Taiwan Stock Market And Statistical Forecasting Techniques

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Handbook Of Financial Econometrics, Mathematics, Statistics, And Machine Learning (In 4 Volumes)

Author : Cheng Few Lee
Publisher : World Scientific
ISBN 13 : 9811202400
Total Pages : 5053 pages
Book Rating : 4.8/5 (112 download)

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Book Synopsis Handbook Of Financial Econometrics, Mathematics, Statistics, And Machine Learning (In 4 Volumes) by : Cheng Few Lee

Download or read book Handbook Of Financial Econometrics, Mathematics, Statistics, And Machine Learning (In 4 Volumes) written by Cheng Few Lee and published by World Scientific. This book was released on 2020-07-30 with total page 5053 pages. Available in PDF, EPUB and Kindle. Book excerpt: This four-volume handbook covers important concepts and tools used in the fields of financial econometrics, mathematics, statistics, and machine learning. Econometric methods have been applied in asset pricing, corporate finance, international finance, options and futures, risk management, and in stress testing for financial institutions. This handbook discusses a variety of econometric methods, including single equation multiple regression, simultaneous equation regression, and panel data analysis, among others. It also covers statistical distributions, such as the binomial and log normal distributions, in light of their applications to portfolio theory and asset management in addition to their use in research regarding options and futures contracts.In both theory and methodology, we need to rely upon mathematics, which includes linear algebra, geometry, differential equations, Stochastic differential equation (Ito calculus), optimization, constrained optimization, and others. These forms of mathematics have been used to derive capital market line, security market line (capital asset pricing model), option pricing model, portfolio analysis, and others.In recent times, an increased importance has been given to computer technology in financial research. Different computer languages and programming techniques are important tools for empirical research in finance. Hence, simulation, machine learning, big data, and financial payments are explored in this handbook.Led by Distinguished Professor Cheng Few Lee from Rutgers University, this multi-volume work integrates theoretical, methodological, and practical issues based on his years of academic and industry experience.

Financial Econometrics, Mathematics and Statistics

Author : Cheng-Few Lee
Publisher : Springer
ISBN 13 : 1493994298
Total Pages : 657 pages
Book Rating : 4.4/5 (939 download)

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Book Synopsis Financial Econometrics, Mathematics and Statistics by : Cheng-Few Lee

Download or read book Financial Econometrics, Mathematics and Statistics written by Cheng-Few Lee and published by Springer. This book was released on 2019-06-03 with total page 657 pages. Available in PDF, EPUB and Kindle. Book excerpt: This rigorous textbook introduces graduate students to the principles of econometrics and statistics with a focus on methods and applications in financial research. Financial Econometrics, Mathematics, and Statistics introduces tools and methods important for both finance and accounting that assist with asset pricing, corporate finance, options and futures, and conducting financial accounting research. Divided into four parts, the text begins with topics related to regression and financial econometrics. Subsequent sections describe time-series analyses; the role of binomial, multi-nomial, and log normal distributions in option pricing models; and the application of statistics analyses to risk management. The real-world applications and problems offer students a unique insight into such topics as heteroskedasticity, regression, simultaneous equation models, panel data analysis, time series analysis, and generalized method of moments. Written by leading academics in the quantitative finance field, allows readers to implement the principles behind financial econometrics and statistics through real-world applications and problem sets. This textbook will appeal to a less-served market of upper-undergraduate and graduate students in finance, economics, and statistics.

Forecasting Expected Returns in the Financial Markets

Author : Stephen Satchell
Publisher : Elsevier
ISBN 13 : 0080550673
Total Pages : 299 pages
Book Rating : 4.0/5 (85 download)

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Book Synopsis Forecasting Expected Returns in the Financial Markets by : Stephen Satchell

Download or read book Forecasting Expected Returns in the Financial Markets written by Stephen Satchell and published by Elsevier. This book was released on 2011-04-08 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt: Forecasting returns is as important as forecasting volatility in multiple areas of finance. This topic, essential to practitioners, is also studied by academics. In this new book, Dr Stephen Satchell brings together a collection of leading thinkers and practitioners from around the world who address this complex problem using the latest quantitative techniques.*Forecasting expected returns is an essential aspect of finance and highly technical *The first collection of papers to present new and developing techniques *International authors present both academic and practitioner perspectives

Artificial Intelligence in Forecasting

Author : Sachi Mohanty
Publisher : CRC Press
ISBN 13 : 1040051502
Total Pages : 365 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Artificial Intelligence in Forecasting by : Sachi Mohanty

Download or read book Artificial Intelligence in Forecasting written by Sachi Mohanty and published by CRC Press. This book was released on 2024-07-19 with total page 365 pages. Available in PDF, EPUB and Kindle. Book excerpt: Forecasting deals with the uncertainty of the future. To be effective, forecasting models should be timely available, accurate, reliable, and compatible with existing database. Accurate projection of the future is of vital importance in supply chain management, inventory control, economic condition, technology, growth trend, social change, political change, business, weather forecasting, stock price prediction, earthquake prediction, etc. AI powered tools and techniques of forecasting play a major role in improving the projection accuracy. The software running AI forecasting models use machine learning to improve accuracy. The software can analyse the past data and can make better prediction about the future trends with higher accuracy and confidence that favours for making proper future planning and decision. In other words, accurate forecasting requires more than just the matching of models to historical data. The book covers the latest techniques used by managers in business today, discover the importance of forecasting and learn how it's accomplished. Readers will also be familiarised with the necessary skills to meet the increased demand for thoughtful and realistic forecasts.

Soft Methods in Probability, Statistics and Data Analysis

Author : Przemyslaw Grzegorzewski
Publisher : Springer Science & Business Media
ISBN 13 : 3790817732
Total Pages : 376 pages
Book Rating : 4.7/5 (98 download)

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Book Synopsis Soft Methods in Probability, Statistics and Data Analysis by : Przemyslaw Grzegorzewski

Download or read book Soft Methods in Probability, Statistics and Data Analysis written by Przemyslaw Grzegorzewski and published by Springer Science & Business Media. This book was released on 2013-12-11 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: Classical probability theory and mathematical statistics appear sometimes too rigid for real life problems, especially while dealing with vague data or imprecise requirements. These problems have motivated many researchers to "soften" the classical theory. Some "softening" approaches utilize concepts and techniques developed in theories such as fuzzy sets theory, rough sets, possibility theory, theory of belief functions and imprecise probabilities, etc. Since interesting mathematical models and methods have been proposed in the frameworks of various theories, this text brings together experts representing different approaches used in soft probability, statistics and data analysis.

A Neutrosophic Forecasting Model for Time Series Based on First-Order State and Information Entropy of High-Order Fluctuation

Author : Hongjun Guan
Publisher : Infinite Study
ISBN 13 :
Total Pages : 18 pages
Book Rating : 4./5 ( download)

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Book Synopsis A Neutrosophic Forecasting Model for Time Series Based on First-Order State and Information Entropy of High-Order Fluctuation by : Hongjun Guan

Download or read book A Neutrosophic Forecasting Model for Time Series Based on First-Order State and Information Entropy of High-Order Fluctuation written by Hongjun Guan and published by Infinite Study. This book was released on with total page 18 pages. Available in PDF, EPUB and Kindle. Book excerpt: In time series forecasting, information presentation directly affects prediction efficiency. Most existing time series forecasting models follow logical rules according to the relationships between neighboring states, without considering the inconsistency of fluctuations for a related period. In this paper, we propose a new perspective to study the problem of prediction, in which inconsistency is quantified and regarded as a key characteristic of prediction rules. First, a time series is converted to a fluctuation time series by comparing each of the current data with corresponding previous data.

Stock price analysis through Statistical and Data Science tools: An Overview

Author : Vinaitheerthan Renganathan
Publisher : Vinaitheerthan Renganathan
ISBN 13 : 9354579736
Total Pages : 107 pages
Book Rating : 4.3/5 (545 download)

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Book Synopsis Stock price analysis through Statistical and Data Science tools: An Overview by : Vinaitheerthan Renganathan

Download or read book Stock price analysis through Statistical and Data Science tools: An Overview written by Vinaitheerthan Renganathan and published by Vinaitheerthan Renganathan. This book was released on 2021-04-30 with total page 107 pages. Available in PDF, EPUB and Kindle. Book excerpt: Stock price analysis involves different methods such as fundamental analysis and technical analysis which is based on data related to price movement of the stock in the past. Price of the stock is affected by various factors such as company’s performance, current status of economy and political factor. These factors play an important role in supply and demand of the stock which makes the price to be volatile in the short term. Investors and stock traders aim to book profit through buying and selling the stocks. There are different statistical and data science tools are being used to predict the stock price. Data Science and Statistical tools assume only the stock price’s historical data in predicting the future stock price. Statistical tools include measures such as Graph and Charts which depicts the general trend and time series tools such as Auto Regressive Integrated Moving Averages (ARIMA) and regression analysis. Data Science tools include models like Decision Tree, Support Vector Machine (SVM), Artificial Neural Network (ANN) and Long Term and Short Term Memory (LSTM) Models. Current methods include carrying out sentiment analysis of tweets, comments and other social media discussion to extract the hidden sentiment expressed by the users which indicate the positive or negative sentiment towards the stock price and the company. The book provides an overview of the analyzing and predicting stock price movements using statistical and data science tools using R open source software with hypothetical stock data sets. It provides a short introduction to R software to enable the user to understand analysis part in the later part. The book will not go into details of suggesting when to purchase a stock or what at price. The tools presented in the book can be used as a guiding tool in decision making while buying or selling the stock. Vinaitheerthan Renganathan www.vinaitheerthan.com/book.php

Technical Analysis And Financial Asset Forecasting: From Simple Tools To Advanced Techniques

Author : Raymond Hon-fu Chan
Publisher : World Scientific Publishing Company
ISBN 13 : 9814436267
Total Pages : 203 pages
Book Rating : 4.8/5 (144 download)

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Book Synopsis Technical Analysis And Financial Asset Forecasting: From Simple Tools To Advanced Techniques by : Raymond Hon-fu Chan

Download or read book Technical Analysis And Financial Asset Forecasting: From Simple Tools To Advanced Techniques written by Raymond Hon-fu Chan and published by World Scientific Publishing Company. This book was released on 2014-08-19 with total page 203 pages. Available in PDF, EPUB and Kindle. Book excerpt: Technical analysis is defined as the tracking and prediction of asset price movements using charts and graphs in combination with various mathematical and statistical methods. More precisely, it is the quantitative criteria used in predicting the relative strength of buying and selling forces within a market to determine what to buy, what to sell, and when to execute trades. This book introduces simple technical analysis tools like moving averages and Bollinger bands, and also advanced techniques such as wavelets and empirical mode decomposition. It first discusses some traditional tools in technical analysis, such as trend, trend Line, trend channel, Gann's Theory, moving averages, and Bollinger bands. It then introduces a recent indicator developed for stock market and two recent techniques used in the technical analysis field: wavelets and the empirical mode decomposition in financial time series. The book also discusses the theory to test the performance of the indicators and introduces the MATLAB Financial Toolbox, some of the functions/codes of which are used in our numerical experiments.

Entropy Application for Forecasting

Author : Ana Jesus Lopez-Menendez
Publisher : MDPI
ISBN 13 : 3039364871
Total Pages : 200 pages
Book Rating : 4.0/5 (393 download)

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Book Synopsis Entropy Application for Forecasting by : Ana Jesus Lopez-Menendez

Download or read book Entropy Application for Forecasting written by Ana Jesus Lopez-Menendez and published by MDPI. This book was released on 2020-12-29 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book shows the potential of entropy and information theory in forecasting, including both theoretical developments and empirical applications. The contents cover a great diversity of topics, such as the aggregation and combination of individual forecasts, the comparison of forecasting performance, and the debate concerning the tradeoff between complexity and accuracy. Analyses of forecasting uncertainty, robustness, and inconsistency are also included, as are proposals for new forecasting approaches. The proposed methods encompass a variety of time series techniques (e.g., ARIMA, VAR, state space models) as well as econometric methods and machine learning algorithms. The empirical contents include both simulated experiments and real-world applications focusing on GDP, M4-Competition series, confidence and industrial trend surveys, and stock exchange composite indices, among others. In summary, this collection provides an engaging insight into entropy applications for forecasting, offering an interesting overview of the current situation and suggesting possibilities for further research in this field.

Proceedings of the 3rd International Conference on Economic Development and Business Culture (ICEDBC 2023)

Author : Shehnaz Tehseen
Publisher : Springer Nature
ISBN 13 : 9464632461
Total Pages : 821 pages
Book Rating : 4.4/5 (646 download)

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Book Synopsis Proceedings of the 3rd International Conference on Economic Development and Business Culture (ICEDBC 2023) by : Shehnaz Tehseen

Download or read book Proceedings of the 3rd International Conference on Economic Development and Business Culture (ICEDBC 2023) written by Shehnaz Tehseen and published by Springer Nature. This book was released on 2023-10-27 with total page 821 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is an open access book.The 3rd International Conference on Economic Development and Business Culture (ICEDBC 2023) will be held in Dali on June 30–July 2, 2023. ICEDBC 2023 is annual conference since 2021. It was held in Xiamen, Dali from 2021 to 2022. Every year, there are many attendees from Asia, Europe, America, etc., and quite a few well-known experts give plenary speeches. Business culture is an organic and important part of the social culture system, it is the comprehensive reflection and expression of national culture and modern consciousness in business behavior, and is formed under the influence of national culture and modern consciousness with modern business characteristics and group consciousness as well as the behavior norms generated by this consciousness. For business, one hand on the economy, the other on culture, will certainly promote China's business towards modernization in a big step. The day when business culture is flourishing is the day when business economy is flourishing. Business culture plays a fundamental and decisive role in economic development, providing adequate basic support and supporting services for business activities. Business culture regulates business behavior, regulates business relationships, and influences the way of thinking in economic operation. Business culture promotes economic development through the shaping of people's pattern realm, entrepreneurship and integrity spirit. Business culture plays the role of "adhesive, catalyst and lubricant" for economic development by constructing and practicing value creation in business management and business transactions. ICEDBC2023 aims to explore the role of business culture in promoting economic development and to thoroughly analyze how to use its economic functions more effectively. ICEDBC 2023 warmly invite you to participate in and look forward to seeing you in Dali, China.

Applications and Innovations in Intelligent Systems XIII

Author : Ann Macintosh
Publisher : Springer Science & Business Media
ISBN 13 : 1846282241
Total Pages : 223 pages
Book Rating : 4.8/5 (462 download)

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Book Synopsis Applications and Innovations in Intelligent Systems XIII by : Ann Macintosh

Download or read book Applications and Innovations in Intelligent Systems XIII written by Ann Macintosh and published by Springer Science & Business Media. This book was released on 2007-10-27 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: The papers in this volume are the refereed application papers presented at AI-2005, the Twenty-fifth SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, held in Cambridge in December 2005. The papers present new and innovative developments in the field, divided into sections on Synthesis and Prediction, Scheduling and Search, Diagnosis and Monitoring, Classification and Design, and Analysis and Evaluation. This is the thirteenth volume in the Applications and Innovations series. The series serves as a key reference on the use of AI Technology to enable organisations to solve complex problems and gain significant business benefits. The Technical Stream papers are published as a companion volume under the title Research and Development in Intelligent Systems XXII.

Advances in Computational Intelligence, Part IV

Author : Salvatore Greco
Publisher : Springer
ISBN 13 : 3642317243
Total Pages : 707 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Advances in Computational Intelligence, Part IV by : Salvatore Greco

Download or read book Advances in Computational Intelligence, Part IV written by Salvatore Greco and published by Springer. This book was released on 2012-07-23 with total page 707 pages. Available in PDF, EPUB and Kindle. Book excerpt: These four volumes (CCIS 297, 298, 299, 300) constitute the proceedings of the 14th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2012, held in Catania, Italy, in July 2012. The 258 revised full papers presented together with six invited talks were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on fuzzy machine learning and on-line modeling; computing with words and decision making; soft computing in computer vision; rough sets and complex data analysis: theory and applications; intelligent databases and information system; information fusion systems; philosophical and methodological aspects of soft computing; basic issues in rough sets; 40th anniversary of the measures of fuziness; SPS11 uncertainty in profiling systems and applications; handling uncertainty with copulas; formal methods to deal with uncertainty of many-valued events; linguistic summarization and description of data; fuzzy implications: theory and applications; sensing and data mining for teaching and learning; theory and applications of intuitionistic fuzzy sets; approximate aspects of data mining and database analytics; fuzzy numbers and their applications; information processing and management of uncertainty in knowledge-based systems; aggregation functions; imprecise probabilities; probabilistic graphical models with imprecision: theory and applications; belief function theory: basics and/or applications; fuzzy uncertainty in economics and business; new trends in De Finetti's approach; fuzzy measures and integrals; multi criteria decision making; uncertainty in privacy and security; uncertainty in the spirit of Pietro Benvenuti; coopetition; game theory; probabilistic approach.

Context-Aware Systems and Applications, and Nature of Computation and Communication

Author : Phan Cong Vinh
Publisher : Springer Nature
ISBN 13 : 3030671011
Total Pages : 348 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Context-Aware Systems and Applications, and Nature of Computation and Communication by : Phan Cong Vinh

Download or read book Context-Aware Systems and Applications, and Nature of Computation and Communication written by Phan Cong Vinh and published by Springer Nature. This book was released on 2021-01-12 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed post-conference proceedings of the International Conferences ICCASA and ICTCC 2020, held in November 2020 in Thai Nguyen, Vietnam. The 27 revised full papers presented were carefully selected from 68 submissions. The papers of ICCASA cover a wide spectrum in the area of context-aware-systems. CAS is characterized by its self- facets such as self-organization, self-configuration, self-healing, self-optimization, self-protection used to dynamically control computing and networking functions. The papers of ICTCC cover formal methods for self-adaptive systems and discuss natural approaches and techniques for computation and communication.

Applications of Soft Computing in Time Series Forecasting

Author : Pritpal Singh
Publisher : Springer
ISBN 13 : 3319262939
Total Pages : 166 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Applications of Soft Computing in Time Series Forecasting by : Pritpal Singh

Download or read book Applications of Soft Computing in Time Series Forecasting written by Pritpal Singh and published by Springer. This book was released on 2015-11-22 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book reports on an in-depth study of fuzzy time series (FTS) modeling. It reviews and summarizes previous research work in FTS modeling and also provides a brief introduction to other soft-computing techniques, such as artificial neural networks (ANNs), rough sets (RS) and evolutionary computing (EC), focusing on how these techniques can be integrated into different phases of the FTS modeling approach. In particular, the book describes novel methods resulting from the hybridization of FTS modeling approaches with neural networks and particle swarm optimization. It also demonstrates how a new ANN-based model can be successfully applied in the context of predicting Indian summer monsoon rainfall. Thanks to its easy-to-read style and the clear explanations of the models, the book can be used as a concise yet comprehensive reference guide to fuzzy time series modeling, and will be valuable not only for graduate students, but also for researchers and professionals working for academic, business and government organizations.

Handbook of Research on Machine Learning

Author : Monika Mangla
Publisher : CRC Press
ISBN 13 : 1000565726
Total Pages : 617 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Handbook of Research on Machine Learning by : Monika Mangla

Download or read book Handbook of Research on Machine Learning written by Monika Mangla and published by CRC Press. This book was released on 2022-08-04 with total page 617 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume takes the reader on a technological voyage of machine learning advancements, highlighting the systematic changes in algorithms, challenges, and constraints. The technological advancements in the ML arena have transformed and revolutionized several fields, including transportation, agriculture, finance, weather monitoring, and others. This book brings together researchers, authors, industrialists, and academicians to cover a vast selection of topics in ML, starting with the rudiments of machine learning approaches and going on to specific applications in healthcare and industrial automation. The book begins with an overview of the ethics, security and privacy issues, future directions, and challenges in machine learning as well as a systematic review of deep learning techniques and provides an understanding of building generative adversarial networks. Chapters explore predictive data analytics for health issues. The book also adds a macro dimension by highlighting the industrial applications of machine learning, such as in the steel industry, for urban information retrieval, in garbage detection, in measuring air pollution, for stock market predictions, for underwater fish detection, as a fake news predictor, and more.

Valuation Challenges and Solutions in Contemporary Businesses

Author : Köseo?lu, Sinem Derindere
Publisher : IGI Global
ISBN 13 : 1799810887
Total Pages : 324 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Valuation Challenges and Solutions in Contemporary Businesses by : Köseo?lu, Sinem Derindere

Download or read book Valuation Challenges and Solutions in Contemporary Businesses written by Köseo?lu, Sinem Derindere and published by IGI Global. This book was released on 2019-11-29 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: Defining the value of an entire company can be challenging, especially for large, highly competitive business markets. While the main goal for many companies is to increase their market value, understanding the advanced techniques and determining the best course of action to maximize profits can puzzle both academic and business professionals alike. Valuation Challenges and Solutions in Contemporary Businesses provides emerging research exploring theoretical and practical aspects of income-based, market-based, and asset-based valuation approaches and applications within the financial sciences. Featuring coverage on a broad range of topics such as growth rate, diverse business, and market value, this book is ideally designed for financial officers, business professionals, company managers, CEOs, corporate professionals, academicians, researchers, and students seeking current research on the challenging aspects of firm valuation and an assortment of possible solution-driven concepts.

Asset Pricing, Real Estate and Public Finance over the Crisis

Author : A. Carretta
Publisher : Springer
ISBN 13 : 1137293772
Total Pages : 314 pages
Book Rating : 4.1/5 (372 download)

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Book Synopsis Asset Pricing, Real Estate and Public Finance over the Crisis by : A. Carretta

Download or read book Asset Pricing, Real Estate and Public Finance over the Crisis written by A. Carretta and published by Springer. This book was released on 2013-02-03 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: The current financial crisis started from the US real estate market and after, though the increase of risk premium requested by investors and due to the lack of liquidity of all financial markets, it became a world financial crisis. A detailed analysis during the crisis focuses attention on asset management, the real estate and public sector.