Candlesticks, Fibonacci, and Chart Pattern Trading Tools
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Stock Chart Pattern Recognition with Deep Learning
Stock Chart Pattern recognition with Deep Learning Marc Velay and Fabrice Daniel Artificial Intelligence Department of Lusis, Paris, France [email protected] http://www.lusis.fr June 2018 ABSTRACT the number of patterns recognized implies having a human examining candlestick charts in order to deduce signal char- This study evaluates the performances of CNN and LSTM acteristics before implementing the detection using condi- for recognizing common charts patterns in a stock historical tions specific to that pattern. Adding different parameters data. It presents two common patterns, the method used to to modulate ratios allows us to tweak the patterns’ charac- build the training set, the neural networks architectures and teristics. This technique does not have any generalization the accuracies obtained. potential. If the pattern is slightly outside of the defined Keywords: Deep Learning, CNN, LSTM, Pattern recogni- bounds, it will not be detected, even if a human would have tion, Technical Analysis classified it otherwise. Another solution is DTW3 which consists in computing 1 INTRODUCTION the distance between two time series. DTW allows us to Patterns are recurring sequences found in OHLC1 candle- recognize a pattern that could vary in size and length. To stick charts which traders have historically used as buy and use this algorithm, we must use reference time series, which sell signals. Several studies, notably by Bulkowski2, have have to be selected by a human. The references must gener- found some correlation between patterns and future trends, alize well when compared with signals similar to the pattern although to a limited extent. The correlations were found to in order to capture the whole range. -
Forecasting Direction of Exchange Rate Fluctuations with Two Dimensional Patterns and Currency Strength
FORECASTING DIRECTION OF EXCHANGE RATE FLUCTUATIONS WITH TWO DIMENSIONAL PATTERNS AND CURRENCY STRENGTH A THESIS SUBMITTED TO THE GRADUATE SCHOOL OF NATURAL AND APPLIED SCIENCES OF MIDDLE EAST TECHNICAL UNIVERSITY BY MUSTAFA ONUR ÖZORHAN IN PARTIAL FULFILLMENT OF THE REQUIREMENTS FOR THE DEGREE OF DOCTOR OF PILOSOPHY IN COMPUTER ENGINEERING MAY 2017 Approval of the thesis: FORECASTING DIRECTION OF EXCHANGE RATE FLUCTUATIONS WITH TWO DIMENSIONAL PATTERNS AND CURRENCY STRENGTH submitted by MUSTAFA ONUR ÖZORHAN in partial fulfillment of the requirements for the degree of Doctor of Philosophy in Computer Engineering Department, Middle East Technical University by, Prof. Dr. Gülbin Dural Ünver _______________ Dean, Graduate School of Natural and Applied Sciences Prof. Dr. Adnan Yazıcı _______________ Head of Department, Computer Engineering Prof. Dr. İsmail Hakkı Toroslu _______________ Supervisor, Computer Engineering Department, METU Examining Committee Members: Prof. Dr. Tolga Can _______________ Computer Engineering Department, METU Prof. Dr. İsmail Hakkı Toroslu _______________ Computer Engineering Department, METU Assoc. Prof. Dr. Cem İyigün _______________ Industrial Engineering Department, METU Assoc. Prof. Dr. Tansel Özyer _______________ Computer Engineering Department, TOBB University of Economics and Technology Assist. Prof. Dr. Murat Özbayoğlu _______________ Computer Engineering Department, TOBB University of Economics and Technology Date: ___24.05.2017___ I hereby declare that all information in this document has been obtained and presented in accordance with academic rules and ethical conduct. I also declare that, as required by these rules and conduct, I have fully cited and referenced all material and results that are not original to this work. Name, Last name: MUSTAFA ONUR ÖZORHAN Signature: iv ABSTRACT FORECASTING DIRECTION OF EXCHANGE RATE FLUCTUATIONS WITH TWO DIMENSIONAL PATTERNS AND CURRENCY STRENGTH Özorhan, Mustafa Onur Ph.D., Department of Computer Engineering Supervisor: Prof. -
Japanese Candlestick Patterns
Presents Japanese Candlestick Patterns www.ForexMasterMethod.com www.ForexMasterMethod.com RISK DISCLOSURE STATEMENT / DISCLAIMER AGREEMENT Trading any financial market involves risk. This course and all and any of its contents are neither a solicitation nor an offer to Buy/Sell any financial market. The contents of this course are for general information and educational purposes only (contents shall also mean the website http://www.forexmastermethod.com or any website the content is hosted on, and any email correspondence or newsletters or postings related to such website). Every effort has been made to accurately represent this product and its potential. There is no guarantee that you will earn any money using the techniques, ideas and software in these materials. Examples in these materials are not to be interpreted as a promise or guarantee of earnings. Earning potential is entirely dependent on the person using our product, ideas and techniques. We do not purport this to be a “get rich scheme.” Although every attempt has been made to assure accuracy, we do not give any express or implied warranty as to its accuracy. We do not accept any liability for error or omission. Examples are provided for illustrative purposes only and should not be construed as investment advice or strategy. No representation is being made that any account or trader will or is likely to achieve profits or losses similar to those discussed in this report. Past performance is not indicative of future results. By purchasing the content, subscribing to our mailing list or using the website or contents of the website or materials provided herewith, you will be deemed to have accepted these terms and conditions in full as appear also on our site, as do our full earnings disclaimer and privacy policy and CFTC disclaimer and rule 4.41 to be read herewith. -
Point and Figure Relative Strength Signals
February 2016 Point and Figure Relative Strength Signals JOHN LEWIS / CMT, Dorsey, Wright & Associates Relative Strength, also known as momentum, has been proven to be one of the premier investment factors in use today. Numerous studies by both academics and investment ABOUT US professionals have demonstrated that winning securities continue to outperform. This phenomenon has been found Dorsey, Wright & Associates, a Nasdaq Company, is a in equity markets all over the globe as well as commodity registered investment advisory firm based in Richmond, markets and in asset allocation strategies. Momentum works Virginia. Since 1987, Dorsey Wright has been a leading well within and across markets. advisor to financial professionals on Wall Street and investment managers worldwide. Relative Strength strategies focus on purchasing securities that have already demonstrated the ability to outperform Dorsey Wright offers comprehensive investment research a broad market benchmark or the other securities in the and analysis through their Global Technical Research Platform investment universe. As a result, a momentum strategy and provides research, modeling and indexes that apply requires investors to purchase securities that have already Dorsey Wright’s expertise in Relative Strength to various appreciated quite a bit in price. financial products including exchange-traded funds, mutual funds, UITs, structured products, and separately managed There are many different ways to calculate and quantify accounts. Dorsey Wright’s expertise is technical analysis. The momentum. This is similar to a value strategy. There are Company uses Point and Figure Charting, Relative Strength many different metrics that can be used to determine a Analysis, and numerous other tools to analyze market data security’s value. -
Moving Average Convergence Divergence (MACD)
Understanding Technical Analysis : Moving Average Convergence Divergence (MACD) Apart from candlestick chart pattern indicators, traders or analysts often use the Hi 74.57 Moving Average Convergence Divergence (MACD) and Relative Strength Index Potential supply (RSI) in technical analysis of financial security. Like the candlestickdisruption chart indicators, due to MACD is also used to identify any trend pattern movement. attacks on two oil Brent tankers near Iran What is MACD? WTI Momentum • MACD is a momentum oscillator indicator WTI Oscillator which is used to identify trend formation Lo 2,237.40 (24 Mar 2020) • MACD shows a relationship betweenLo 18,591.93 two (24 Mar 2020) Moving moving averages of a financial instrument. • It combines price points of an instrument over Averages a specified time frame, divided by the number of data points, to give a single trend line Simple Moving Average (SMA) Exponential Moving Average (EMA) • The most basic MA, which is just a • A type of moving average that gives straight calculation of the mean price more weight to recent prices which of a set of values over a given time involves three steps. periods. • The SMA is computed first. Next, we • If you were to calculate the SMA for a must calculate the multiplier for ten-day period, you would take the weighting the EMA. The final step summed value of the last ten days involves the use of formula to and divide the result by ten. compute the current EMA. Level 6, Kenanga Tower, 237 Jalan Tun Razak, 50400 Kuala Lumpur, Malaysia. Tel: (603) 2172 3888 Fax: (603) 2172 2729 Email: [email protected] Website: www.kenangafutures.com.my How MACD works? MACD is generated by subtracting the long term EMAs (26 period) from the short term EMAs (12 periods) to form the main line known as MACD line. -
Trading Guide
Tim Trush & Julie Lavrin Introducing MAGIC FOREX CANDLESTICKS Trading Guide Your guide to financial freedom. © Tim Trush, Julie Lavrin, T&J Profit Club, 2017, All rights reserved https://tinyurl.com/forexmp Table Of Contents Chapter I: Introduction to candlesticks I.1. Understanding the candlestick chart 3 Most traders focus purely on technical indicators and they don't realize how valuable the original candlesticks are. I.2. Candlestick patterns really work! 4 When a candlestick reversal pattern appears, you should exit position before it's too late! Chapter II: High profit candlestick patterns II.1. Bullish reversal patterns 6 This category of candlestick patterns signals a potential trend reversal from bearish to bullish. II.2. Bullish continuation patterns 8 Bullish continuation patterns signal that the established trend will continue. II.3. Bearish reversal patterns 9 This category of candlestick patterns signals a potential trend reversal from bullish to bearish. II.4. Bearish continuation patterns 11 This category of candlestick patterns signals a potential trend reversal from bullish to bearish. Chapter III: How to find out the market trend? 12 The Heiken Ashi indicator is a popular tool that helps to identify the trend. The disadvantage of this approach is that it does not include consolidation. Chapter IV: Simple scalping strategy IV.1. Wow, Lucky Spike! 14 Everyone can learn it, use it, make money with it. There are traders who make a living trading just this pattern. IV.2. Take a profit now! 15 When to enter, where to place Stop Loss and when to exit. IV.3. Examples 15 The next examples show you not only trend reversal signals, but the Lucky Spike concept helps you to identify when the correction is over and the main trend is going to recover. -
Candlestick Patterns
INTRODUCTION TO CANDLESTICK PATTERNS Learning to Read Basic Candlestick Patterns www.thinkmarkets.com CANDLESTICKS TECHNICAL ANALYSIS Contents Risk Warning ..................................................................................................................................... 2 What are Candlesticks? ...................................................................................................................... 3 Why do Candlesticks Work? ............................................................................................................. 5 What are Candlesticks? ...................................................................................................................... 6 Doji .................................................................................................................................................... 6 Hammer.............................................................................................................................................. 7 Hanging Man ..................................................................................................................................... 8 Shooting Star ...................................................................................................................................... 8 Checkmate.......................................................................................................................................... 9 Evening Star .................................................................................................................................... -
© 2012, Bigtrends
1 © 2012, BigTrends Congratulations! You are now enhancing your quest to become a successful trader. The tools and tips you will find in this technical analysis primer will be useful to the novice and the pro alike. While there is a wealth of information about trading available, BigTrends.com has put together this concise, yet powerful, compilation of the most meaningful analytical tools. You’ll learn to create and interpret the same data that we use every day to make trading recommendations! This course is designed to be read in sequence, as each section builds upon knowledge you gained in the previous section. It’s also compact, with plenty of real life examples rather than a lot of theory. While some of these tools will be more useful than others, your goal is to find the ones that work best for you. Foreword Technical analysis. Those words have come to have much more meaning during the bear market of the early 2000’s. As investors have come to realize that strong fundamental data does not always equate to a strong stock performance, the role of alternative methods of investment selection has grown. Technical analysis is one of those methods. Once only a curiosity to most, technical analysis is now becoming the preferred method for many. But technical analysis tools are like fireworks – dangerous if used improperly. That’s why this book is such a valuable tool to those who read it and properly grasp the concepts. The following pages are an introduction to many of our favorite analytical tools, and we hope that you will learn the ‘why’ as well as the ‘what’ behind each of the indicators. -
Accumulation/Distribution Line -- Chart School
Accumulation/Distribution Line -- Chart School Chart School Accumulation/Distribution Line Introduction - Volume and the Flow of Money There are many indicators available to measure volume and the flow of money for a particular stock, index or security. One of the most popular volume indicators over the years has been the Accumulation/Distribution Line. The basic premise behind volume indicators, including the Accumulation/Distribution Line, is that volume precedes price. Volume reflects the amount of shares traded in a particular stock and is a direct reflection of the money flowing into and out of a stock. Many times before a stock advances, there will be period of increased volume just prior to the move. Most volume or money flow indicators are designed to identify early increases in positive or negative volume flow to gain an edge before the price moves. (Note: the terms "money flow" and "volume flow" are essentially interchangeable.) Methodology (Click here to see a live example of the Acc/Dist Line) The Accumulation/Distribution Line was developed by Marc Chaikin to assess the cumulative flow of money into and out of a security. In order to fully appreciate the methodology behind the Accumulation/Distribution Line, it may be helpful to examine one of the earliest volume indicators and see how it compares. In 1963, Joe Granville developed On Balance Volume (OBV), which was one of the earliest and most popular indicators to measure positive and negative volume flow. OBV is a relatively simple indicator that adds the corresponding period's volume when the close is up and subtracts it when the close is down. -
How to Day Trade Using the ARMS Index
How to Day Trade Using the ARMS Index ARMS Index – Brief Overview The Arms index is a market breadth indicator used mostly by active traders to forecast intraday price movements. The Arms index was developed by Richard Arms in the 1960’s and is commonly referred to as the TRIN, which stands forTr ading Index. The TRIN or Arms index determines the strength of the market by taking into account the relationship between advancers, declineers, and their respective volume. In theory, if there is broad market strength – all boats rise. Conversely, if the broad market is tanking, stocks are likely going lower on the sh0rt-term. In this article, you will learn key factors and strategies for how to use the Arms Index to help with your trading. 4 Quick Things to Know About the ARMs Index #1 – Understanding the Arms Index (TRIN) For all its complexity in terms of number of calculations performed in real-time, the Arms Index is pretty simple to visually understand. The indicator fluctuates around the zero-line. Depending on where the TRIN indicator is relative to the zero-line, the market can be viewed as either overbought or oversold. In this regard, the Arms index is similar to other oscillators in that it fluctuates around fixed values and provides overbought and oversold conditions. One of the most important aspects of the TRIN/Arms index is that it not only shows how many stocks are advancing and declining but also includes volume which brings additional confidence to signals. Think about it, would you want to take a buy or sell signal if a stock is up 100% on 100 shares? I know this is an extreme example, but imagine if a few thinly traded stocks had the ability to wildly swing the values on the Arms Index. -
Profiting with Chart Patterns.Book
Profiting with Chart Patterns by Ed Downs Profiting with Chart Patterns November 2016 Edition BK-02-01-01 Support Worldwide Technical Support and Product Information www.nirvanasystems.com Nirvana Systems Corporate Headquarters 9111Jollyville Rd, Suite 275, Austin, Texas 78759 USA Tel: 512 345 2545 Fax: 512 345 4225 Sales Information For product information or to place an order, please contact 800 880 0338 or 512 345 2566. You may also fax 512 345 4225 or send email to [email protected]. Technical Support Information For assistance in installing or using Nirvana products, please contact 512 345 2592. You may also fax 512 345 4225 or send email to [email protected]. To comment on the documentation, send email to [email protected]. © 2016 Nirvana Systems Inc. All rights reserved. Contents Chapter 1 Confirming Entries & Managing Exits What is a Pattern? ..........................................................................................................1-1 Psychology of Support Bounces ....................................................................................1-2 Goals of Chart Pattern Analysis.....................................................................................1-3 Chapter 2 Tools of the Trade 7 Chart Pattern Method..................................................................................................2-1 Pattern Timeframe .........................................................................................................2-2 Prior Move Test .............................................................................................................2-3 -
Everything You Wanted to Know About Candlestick Charts Is an Unregulated Product Published by Thames Publishing Ltd
EEvveerryytthhiinngg yyoouu wwaanntteedd ttoo kknnooww aabboouutt ccaannddlleessttiicckk cchhaarrttss by Mark Rose • Read candlestick charts accurately • Spot patterns quickly and easily • Use that information to make profitable trading decisions Contents Chapter 1. What is a candlestick chart? 3 Chapter 2. Candlestick shapes: 6 Anatomy of a candle 6 Doji 7 Marubozo 8 Chapter 3. Candlestick Patterns 9 Harami (bullish / bearish) 9 Hammer / Hanging Man 11 Inverted Hammer / Shooting Star 13 Engulfing (bullish/ bearish) 14 Morning Star / Evening Star 15 Three White Soldiers / Three Black Crows 16 Piercing Line / Dark Cloud Cover 17 Chapter 4. The history of candlestick charts 18 Conclusion 20 Candlestick Cheat Sheet 22 2 Chapter 1. What is a candlestick chart? Before I start to talk about candlestick patterns, I’d like to get right back to basics on candles: what they are, what they look like, and why we use them … Drawing lines When you look at a chart of market prices, you can usually choose from line charts or candlestick charts. A line chart will take its price levels from the opening or closing prices according to the timeframe you have selected. So, if you’re looking at a one-minute line chart of closing prices, it will plot the closing price for each one-minute period – something like this … Line charts can be useful for looking at the “bigger picture” and finding long-term trends, but they simply cannot offer up the kind of information contained in a candlestick chart. Here is a one-minute candlestick chart for the same period … 3 At first glance, it might look a little confusing, but I can assure you that once you’re used to candlestick charts – you won’t look back.