for Open Access Statistics, 2009. http://dx.doi.org/10.18637/jss.v031.i05.
Testo completoHahsler, Michael, Kurt Hornik e Christian Buchta. "Getting Things in Order: An Introduction to the R Package seriation". American Statistical Association, 2008. http://epub.wu.ac.at/4003/1/things.pdf.
Testo completoFeinerer, Ingo, Christian Buchta, Wilhelm Geiger, Johannes Rauch, Patrick Mair e Kurt Hornik. "The textcat Package for n-Gram Based Text Categorization in R". American Statistical Association, 2013. http://epub.wu.ac.at/3985/1/textcat.pdf.
Testo completoHahsler, Michael, Kurt Hornik e Christian Buchta. "Getting Things in Order: An Introduction to the R package seriation". Department of Statistics and Mathematics, WU Vienna University of Economics and Business, 2007. http://epub.wu.ac.at/852/1/document.pdf.
Testo completoSeries: Research Report Series / Department of Statistics and Mathematics
Jot, Sapan. "pcaL1: An R Package of Principal Component Analysis using the L1 Norm". VCU Scholars Compass, 2011. http://scholarscompass.vcu.edu/etd/2488.
Testo completoPhilipp, Michel, Thomas Rusch, Kurt Hornik e Carolin Strobl. "Measuring the Stability of Results from Supervised Statistical Learning". WU Vienna University of Economics and Business, 2017. http://epub.wu.ac.at/5398/1/Report131.pdf.
Testo completoSeries: Research Report Series / Department of Statistics and Mathematics
Kastner, Gregor. "Dealing with Stochastic Volatility in Time Series Using the R Package stochvol". Foundation for Open Access Statistics, 2016. http://epub.wu.ac.at/4890/1/v69i05.pdf.
Testo completoHornik, Kurt, e Bettina Grün. "movMF: An R Package for Fitting Mixtures of von Mises-Fisher Distributions". American Statistical Association, 2014. http://epub.wu.ac.at/4893/1/v58i10.pdf.
Testo completoZhu, Hongxu. "AN R PACKAGE FOR FITTING DIRICHLET PROCESS MIXTURES OF MULTIVARIATE GAUSSIAN DISTRIBUTIONS". Case Western Reserve University School of Graduate Studies / OhioLINK, 2019. http://rave.ohiolink.edu/etdc/view?acc_num=case155752396390554.
Testo completoDowney, Sean S., Guowei Sun e Peter Norquest. "alineR: an R Package for Optimizing Feature-Weighted Alignments and Linguistic Distances". R FOUNDATION STATISTICAL COMPUTING, 2017. http://hdl.handle.net/10150/625224.
Testo completoZeileis, Achim, Mark A. van de Wiel, Kurt Hornik e Torsten Hothorn. "Implementing a Class of Permutation Tests: The coin Package". American Statistical Association, 2008. http://epub.wu.ac.at/4004/1/class.pdf.
Testo completoHothorn, Torsten, Kurt Hornik, de Wiel Mark A. van e Achim Zeileis. "Implementing a Class of Permutation Tests: The coin Package". Department of Statistics and Mathematics, WU Vienna University of Economics and Business, 2007. http://epub.wu.ac.at/408/1/document.pdf.
Testo completoSeries: Research Report Series / Department of Statistics and Mathematics
Kleiber, Christian, Kurt Hornik, Friedrich Leisch e Achim Zeileis. "strucchange: An R Package for Testing for Structural Change in Linear Regression Models". American Statistical Association, 2002. http://epub.wu.ac.at/4001/1/strucchange.pdf.
Testo completoZeileis, Achim, Friedrich Leisch, Kurt Hornik e Christian Kleiber. "strucchange. An R package for testing for structural change in linear regression models". SFB Adaptive Information Systems and Modelling in Economics and Management Science, WU Vienna University of Economics and Business, 2001. http://epub.wu.ac.at/1124/1/document.pdf.
Testo completoSeries: Report Series SFB "Adaptive Information Systems and Modelling in Economics and Management Science"
Mair, Patrick, e Reinhold Hatzinger. "Extended Rasch Modeling: The eRm Package for the Application of IRT Models in R". Department of Statistics and Mathematics, WU Vienna University of Economics and Business, 2007. http://epub.wu.ac.at/332/1/document.pdf.
Testo completoSeries: Research Report Series / Department of Statistics and Mathematics
Mair, Patrick, Eva Hofmann, Kathrin Gruber, Reinhold Hatzinger, Achim Zeileis e Kurt Hornik. "Motives for Participation in Open-Source Software Projects: A Survey among R Package Authors". WU Vienna University of Economics and Business, 2014. http://epub.wu.ac.at/4135/1/Report126.pdf.
Testo completoSeries: Research Report Series / Department of Statistics and Mathematics
Chuová, Trang. "Analýza výrobního sortimentu firmy KEB-EGE spol.s r. o". Master's thesis, Vysoká škola ekonomická v Praze, 2011. http://www.nusl.cz/ntk/nusl-113608.
Testo completoHornik, Kurt, Duncan Murdoch e Achim Zeileis. "Who Did What? The Roles of R Package Authors and How to Refer to Them". WU Vienna University of Economics and Business, 2011. http://epub.wu.ac.at/3269/1/Report114.pdf.
Testo completoSeries: Research Report Series / Department of Statistics and Mathematics
Hornik, Kurt, Duncan Murdoch e Achim Zeileis. "Who Did What? The Roles of R Package Authors and How to Refer to Them". The R Foundation for Statistical Computing, 2012. http://epub.wu.ac.at/6395/1/RJ%2D2012%2D009.pdf.
Testo completoTremblay, Serge 1961. "A microcomputer software package to design agricultural drainage plans /". Thesis, McGill University, 1987. http://digitool.Library.McGill.CA:80/R/?func=dbin-jump-full&object_id=63911.
Testo completoRyan, Niamh Margaret. "The design and application of SuRFR : an R package to prioritise candidate functional DNA sequence variants". Thesis, University of Edinburgh, 2016. http://hdl.handle.net/1842/22916.
Testo completoZhang, Jiaqi. "A Comparison of Propensity Score Matching Methods in R with the MatchIt Package: A Simulation Study". University of Cincinnati / OhioLINK, 2013. http://rave.ohiolink.edu/etdc/view?acc_num=ucin1367938207.
Testo completoBrett, Craig 1965. "An interval mathematics package for computer-aided design in electromagnetics /". Thesis, McGill University, 1990. http://digitool.Library.McGill.CA:80/R/?func=dbin-jump-full&object_id=59532.
Testo completoA missing quality from these CAD systems is a convenient representation of design space. Interval mathematics is proposed as a means of dealing with this elusive representation. The present work details an interval mathematics package that allows the user to put practical limits on certain parameters enabling the program to deduce the valid design space of the device. This facility permits the system to recognize and eliminate impossible designs and to guide the novice designer through the true search space. Intervals may also be used in other types of expert knowledge such as if-then rules and heuristic "rules of thumb" derived from years of design experience.
Almeida, Bernardo Simons de. "A visualização de dados nas lotas da Docapesca". Master's thesis, Instituto Superior de Economia e Gestão, 2020. http://hdl.handle.net/10400.5/21032.
Testo completoNa segunda década do século XXI, assistiu-se a um crescimento exponencial dos dados criados diariamente. Consequentemente, a visualização de dados é cada vez mais relevante no contexto empresarial, revelando-se cada vez mais essencial para a tomada de decisões e planeamento de estratégias de negócio. Este trabalho foi realizado, em conjunto com a Docapesca, com a finalidade de criar um dashboard capaz de analisar os dados específicos relativos ao pescado transacionado nas lotas em Portugal num determinado período (Entre 2009 e 2018). Com uma abordagem metodológica orientada para a data visualization, foi possível elaborar um dashboard com as propriedades indicadas para o que foi solicitado. Foi possível implementar a revisão da literatura, criando um dashboard atendendo ao que foi referido anteriormente.
The second decade of the 21st century saw an exponential growth in the data created daily. Consequently, data visualization is increasingly relevant in the business context, proving to be increasingly essential for decision making and business strategy planning. In association with Docapesca, this work was carried out with the purpose of creating a dashboard capable of analyzing the specific data related to fish traded at auction in Portugal in a given period (Between 2009 and 2018). With a methodological approach oriented to data visualization, it was possible to elaborate a dashboard with the properties indicated for what was requested. Despite not being implemented, the final assessment was positive and allowed conclusions to be drawn that were correct in relation to the data under study.
info:eu-repo/semantics/publishedVersion
Hu, Yang. "Extreme Value Mixture Modelling with Simulation Study and Applications in Finance and Insurance". Thesis, University of Canterbury. Mathematics and Statistics, 2013. http://hdl.handle.net/10092/8538.
Testo completoMair, Patrick, Eva Hofmann, Kathrin Gruber, Reinhold Hatzinger, Achim Zeileis e Kurt Hornik. "What Drives Package Authors to Participate in the R Project for Statistical Computing? Exploring Motivation, Values, and Work Design". National Academy of Sciences, 2015. http://epub.wu.ac.at/4702/1/cranpnas.pdf.
Testo completoLandry, Guillaume. "ImaSim, a simulation software package for the teaching of medical x-ray imaging". Thesis, McGill University, 2009. http://digitool.Library.McGill.CA:80/R/?func=dbin-jump-full&object_id=67028.
Testo completoL'objectif de ce projet consiste en l'amélioration de l'enseignement de l'imagerie médicale par la création d'un logiciel interactif, ImaSim, basé sur un environnement de simulation. La plupart des modalités d'imagerie médicale propres à un département de radiologie ou radio oncologie se retrouvent dans ImaSim. ImaSim vise à préserver une utilisation simple tout en modélisant adéquatement les aspects physiques associés aux modalités d'imagerie. Les photons générés tombent dans la gamme d'énergie propre à la radiologie et à la radio oncologie. Plusieurs paramètres liés à la formation d'images peuvent être variés interactivement par l'utilisateur. ImaSim permet donc d'étudier les principes associés à la création d'une image radiologique. Plusieurs phénomènes peuvent êtres étudiés à l'aide d'ImaSim. Ce projet a le potentiel de complémenter l'enseignement traditionnel de l'imagerie médicale.
Gauthier, Laurent. "Development and use of a database and program package for farm production management". Thesis, McGill University, 1986. http://digitool.Library.McGill.CA:80/R/?func=dbin-jump-full&object_id=74030.
Testo completoYamamoto, Ayako. "Validation of new operational package for the Lagrangian diagnosis of stratosphere-troposphere exchange". Thesis, McGill University, 2012. http://digitool.Library.McGill.CA:80/R/?func=dbin-jump-full&object_id=106407.
Testo completoUn nouvel outil de diagnostic d'échange stratosphère-troposphère (STE) a été développé pour Environment Canada et est devenu opérationnel en Juillet 2010, fournissant des prévisions quotidiennes de haute résolution à l'échelle globale. Cette thèse offre une validation complète des prévisions STE dans le contexte d'une campagne de ballons-sondes mesurant l'ozone, conduite à trois localisations dans l'Est du Canada du 12 Juillet au 4 Août 2010. Les prévisions STE sont calculées avec une méthode cinématique de trajectoires Lagrangiennes basée sur la sortie du modèle global à haute résolution GEM d'Environment Canada. Les observations et résultats du modèle montrent une fréquence d'intrusions profondes d'air stratosphérique bien plus grande que dans les études précédentes. Les données STE correspondent relativement bien aux observations au dessus de 500 hPa, mais elles sous-estiment la fréquence des évènements attaignant 700 hPa. Les sources d'erreurs sont possiblement: (1) des erreurs dans la prévision de GEM, (2) des erreurs dans l'identification de parcelle d'air d'origine stratosphérique et/ou (3) le manque de convection et de turbulence dans le modèle de trajectoire. Malgré ces sources d'erreurs, les données d'intrusions s'avèrent être une des meilleures sources disponible pour, entre autres, estimer la présente et controversée contribution stratosphérique au budget total d'ozone de la troposphère.
Tawy, Gwenllian Fflur. "Development and validation of a functional outcome measure package for total knee arthroplasty". Thesis, University of Strathclyde, 2017. http://digitool.lib.strath.ac.uk:80/R/?func=dbin-jump-full&object_id=30377.
Testo completoYounkin, Samuel G. "The Linkage Disequilibrium LASSO for SNP Selection in Genetic Association Studies". Case Western Reserve University School of Graduate Studies / OhioLINK, 2011. http://rave.ohiolink.edu/etdc/view?acc_num=case1291219489.
Testo completoKherrazi, Soufiane. "Les pratiques de contrôle managérial dans le contexte de l’innovation collaborative : le cas des consortiums de R&D européens sponsorisés". Thesis, université Paris-Saclay, 2020. http://www.theses.fr/2020UPASI004.
Testo completoThis research addresses the issue of management control (MC) of collaborative innovation. It attempts to fill this gap in MC literature by considering both contingency and internal consistency perspectives to examine the MC setting, especially in the context of R&D consortia. Opening the boundaries of R&D has implications for the MC design and effectiveness. It involves particular challenges and raises specific tensions of competing demands between control and innovation. Based on a quantitative survey of 232 firms involved in sponsored European R&D consortia and using the structural equation modeling method, we design an interfirm MC model to support collaborative innovation. Our results show that the innovation ecosystem plays a critical role as an institutional element shaping the MC design. We also infer based on our findings that the package approach is more suitable than the system one to set up control practices within a collaborative innovation context. Thus, the package allows several configurations of MC to face environment change and technological uncertainty. We highlight also the moderating effects of relational risks that may strengthen or damp the benefits of the MC package. Accordingly, the package’s effectiveness seems to be related to its “fit” with the collaboration context rather than its “internal consistency”
Khalid, Madihah. "Enhancing the mathematical achievement of technical education students in Brunei Darussalam using a teaching and learning package". Curtin University of Technology, Science and Mathematics Education Centre, 2004. http://espace.library.curtin.edu.au:80/R/?func=dbin-jump-full&object_id=15984.
Testo completoWhen the package was implemented among a group of technical students, they experienced an approach to the teaching of mathematics that shifted from instruction fostering the procedures of practice and memorisation toward instruction that emphasised mathematical inquiry and conceptual understanding. Integrated curricula and cooperative learning techniques were used to link both the mathematics understanding of materials and their composition to the application of materials in the world of work. The use of technology to pursue mathematical investigations by way of learning aids was encouraged because the impact of technology on education today cannot be ignored. A group of students from two classes were involved in the implementation of the package to determine its effectiveness, for a duration of eight weeks. By applying the pre-experimental design methodology to the study, pre-test and post-test were used to measure students’ cognitive and affective changes. Mathematics proficiency in the categories of procedural skills, conceptual understanding and problem solving abilities were measured and examined by comparing students’ pre- and post-test results. Other forms of assessment such as projects and graded class-work (and homework) and also the communication that took place between the students during discussions were analysed to further validate their mathematical understanding. The learning environment and attitude factors mentioned were identified and validated through surveys, observations and interviews. A learning environment instrument called the College Classroom Environment Inventory (CCEI) was adapted for the purpose of measuring students’ perception of the learning environment.
Another instrument named the Attitude Towards Mathematics survey was designed to measure students’ attitude towards mathematics. Both instruments were created, validated and then used to measure students’ affective changes (before and after package implementation) and thus evaluate the efficacy of the package. Besides the quantitative data obtained, the qualitative data from observations and interviews was used to confirm, explain and verify results. The results obtained from this study demonstrated students’ improved cognitive outcome in all areas of mathematical proficiency measured. As for the affective outcome, there were improvements in students’ perception of the classroom environment and also in the attitude category of “Importance” where more post-test than pre-test students agreed on the importance of mathematics in everyday life. The result also indicated associations between cognitive outcomes and a number of the learning environment scales. Students who experienced the package also demonstrated better mathematical understanding compared to those who did not. Students, instructors, curriculum developers and administrators should benefit from the results of this study. The study also provides a starting point for more research of this kind to be carried out for the benefit of technical students in Brunei in particular, and for mathematics students generally.
Bogered, Gustaf, e Christian Rundquist. "Management Control Systems as a Package and the Impact on Organizational Ambidexterity : A Case Study of a R&D Organization in a Swedish Medical Technology Company". Thesis, Linköpings universitet, Företagsekonomi, 2016. http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-131052.
Testo completoLiu, Hangcheng. "EXAMINING THE CONFIRMATORY TETRAD ANALYSIS (CTA) AS A SOLUTION OF THE INADEQUACY OF TRADITIONAL STRUCTURAL EQUATION MODELING (SEM) FIT INDICES". VCU Scholars Compass, 2018. https://scholarscompass.vcu.edu/etd/5565.
Testo completoChan, John Tak Yan. "An interactive computer graphics package for power system analysis based on two-dimensional projections on the voltge space /". Thesis, McGill University, 1987. http://digitool.Library.McGill.CA:80/R/?func=dbin-jump-full&object_id=63787.
Testo completoKärcher, Karsten. "Reinventing the package holiday business : new information and communication technologies in the British and German tour operator sectors". Thesis, University of Strathclyde, 1996. http://oleg.lib.strath.ac.uk:80/R/?func=dbin-jump-full&object_id=25330.
Testo completoYarar, Nadine [Verfasser], Ulrich R. [Akademischer Betreuer] Orth e Robert [Gutachter] Mai. "Research on food healthiness : Supporting decisions on public health, package design, and everyday consumption situations / Nadine Yarar ; Gutachter: Robert Mai ; Betreuer: Ulrich R. Orth". Kiel : Universitätsbibliothek Kiel, 2017. http://d-nb.info/1223394204/34.
Testo completoCarse, Bruce. "Biomechanical data in the design process : a study of the hands and wrists of older adults during package opening". Thesis, University of Strathclyde, 2010. http://oleg.lib.strath.ac.uk:80/R/?func=dbin-jump-full&object_id=12824.
Testo completoGuitton, Yann. "Diversité des composés terpéniques volatils au sein du genre Lavandula : aspects évolutifs et physiologiques". Phd thesis, Université Jean Monnet - Saint-Etienne, 2010. http://tel.archives-ouvertes.fr/tel-00675866.
Testo completoLiu, Meng. "A PREDICTIVE PROBABILITY INTERIM DESIGN FOR PHASE II CLINICAL TRIALS WITH CONTINUOUS ENDPOINTS". UKnowledge, 2017. http://uknowledge.uky.edu/epb_etds/15.
Testo completoYan, Donglin. "Bivariate Generalization of the Time-to-Event Conditional Reassessment Method with a Novel Adaptive Randomization Method". UKnowledge, 2018. https://uknowledge.uky.edu/epb_etds/18.
Testo completoCosta, Gildete Fernandes da. "Aspectos lingu?stico-ergon?micos em r?tulos: avalia??o da linguagem verbo-visual de r?tulos de embalagens para alimentos achocolatados". Universidade Federal do Rio Grande do Norte, 2011. http://repositorio.ufrn.br:8080/jspui/handle/123456789/15021.
Testo completoWe have been living in a world of packed products. The package and the labels support the companies to communicate with the customers in addition to give protection, storage and convenience in proportion to the products that move in the price list. The labels mainly add up a value which helps the companies differ their products and increase the value of the brands among the final customers. However, the information given in the label are not clear sometimes. It displays a verbal-visual defective language resulted from a poor visibility, legibleness and comprehensibleness of the verbal and visual marks. The aim of this research is to verify, according to the costumers‟ view, the level of the clarity in the informative texts, harmony and ergonomic conformity of the package labels in the chocolate powder of the Claralate brand, considering the linguistic aspects presented on the labels. The criteria to evaluate the chocolate package selected were based on the linguistic field: the organization and the structure of the text derided from the classification of the textual genre; the clarity and the comprehension of the language utilized on those labels. From the ergonomic view, the informative and ergonomic conformity, based on the following requirements: legibility, symbols, characters, reading fields and intermission of the written lines. Therefore, the research done july 2007 and added july 2011 had a structured questionnaire in the interview put to the 118 customers of the chocolate package that go shopping in one of the two supermarkets in Floriano, Piau? S?o Jorge and/or Super Quaresma. The main results of the investigation show that the linguistic aspects in the informative texts of the labels provide the customers‟ expectancy partially, while the consideration of the informative ergonomic analyzed can contribute to the improvement of the information and consequent visual progress of those, on the labels of chocolate package investigated. As recommendation towards the maker of the product, the outcome of the research indicates: harmonize the proportion of the letters and numbers; enlarge the letters size; make the visual information more comprehensive determined by the reading field; put the expiry date in a better visual place
Vivemos num mundo de produtos embalados. A embalagem e os r?tulos ajudam as empresas a se comunicarem com os consumidores e a fornecerem prote??o, armazenagem e conveni?ncia, ? medida que os produtos se movimentam na cadeia de valor. Especialmente os r?tulos adicionam um valor que auxilia as empresas a diferenciar seus produtos e a aumentar o valor da marca entre os consumidores finais. Por?m, muitas vezes, as informa??es contidas nos r?tulos das embalagens n?o s?o claras, apresentando uma linguagem verbo-visual deficiente resultante da m? visibilidade, legibilidade e compreensibilidade de signos verbais e visuais. O objetivo dessa pesquisa ? verificar, na vis?o dos consumidores, o n?vel de clareza dos textos informativos, harmonia e conformidade ergon?mica do r?tulo de embalagem do achocolatado em p? Claralate , considerando os aspectos lingu?sticos e ergon?micos presentes no r?tulo do produto. Os crit?rios para avalia??o da embalagem do achocolatado selecionado foram do ponto de vista lingu?stico: a organiza??o e estrutura??o dos textos a partir da classifica??o do g?nero textual; a clareza e compreens?o da linguagem utilizada no r?tulo. Do ponto de vista da ergonomia, a conformidade ergon?mica informacional, com base nos requisitos: legibilidade, s?mbolos, caracteres, campo de leitura e espa?amento de linhas. Para tanto, a pesquisa de campo realizada em julho de 2007 e, ampliada em julho de 2011, utilizou um question?rio estruturado na entrevista a 118 consumidores de achocolatados que realizam suas compras em um dos dois supermercados de Floriano-Pi. S?o Jorge e/ou Super Quaresma. Os principais resultados da investiga??o mostram que os aspectos lingu?sticos presentes nos textos informativos do r?tulo atendem parcialmente ?s expectativas dos consumidores, enquanto a considera??o dos requisitos ergon?micos informacionais analisados podem vir a contribuir para o aperfei?oamento das informa??es e consequente melhoria visual destas, no r?tulo de embalagem do achocolatado investigado. Como recomenda??o ? fabricante do produto, o resultado da pesquisa aponta: Harmonizar a propor??o das letras e algarismos; Aumentar o tamanho das letras; Tornar melhor compreensiva a informa??o visual determinada pelos campos de leitura; Colocar a data de validade em local de melhor destaque