Practical Web Scraping for Data Science

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Publisher : Apress
ISBN 13 : 1484235827
Total Pages : 313 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Practical Web Scraping for Data Science by : Seppe vanden Broucke

Download or read book Practical Web Scraping for Data Science written by Seppe vanden Broucke and published by Apress. This book was released on 2018-04-18 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a complete and modern guide to web scraping, using Python as the programming language, without glossing over important details or best practices. Written with a data science audience in mind, the book explores both scraping and the larger context of web technologies in which it operates, to ensure full understanding. The authors recommend web scraping as a powerful tool for any data scientist’s arsenal, as many data science projects start by obtaining an appropriate data set. Starting with a brief overview on scraping and real-life use cases, the authors explore the core concepts of HTTP, HTML, and CSS to provide a solid foundation. Along with a quick Python primer, they cover Selenium for JavaScript-heavy sites, and web crawling in detail. The book finishes with a recap of best practices and a collection of examples that bring together everything you've learned and illustrate various data science use cases. What You'll Learn Leverage well-established best practices and commonly-used Python packages Handle today's web, including JavaScript, cookies, and common web scraping mitigation techniques Understand the managerial and legal concerns regarding web scraping Who This Book is For A data science oriented audience that is probably already familiar with Python or another programming language or analytical toolkit (R, SAS, SPSS, etc). Students or instructors in university courses may also benefit. Readers unfamiliar with Python will appreciate a quick Python primer in chapter 1 to catch up with the basics and provide pointers to other guides as well.

Data Science for Economics and Finance

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Publisher : Springer Nature
ISBN 13 : 3030668916
Total Pages : 357 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Data Science for Economics and Finance by : Sergio Consoli

Download or read book Data Science for Economics and Finance written by Sergio Consoli and published by Springer Nature. This book was released on 2021 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book covers the use of data science, including advanced machine learning, big data analytics, Semantic Web technologies, natural language processing, social media analysis, time series analysis, among others, for applications in economics and finance. In addition, it shows some successful applications of advanced data science solutions used to extract new knowledge from data in order to improve economic forecasting models. The book starts with an introduction on the use of data science technologies in economics and finance and is followed by thirteen chapters showing success stories of the application of specific data science methodologies, touching on particular topics related to novel big data sources and technologies for economic analysis (e.g. social media and news); big data models leveraging on supervised/unsupervised (deep) machine learning; natural language processing to build economic and financial indicators; and forecasting and nowcasting of economic variables through time series analysis. This book is relevant to all stakeholders involved in digital and data-intensive research in economics and finance, helping them to understand the main opportunities and challenges, become familiar with the latest methodological findings, and learn how to use and evaluate the performances of novel tools and frameworks. It primarily targets data scientists and business analysts exploiting data science technologies, and it will also be a useful resource to research students in disciplines and courses related to these topics. Overall, readers will learn modern and effective data science solutions to create tangible innovations for economic and financial applications.

The North American Mosaic

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Publisher :
ISBN 13 :
Total Pages : 240 pages
Book Rating : 4.3/5 ( download)

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Book Synopsis The North American Mosaic by : Commission for Environmental Cooperation (Montréal, Québec). Secretariat

Download or read book The North American Mosaic written by Commission for Environmental Cooperation (Montréal, Québec). Secretariat and published by . This book was released on 2001 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: The North American Mosaic has four overarching features. First, it is, to the extent feasible, based on comparable information on the status and trends of major indicators of the state of the environment in Canada,Mexico, and the United States. Second, the report confirms that these three countries together make up an incredibly complex, dynamic, and interconnected ecosystem in which humans play a dominant and decisive role. Third, the report raises important and sometimes disquieting questions concerning the sustainability of some current trends. Finally, the report is a reminder that our economic, social, and physical well-being are utterly dependent on the life-sustaining services provided by nature. This report emphasizes the importance of developing mutually compatible economic, social, and environmental goals and policies across the three-country region.

Statistical Learning for Big Dependent Data

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Publisher : John Wiley & Sons
ISBN 13 : 1119417384
Total Pages : 562 pages
Book Rating : 4.1/5 (194 download)

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Book Synopsis Statistical Learning for Big Dependent Data by : Daniel Peña

Download or read book Statistical Learning for Big Dependent Data written by Daniel Peña and published by John Wiley & Sons. This book was released on 2021-05-04 with total page 562 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master advanced topics in the analysis of large, dynamically dependent datasets with this insightful resource Statistical Learning with Big Dependent Data delivers a comprehensive presentation of the statistical and machine learning methods useful for analyzing and forecasting large and dynamically dependent data sets. The book presents automatic procedures for modelling and forecasting large sets of time series data. Beginning with some visualization tools, the book discusses procedures and methods for finding outliers, clusters, and other types of heterogeneity in big dependent data. It then introduces various dimension reduction methods, including regularization and factor models such as regularized Lasso in the presence of dynamical dependence and dynamic factor models. The book also covers other forecasting procedures, including index models, partial least squares, boosting, and now-casting. It further presents machine-learning methods, including neural network, deep learning, classification and regression trees and random forests. Finally, procedures for modelling and forecasting spatio-temporal dependent data are also presented. Throughout the book, the advantages and disadvantages of the methods discussed are given. The book uses real-world examples to demonstrate applications, including use of many R packages. Finally, an R package associated with the book is available to assist readers in reproducing the analyses of examples and to facilitate real applications. Analysis of Big Dependent Data includes a wide variety of topics for modeling and understanding big dependent data, like: New ways to plot large sets of time series An automatic procedure to build univariate ARMA models for individual components of a large data set Powerful outlier detection procedures for large sets of related time series New methods for finding the number of clusters of time series and discrimination methods , including vector support machines, for time series Broad coverage of dynamic factor models including new representations and estimation methods for generalized dynamic factor models Discussion on the usefulness of lasso with time series and an evaluation of several machine learning procedure for forecasting large sets of time series Forecasting large sets of time series with exogenous variables, including discussions of index models, partial least squares, and boosting. Introduction of modern procedures for modeling and forecasting spatio-temporal data Perfect for PhD students and researchers in business, economics, engineering, and science: Statistical Learning with Big Dependent Data also belongs to the bookshelves of practitioners in these fields who hope to improve their understanding of statistical and machine learning methods for analyzing and forecasting big dependent data.

Machine Learning

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Publisher : MIT Press
ISBN 13 : 0262529513
Total Pages : 225 pages
Book Rating : 4.2/5 (625 download)

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Book Synopsis Machine Learning by : Ethem Alpaydin

Download or read book Machine Learning written by Ethem Alpaydin and published by MIT Press. This book was released on 2016-10-07 with total page 225 pages. Available in PDF, EPUB and Kindle. Book excerpt: A concise overview of machine learning—computer programs that learn from data—which underlies applications that include recommendation systems, face recognition, and driverless cars. Today, machine learning underlies a range of applications we use every day, from product recommendations to voice recognition—as well as some we don't yet use everyday, including driverless cars. It is the basis of the new approach in computing where we do not write programs but collect data; the idea is to learn the algorithms for the tasks automatically from data. As computing devices grow more ubiquitous, a larger part of our lives and work is recorded digitally, and as “Big Data” has gotten bigger, the theory of machine learning—the foundation of efforts to process that data into knowledge—has also advanced. In this book, machine learning expert Ethem Alpaydin offers a concise overview of the subject for the general reader, describing its evolution, explaining important learning algorithms, and presenting example applications. Alpaydin offers an account of how digital technology advanced from number-crunching mainframes to mobile devices, putting today's machine learning boom in context. He describes the basics of machine learning and some applications; the use of machine learning algorithms for pattern recognition; artificial neural networks inspired by the human brain; algorithms that learn associations between instances, with such applications as customer segmentation and learning recommendations; and reinforcement learning, when an autonomous agent learns act so as to maximize reward and minimize penalty. Alpaydin then considers some future directions for machine learning and the new field of “data science,” and discusses the ethical and legal implications for data privacy and security.

Cloud Computing, Big Data & Emerging Topics

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Publisher : Springer
ISBN 13 : 9783030848248
Total Pages : 203 pages
Book Rating : 4.8/5 (482 download)

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Book Synopsis Cloud Computing, Big Data & Emerging Topics by : Marcelo Naiouf

Download or read book Cloud Computing, Big Data & Emerging Topics written by Marcelo Naiouf and published by Springer. This book was released on 2021-08-17 with total page 203 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the revised selected papers of the 9th International Conference on Cloud Computing, Big Data & Emerging Topics, JCC-BD&ET 2021, held in La Plata, Argentina*, in June 2021. The 12 full papers and 2 short papers presented were carefully reviewed and selected from a total of 37 submissions. The papers are organized in topical sections on parallel and distributed computing; machine and deep learning; big data; web and mobile computing; visualization.. *The conference was held virtually due to the COVID-19 pandemic.

bookdown

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Publisher : CRC Press
ISBN 13 : 1351792601
Total Pages : 140 pages
Book Rating : 4.3/5 (517 download)

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Book Synopsis bookdown by : Yihui Xie

Download or read book bookdown written by Yihui Xie and published by CRC Press. This book was released on 2016-12-12 with total page 140 pages. Available in PDF, EPUB and Kindle. Book excerpt: bookdown: Authoring Books and Technical Documents with R Markdown presents a much easier way to write books and technical publications than traditional tools such as LaTeX and Word. The bookdown package inherits the simplicity of syntax and flexibility for data analysis from R Markdown, and extends R Markdown for technical writing, so that you can make better use of document elements such as figures, tables, equations, theorems, citations, and references. Similar to LaTeX, you can number and cross-reference these elements with bookdown. Your document can even include live examples so readers can interact with them while reading the book. The book can be rendered to multiple output formats, including LaTeX/PDF, HTML, EPUB, and Word, thus making it easy to put your documents online. The style and theme of these output formats can be customized. We used books and R primarily for examples in this book, but bookdown is not only for books or R. Most features introduced in this book also apply to other types of publications: journal papers, reports, dissertations, course handouts, study notes, and even novels. You do not have to use R, either. Other choices of computing languages include Python, C, C++, SQL, Bash, Stan, JavaScript, and so on, although R is best supported. You can also leave out computing, for example, to write a fiction. This book itself is an example of publishing with bookdown and R Markdown, and its source is fully available on GitHub.

Intrepid Explorer

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Publisher : University of Arizona Press
ISBN 13 : 1941451004
Total Pages : 495 pages
Book Rating : 4.9/5 (414 download)

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Book Synopsis Intrepid Explorer by : J. David Lowell

Download or read book Intrepid Explorer written by J. David Lowell and published by University of Arizona Press. This book was released on 2014-10-03 with total page 495 pages. Available in PDF, EPUB and Kindle. Book excerpt: When seven-year-old Dave Lowell was camped out at his father’s mine in the hills of southern Arizona in 1935, he knew he had found his calling. “Life couldn’t get any better than this,” he recalls. “I didn’t know what science was, but wisps of scientific thought were already working into my plan.” So began the legendary career of the engineer, geologist, explorer, and international businessman whose life is recounted in his own words in this captivating book. An Arizona native with family roots in territorial times, Lowell grew from modest beginnings on a ranch near Nogales to become a major world figure in the fields of minerals, mining, and economic geology. He has personally discovered more copper than anyone in history and has developed multibillion-dollar gold and copper mines that have changed the economies of nations. And although he has consulted for corporations in the field of mining, he has largely operated as an independent agent and explorer, the architect of his own path and success. His life’s story unfolds in four stages: his early education in his field, on-the-job learning at sites in the United States and Mexico, development of exploration strategies, and finally, the launch of his own enterprises and companies. Recurring themes in Lowell’s life include the strict personal, ethical, and tactical policies he requires of his colleagues; his devotion to his family; and his distaste for being away from the field in a corporate office, even to this day. The magnitude of Lowell’s overall success is evident in his list of mine discoveries, as well as in his scientific achievements and the enormous respect his friends and colleagues have had for him throughout his lengthy career, which he continues to zealously pursue.

Teaching Tech Together

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Publisher : CRC Press
ISBN 13 : 1000728153
Total Pages : 229 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Teaching Tech Together by : Greg Wilson

Download or read book Teaching Tech Together written by Greg Wilson and published by CRC Press. This book was released on 2019-10-08 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: Hundreds of grassroots groups have sprung up around the world to teach programming, web design, robotics, and other skills outside traditional classrooms. These groups exist so that people don't have to learn these things on their own, but ironically, their founders and instructors are often teaching themselves how to teach. There's a better way. This book presents evidence-based practices that will help you create and deliver lessons that work and build a teaching community around them. Topics include the differences between different kinds of learners, diagnosing and correcting misunderstandings, teaching as a performance art, what motivates and demotivates adult learners, how to be a good ally, fostering a healthy community, getting the word out, and building alliances with like-minded groups. The book includes over a hundred exercises that can be done individually or in groups, over 350 references, and a glossary to help you navigate educational jargon.

The Pocket Guide to Health Promotion

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Publisher : McGraw-Hill Education (UK)
ISBN 13 : 0335264735
Total Pages : 170 pages
Book Rating : 4.3/5 (352 download)

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Book Synopsis The Pocket Guide to Health Promotion by : Glenn Laverack

Download or read book The Pocket Guide to Health Promotion written by Glenn Laverack and published by McGraw-Hill Education (UK). This book was released on 2014-07-16 with total page 170 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 'Pocket Guide to Health Promotion' is a short, punchy and practical guide aimed at students and practitioners. The book includes precise definitions and examples of key concepts and methods in health promotion practice and a chapter by chapter description of the management planning, strategy selection, implementation and evaluation of health promotion programmes. Written in an accessible and concise style, the book offers the reader a practical and flexible resource that is ideal for students and practitioners looking to plan and implement health promotion activities. A must buy for those new to health promotion or who want a pocket guide to this core health activity. "Clearly written and practical, this excellent guide will prove indispensible to practitioners of health promotion globally, and a very useful starting point for students. It will be worth buying a pocket to put it in!" David Ross, Professor of Epidemiology and International Public Health, London School of Hygiene and Tropical Medicine, UK "The Pocket Guide to Health Promotion is easy to navigate with complex concepts in health promotion explained in a user-friendly way. Whether you are practicing health promotion or studying the discipline, this will be a welcome addition to any book shelf." Dr James Woodall, Co-Director of the Centre for Health Promotion Research & Course Leader MSc Public Health, Leeds Metropolitan University, UK

Applied Biomechatronics Using Mathematical Models

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Publisher : Academic Press
ISBN 13 : 0128125950
Total Pages : 664 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Applied Biomechatronics Using Mathematical Models by : Jorge Garza Ulloa

Download or read book Applied Biomechatronics Using Mathematical Models written by Jorge Garza Ulloa and published by Academic Press. This book was released on 2018-06-16 with total page 664 pages. Available in PDF, EPUB and Kindle. Book excerpt: Applied Biomechatronics Using Mathematical Models provides an appropriate methodology to detect and measure diseases and injuries relating to human kinematics and kinetics. It features mathematical models that, when applied to engineering principles and techniques in the medical field, can be used in assistive devices that work with bodily signals. The use of data in the kinematics and kinetics analysis of the human body, including musculoskeletal kinetics and joints and their relationship to the central nervous system (CNS) is covered, helping users understand how the complex network of symbiotic systems in the skeletal and muscular system work together to allow movement controlled by the CNS. With the use of appropriate electronic sensors at specific areas connected to bio-instruments, we can obtain enough information to create a mathematical model for assistive devices by analyzing the kinematics and kinetics of the human body. The mathematical models developed in this book can provide more effective devices for use in aiding and improving the function of the body in relation to a variety of injuries and diseases. - Focuses on the mathematical modeling of human kinematics and kinetics - Teaches users how to obtain faster results with these mathematical models - Includes a companion website with additional content that presents MATLAB examples

Employment in Metropolitan Areas

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Publisher :
ISBN 13 :
Total Pages : 126 pages
Book Rating : 4.:/5 (319 download)

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Book Synopsis Employment in Metropolitan Areas by : United States. Bureau of Labor Statistics

Download or read book Employment in Metropolitan Areas written by United States. Bureau of Labor Statistics and published by . This book was released on 1947 with total page 126 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Computational Finance

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Publisher : Springer Science & Business Media
ISBN 13 : 9462390703
Total Pages : 305 pages
Book Rating : 4.4/5 (623 download)

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Book Synopsis Computational Finance by : Argimiro Arratia

Download or read book Computational Finance written by Argimiro Arratia and published by Springer Science & Business Media. This book was released on 2014-05-08 with total page 305 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book covers a wide range of topics, yet essential, in Computational Finance (CF), understood as a mix of Finance, Computational Statistics, and Mathematics of Finance. In that regard it is unique in its kind, for it touches upon the basic principles of all three main components of CF, with hands-on examples for programming models in R. Thus, the first chapter gives an introduction to the Principles of Corporate Finance: the markets of stock and options, valuation and economic theory, framed within Computation and Information Theory (e.g. the famous Efficient Market Hypothesis is stated in terms of computational complexity, a new perspective). Chapters 2 and 3 give the necessary tools of Statistics for analyzing financial time series, it also goes in depth into the concepts of correlation, causality and clustering. Chapters 4 and 5 review the most important discrete and continuous models for financial time series. Each model is provided with an example program in R. Chapter 6 covers the essentials of Technical Analysis (TA) and Fundamental Analysis. This chapter is suitable for people outside academics and into the world of financial investments, as a primer in the methods of charting and analysis of value for stocks, as it is done in the financial industry. Moreover, a mathematical foundation to the seemly ad-hoc methods of TA is given, and this is new in a presentation of TA. Chapter 7 reviews the most important heuristics for optimization: simulated annealing, genetic programming, and ant colonies (swarm intelligence) which is material to feed the computer savvy readers. Chapter 8 gives the basic principles of portfolio management, through the mean-variance model, and optimization under different constraints which is a topic of current research in computation, due to its complexity. One important aspect of this chapter is that it teaches how to use the powerful tools for portfolio analysis from the RMetrics R-package. Chapter 9 is a natural continuation of chapter 8 into the new area of research of online portfolio selection. The basic model of the universal portfolio of Cover and approximate methods to compute are also described.

Child Friendly Schools Manual

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Author :
Publisher : UNICEF
ISBN 13 : 9280643762
Total Pages : 244 pages
Book Rating : 4.2/5 (86 download)

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Book Synopsis Child Friendly Schools Manual by :

Download or read book Child Friendly Schools Manual written by and published by UNICEF. This book was released on 2009 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: This Child-Friendly Schools (CFS) Manual was developed during three-and-a-half years of continuous work, involving the United Nations Children's Fund education staff and specialists from partner agencies working on quality education. It benefits from fieldwork in 155 countries and territories, evaluations carried out by the Regional Offices and desk reviews conducted by headquarters in New York. The manual is a part of a total resource package that includes an e-learning package for capacity-building in the use of CFS models and a collection of field case studies to illustrate the state of the art in child-friendly schools in a variety of settings.

Global Environment Outlook - GEO-6: Summary for Policymakers

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Author :
Publisher : Cambridge University Press
ISBN 13 : 1108707688
Total Pages : 25 pages
Book Rating : 4.1/5 (87 download)

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Book Synopsis Global Environment Outlook - GEO-6: Summary for Policymakers by : UN Environment

Download or read book Global Environment Outlook - GEO-6: Summary for Policymakers written by UN Environment and published by Cambridge University Press. This book was released on 2019-08-01 with total page 25 pages. Available in PDF, EPUB and Kindle. Book excerpt: Published to coincide with the Fourth United Nations Environmental Assembly, the Summary for Policymakers of the sixth Global Environment Outlook provides an evidence-based source of environmental information to help policymakers in government, local authorities and businesses achieve the UN's Sustainable Development Goals. Since the first edition in 1997, there have been many examples of environmental improvement, especially where problems have been well identified, manageable, and where regulatory and technological solutions have been readily available. Nevertheless, the overall condition of the global environment has deteriorated and urgent action, involving ambitious and effective policies, is necessary to arrest and reverse this situation. This Summary for Policymakers answers key policy questions by assessing the drivers of environmental change, the scale and effectiveness of policy responses, potential pathways for achieving sustainability goals in an increasingly complex world, and the data and information that can support the decision-making process. Also available as Open Access on Cambridge Core.

ICGR 2018 - Proceedings of the International Conference on Gender Research

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Author :
Publisher : Acpil
ISBN 13 : 9781911218777
Total Pages : 650 pages
Book Rating : 4.2/5 (187 download)

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Book Synopsis ICGR 2018 - Proceedings of the International Conference on Gender Research by : Ana Azevedo

Download or read book ICGR 2018 - Proceedings of the International Conference on Gender Research written by Ana Azevedo and published by Acpil. This book was released on 2018-03-22 with total page 650 pages. Available in PDF, EPUB and Kindle. Book excerpt: These proceedings represent the work of researchers participating in the International Conference on Gender Research (ICGR 2018) which is being hosted this year by the ISCAP in Porto, Portugal on 12-13 April 2018. ICGR is a new event on the international research conferences calendar and provides a valuable platform for individuals to present their research findings, display their work in progress and discuss conceptual and empirical advances in the areas surrounding Gender Research. It provides an important opportunity for researchers across a diverse range of fields all looking at aspects relating to Gender to come together with peers to share their varied and valuable experiences. The first day will be opened with a keynote presentation by Bruce I Newman from DePaul University in Chicago, USA who will address the topic Gender and Democracy. In the afternoon, there will be an additional keynote address on Empowering women in the IT/IS research: the importance of role models given by Isabel Ramos from, University of Minho, Portugal. The second day of the conference will be opened by Paola Paoloni from "NiccolÒ Cusano" University, Rome, Italy. Paola will be talking about A Relational Capital Dimension in Universities. In this event, participants will have the opportunity to have access to the latest research and developments concerning Gender Research and after an initial submission of 180 Abstracts, there will be 62 Research Papers, 8 PhD Research Papers, 2 Masters Papers, 1 Non-Academic and 4 Work in Progress Paper published in these Conference Proceedings. These papers represent truly global research in the field, with contributions from Australia, Belgium, Brazil, Canada, Colombia, Costa Rica, Cyprus, Czech Republic, Denmark, France, Germany, Greece, Iran, Italy, Kazakhstan, Lithuania, Malaysia, Mexico, Nepal, Nigeria, Pakistan, Philippines, Poland, Portugal, Russia, Slovakia, South Africa, Spain, Sweden, Taiwan, Thailand, The Netherlands, Turkey, UAE, UK and USA.

Guía para usuarios de predicciones económicas

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Author :
Publisher : ECOBOOK
ISBN 13 : 8493480797
Total Pages : 219 pages
Book Rating : 4.4/5 (934 download)

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Book Synopsis Guía para usuarios de predicciones económicas by : Antonio Pulido

Download or read book Guía para usuarios de predicciones económicas written by Antonio Pulido and published by ECOBOOK. This book was released on 2006-12-10 with total page 219 pages. Available in PDF, EPUB and Kindle. Book excerpt: El mundo de la predicción se rodea frecuentemente de una terminología y unos desarrollos técnicos sólo accesibles para iniciados. Parece como si al usuario de las predicciones sólo le cupiese creer con «fe de carbonero» en lo que hagan los especialistas en vislumbrar el futuro o despreciar, por incomprensibles y peligrosos, todos estos ejercicios de futurología. Con este libro tratamos de poner a disposición de los muchos usuarios de predicciones, especialmente en el campo de la economía y la administración de empresas, una guía para entender e interpretar su proceso de elaboración y las potencialidades de su correcta utilización. Hemos seleccionado doce grandes temas para que el lector pueda hacer un recorrido fructífero por el intrincado camino de la predicción. Empezaremos por responder a cuatro preguntas que todo utilizador de las predicciones puede hacerse: ¿Es posible predecir con fiabilidad el futuro de un país, o de una empresa? ¿Podemos imaginar distintos futuros alternativos? ¿Qué debe saber un usuario del mundo de la predicción?¿Cuáles han sido las mejoras más recientes y las que podemos esperar a futuro.