...Using Neural Networks to Forecast Stock Market Prices Abstract This paper is a survey on the application of neural networks in forecasting stock market prices. With their ability to discover patterns in nonlinear and chaotic systems, neural networks offer the ability to predict market directions more accurately than current techniques. Common market analysis techniques such as technical analysis, fundamental analysis, and regression are discussed and compared with neural network performance. Also, the Efficient Market Hypothesis (EMH) is presented and contrasted with chaos theory and neural networks. This paper refutes the EMH based on previous neural network work. Finally, future directions for applying neural networks to the financial markets are discussed. 1 Introduction From the beginning of time it has been man’s common goal to make his life easier. The prevailing notion in society is that wealth brings comfort and luxury, so it is not surprising that there has been so much work done on ways to predict the markets. Various technical, fundamental, and statistical indicators have been proposed and used with varying results. However, no one technique or combination of techniques has been successful enough to consistently "beat the market". With the development of neural networks, researchers and investors are hoping that the market mysteries can be unraveled. This paper is a survey of current market forecasting techniques with an emphasis on why they are insufficient...
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...SECURITIES ANALYSIS AND PORTFOLIO MANAGEMENT Centre Name: M S Ramaiah School of Advanced Studies Course Name: MBA in Finance and Accounting Name of the Student : Biju Govind M Student Registration No : HMB0909008 Module Leader at MSRSAS : Prof. Uday Kumar Jagannathan FULL TIME 2009 BATCH M. S. Ramaiah School of Advanced Studies New BEL Road, Gnanagangothri Campus, MSR Nagar, Bangalore-560 054 Tel: 23605539 / 23601983 / 2360 4759. Fax: 2360 1923 website: http://www.msrsas.org |M. S. Ramaiah School of Advanced Studies | |Postgraduate Engineering and Management Programme- Coventry University (UK) | |Assessment Sheet | |Department |Management Studies | |Course |MBA in Finance and Accounting |Batch |Full-Time 2009 | |Module Code |ACF 505 |Module Title |Securities Analysis and Portfolio Management | |Module Leader |Prof. Uday Kumar Jagannathan |Module Completion Date |23-07-2010 | ...
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...types of market. The agenda of using moving average lag indicators like Bollinger band is to check how well these bands work in giving out trade signals. * The study aims to find out using Bloomberg terminal that whether combination of studies and Risk management help to enhance the performance of the indicators and do they really help to make a more profitable decision. * This study also intends to use some basic fundamental indicators to identify whether they can be used as tool to invest in securities and how well they are able to perform as compared to a benchmark index. The aim is to use a matrix of indicators, so that it can be also assessed whether combination of basic indicators are good enough to make portfolio creation judgment that can lead to market beating portfolio or not. * All the testing has been done using the Bloomberg terminal. LIMITATIONS * There are many lead, hybrid and lag indicators available in the market however not every single one can be tested. * The testing only targets the NSE that is typically Indian market, hence the results may be non-inferential for international markets. * The matrix used in fundamental factor back testing only tests out few combinations and only takes into consideration a few fundamental indicators. Hence it is limited by the scope of the study that is to just determine that can there be successful portfolio built using simple indicators or not. AN INTRODUCTION ON TECHNICAL ANALYSIS In...
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...Introduction Efficient market hypothesis is widely accepted by academic community as a cornerstone of modern financial theory. Fama (1970) gives detailed definition of this theory and states that efficient market is a market that stock prices quickly and fully reflect all available and newly released information, where majority of participants are rational in their decision making process and where an investor is not able to outperform the market through any analyses, because of actual price of stock shows its intrinsic value. Naturally such revolutionary hypothesis did not occur suddenly. In 1990 Louis Bachelier in his "Theory of Speculation" paragraph gave definition of informational efficiency of the market. This study was not being developed until 1953 when Maurice Kendall who postulated that stock prices movement follow the random walk theory. Further enhancement of these studies associated with the name of Eugene Fama who gave comprehensive resume of efficient market hypothesis, as well as empirical evidences to support it and defined three form of efficient market: weak, semi-strong and strong in 1970 (Dimson and Mussavian, 1998). Later several different researches have been carried out by financial academics which continuously underpinned efficient market hypothesis. Consequently this theory began widely use by investors for investment decision making process. However only after two decades this hypothesis began less dominance in the market. Several crashes, changing...
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...Introduction to Stock Exchanges ------------------------------------------------- Meaning, purpose, working of stock exchanges in India; various terms used in stock exchanges, trading in stock exchanges, clearing and settlement, rolling settlement, online trading, internet trading, market indices, types of public issue Which is benchmark stock market index of India? How many securities are there in Nifty Index? How many securities are there in Sensex? Which index will have high volatility Nifty or BSE Midcap? What do you mean by primary market? ------------------------------------------------- What do you mean by secondary market? What do you mean by stock split? What do you mean by Bonus Issue? What do you mean by Buy Back? What do you mean by Right issue of shares? What are ADR’s? ------------------------------------------------- What is the difference in between IPO and FPO? Risk-Return analysis Risk meaning and Measurement – Types of Risk – Systematic, Unsystematic risk, Beta Coefficient, Alpha, CAPM theory etc. What is return? Expected rate of Return, computation formulae. Case studies on risk-return using standard deviation, variance, probability and other statistical tools. ------------------------------------------------- What is beta? ------------------------------------------------- What is cost of equity? ------------------------------------------------- What is WACC? ------------------------------------------------- ------------------------------------------------- ...
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...financial statements of a company are: 1. Liquidity Ratios 2. Leverage Ratios 3. Turnover Ratio 4. Profitability Ratio 5. Valuation Ratio Let us consider the Profit and Loss A/c and Balance Sheet of OM Enterprises Limited to illustrate the calculation of these ratios Profit and Loss Account of OM Enterprises Limited for the year ending on March 31, 2006 |PARTICULARS |AMOUNT (Millions) |AMOUNT (Millions) | |Net Sales | |350 | |Cost of goods sold | |245 | |i) Stock |175 | | |ii) Wages and salaries |30 | | |iii)Other manufacturing expenses |40 | | |Grofit profit | |105 | |Operating Expenses | |60 | |Depreciation |25 | | |General Administration ...
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...on “Technical Analysis of Selected Stocks with reference to Kotak Securities” Ltd, Mysore. By, SHARATH KUMAR M 4GW13MBA45 Submitted to VISVESVARAYA TECHNOLOGICAL UNIVERSITY, BELGAUM In partial fulfillment of the requirements for the award of the degree of MASTER OF BUSINESS ADMINISTRATION Under the Guidance of INTERNAL GUIDE EXTERNAL GUIDE Ms. USHA B Assistant Professor GSSS Centre for PG Studies & Research Mysore Mr. Anil Kumar Branch manager Kotak Securites ltd, Mysore GSSS CENTRE FOR PG STUDIES & RESEARCH Department of Management KRS ROAD, MYSORE - 570016 2013-2015 ACKNOWLEDGEMENTS A Project study of this nature calls for professional help and guidance from all quarters....
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...performance of its financial markets, since they facilitate the financing of productive activity and hence national output and economic growth. In this research report, the key roles and function of the financial markets are highlighted with the thrust of the discussion on the core issue of how the market works; directly and indirectly. One of the most important factors for rapid economic development is the effective mobilization and allocation of scarce resources within an economy. These resources can be real or financial, but they are scarce and command a price. The establishment of effective and efficient channel for the mobilization and allocation of scarce financial resources is therefore essential. The financial market, comprising of the money and capital markets, occupies an important place in most economies of the world. The primary function of a financial market is to enable funds to be sufficiently allocated from the surplus units of the economy to the deficit units for productive investment. The greater the transmission efficiency is, the higher the rate of growth of the economy (Olowe, 1997). The money market trades only in securities or debt instruments maturing in less than twelve months, while in the capital market, longer term debts as well as equity instruments are traded. The complementarity between money market and capital market is necessary for a balanced development of the financial system. (NSE Fact Book 2010) The money market is a market for the mobilization...
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...the Australian share market volatility. Market volatility has wiped 15% from the value of the Australian share market since March 2010 (Cain 2010). In volatile markets, it is common to feel uneasy about investing due to the risk involved. But, market volatility is completely normal and the current market conditions may actually be advantageous for some investors. For example, volatility is needed to some degree because if prices do not move sufficiently, it will be difficult to make money from trading them. Thus, the recent fluctuations in the share market have highlighted the fact that there are risks involved with investing money and that finding the right investment strategy is a crucial step in investing. Investors today have more investment options than were available to the average investor just a few decades ago. While having multiple options is usually a good thing, too many options can cause confusion and system overload and lead many people to avoid making decisions about their investment strategies. Most strategies used to invest in the share market fall into three general categories including technical analysis, fundamental analysis, or a buy-and-hold strategy. The fundamental analysis approach is primarily concerned with value; it examines factors that determine a company's expected future earnings and dividends as well as the continued dependability of those earnings and dividends (McDonald 2007, 100). The investor who uses technical analysis attempts to predict...
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...Kuwait Office CHIEF MARKET STRATEGIST, 9/2013 TILL PRESENT. Key responsibilities: • Maintain an in-depth understanding and knowledge of our followed economies (G10 – BRICS), related market outlook, and analyzing the market using technical and fundamental analysis approaches. • Conduct intense researches and making forecast on market developments, broader economical trends, and monetary policies for central banks. • Analyzing financial information relating to specific financial assets (Forex & Money Markets, Bonds, indices, commodities, and derivatives instruments), using specialist media sources and the specialized platforms (Reuters Eikon & Bloomberg Professional). • Keeping up to date with market developments and all other areas that can affect the markets, e.g. movements in the economies of followed countries. • Writing research reports and trading strategies to be sent to clients. • Making presentations and recommendations. • Perform training session (In-house and online) for clients to practice trading strategies and ideas. • Regularly invited to express my opinion about recent market development on Major channels (such as: CNBC Arabia) , to find more about my track record please check my Twitter account @mzidan112 . CAVEO BROKREAGE CO. — Kuwait CHIEF FINANCIAL MARKET STRATEGIST, 1/2012 TILL 8/2013. Key responsibilities: • Maintain an in-depth understanding and knowledge of our trading approach and market outlook. • Conduct...
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...Project Number: DZT0517 Stock Market Trading An Interactive Qualifying Project Report Submitted to the faculty of the Worcester Polytechnic Institute in partial fulfillment of the requirements for the Degree of Bachelor of Science by ___________________________________________ Meng-Yu Ni Date: August 2006 Approved by: __________________________ Professor Dalin Tang Project Advisor 1 Abstract Using the information from the internet and published books, a general understanding about stock market and trading strategies was obtained. The knowledge and trading strategies were applied in the market in a stock market simulation to get real-time trading experience. Experiences learned from using trading methods in this simulation will help me to become a better investor in the future. 2 Acknowledgement First, I want to thank my parents who gave me the opportunity to study at Worcester Polytechnic Institute in USA. Second, I would like to thank my advisor, Dalin Tang, who gave me advices, and help me during this whole project time. Thirdly, I want to thank Worcester Polytechnic Institute for giving me opportunity to do this project, which made me to learn more things from outside of classes by myself. Finally, I would like to thank all the people who gave me some help when I needed it. 3 Table of contents Abstract ........................................................................................................................... 2 Acknowledgement...
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...towards consumer loans 5. Workers attrition rate at hotel industry is increasing. Study regarding this issue 6. Attrition rates at different sectors 7. Effectiveness and scope of employee referrals in the process of talent sourcing 8. Study of training needs across different industries 9. Study on creation of luxury brand 10. Strategies used to build successful Internet based customer services 11. Measuring the effectiveness of retail banking of a nationalised bank compared to a MNC 12. Conspicuous consumption 13. Study of awareness and acceptibility of UPVC windows and door systems 14. Opportunities of Financing the NANO’s in Bangalore 15. Changing trends in FMCG industry in India 16. A study of best HR practices in service industry 17. Fundamental analysis of Indian telecom companies 18. Study of consumer behaviour in automobile industry 19. customer buying behaviour towards insurance products 20. Promotion strategies followed in Insurance sector 21. Study on changing consumer preference towards organised retailing from un-organised retailing 22. study on “impact of advertising in B2B marketing” 23. Distribution network & general insurance industry 24. A study on distribution channels in aluminium industry 25. Study on strategies for promoting retailers’ brands 26. Study of operations & marketing of chemical goods in SSI 27. The impact of tax on electronic goods & products (industrial marketing) 28. Merchandising key account management in apparel...
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...towards consumer loans 5. Workers attrition rate at hotel industry is increasing. Study regarding this issue 6. Attrition rates at different sectors 7. Effectiveness and scope of employee referrals in the process of talent sourcing 8. Study of training needs across different industries 9. Study on creation of luxury brand 10. Strategies used to build successful Internet based customer services 11. Measuring the effectiveness of retail banking of a nationalised bank compared to a MNC 12. Conspicuous consumption 13. Study of awareness and acceptibility of UPVC windows and door systems 14. Opportunities of Financing the NANO's in Bangalore 15. Changing trends in FMCG industry in India 16. A study of best HR practices in service industry 17. Fundamental analysis of Indian telecom companies 18. Study of consumer behaviour in automobile industry 19. customer buying behaviour towards insurance products 20. Promotion strategies followed in Insurance sector 21. Study on changing consumer preference towards organised retailing from un-organised retailing 22. study on "impact of advertising in B2B marketing" 23. Distribution network & general insurance industry 24. A study on distribution channels in aluminium industry 25. Study on strategies for promoting retailers' brands 26. Study of operations & marketing of chemical goods in SSI 27. The impact of tax on electronic goods...
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...Lecture 7: Valuation of Shares (Fundamental Analysis) Introduction Fundamental Analysis It helps us determine the value of a share by studying the intrinsic factors such as earnings potential, dividend growth, required rate of return, and factors relating to company, the industry, and the economy. Analysis of a company’s financial data helps us to predict the movement of that company's stock price. A potential (or current) investor uses fundamental analysis to examine a company’s operations and the market in which the company is operating to understand the stability and growth potential of that company. Company factors to examine include the dividends that company issues, the way a company manages its cash, the amount of debt a company has, and the growth of a company's costs and income. Fundamental analysis adherents believe a company’s “intrinsic value” will be eventually be reflected in the stock price through market forces, but that, while the market is efficient, some stocks (for any number of reasons) are either over- or under-valued in the short run. However, some experts suggest that a monkey throwing darts at the financial pages of a newspaper may do just as well. (see efficient market hypothesis and random walk hypothesis) Technical Analysis The study of price action in securities markets helps us determine the value of a share by many different methods and tools, but they all rely on the same principles, such as studying patterns of price movement, trends, and transaction...
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...University of Dhaka TITLE OF THE STUDY: BANGLADESH STOCK MARKET PROBLEMS AND PROSPECTS Course Title: Course Code: Submitted to Department of Finance University of Dhaka Submitted by Section “A” BBA 16th Batch Department of Finance University of Dhaka Date of Submission: ------------------------------------------------- about us… Sl No. | Name | Id | 1 | | | 2 | | | 3 | | | 4 | | | 5 | | | 6 | | | 7 | Md. Sanowar Hossain | 16-175 | 8 | | | 9 | Md. Mahbubur Rahman Khan | 16-263 | TABLE OF CONTENTS Topic Page No. Introduction 7 – 8 Stock & how it can be Traded 7 Stock Exchange 7 Broker 7 Listed and Unlisted Company 7 SEC 8 Important Definitions & Terminologies 8 – 10 Face Value, Market Value 8 Market Lot 8 EPS 8 Price Earning Ratio 9 Dividend, Stock Dividend 9 Right Issue 9 Dividend Yield 9 Circuit Breaker, LTP 10 Volume 10 High Price, Low Price 10 Trade 10 52 Weeks Range 10 IPO 10 Stock Placement & Market Analyses 10 – 11 Private Placement 10 Technical Analysis 11 Fundamental Analysis 11 Comparative Valuation 11...
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