Analyzing the Effectiveness of Confluence of Price Action Disciplines in Forex Market Md
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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. -
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. -
Candlesticks, Fibonacci, and Chart Pattern Trading Tools
ffirs.qxd 6/17/03 8:17 AM Page iii CANDLESTICKS, FIBONACCI, AND CHART PATTERN TRADING TOOLS A SYNERGISTIC STRATEGY TO ENHANCE PROFITS AND REDUCE RISK ROBERT FISCHER JENS FISCHER JOHN WILEY & SONS, INC. ffirs.qxd 6/17/03 8:17 AM Page iii ffirs.qxd 6/17/03 8:17 AM Page i CANDLESTICKS, FIBONACCI, AND CHART PATTERN TRADING TOOLS ffirs.qxd 6/17/03 8:17 AM Page ii Founded in 1870, John Wiley & Sons is the oldest independent publishing company in the United States. With offices in North America, Europe, Australia, and Asia, Wiley is globally committed to developing and market- ing print and electronic products and services for our customers’ professional and personal knowledge and understanding. The Wiley Trading series features books by traders who have survived the market’s ever-changing temperament and have prospered—some by re- investing systems, others by getting back to basics. Whether a novice trader, professional, or somewhere in-between, these books will provide the advice and strategies needed to prosper today and well into the future. For a list of available titles, visit our web site at www.WileyFinance.com. ffirs.qxd 6/17/03 8:17 AM Page iii CANDLESTICKS, FIBONACCI, AND CHART PATTERN TRADING TOOLS A SYNERGISTIC STRATEGY TO ENHANCE PROFITS AND REDUCE RISK ROBERT FISCHER JENS FISCHER JOHN WILEY & SONS, INC. ffirs.qxd 6/17/03 8:17 AM Page iv Copyright © 2003 by Robert Fischer, Dr. Jens Fischer. All rights reserved. Published by John Wiley & Sons, Inc., Hoboken, New Jersey. Published simultaneously in Canada. PHI-spirals, PHI-ellipse, PHI-channel, and www.fibotrader.com are registered trademarks and protected by U.S. -
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. -
Non Member Articles List
Non Member Articles List Contents Welcome Day Trading Day Trading Basics Day Trading Introduction Understanding Day Trading Is Day Trading a Risky Endeavor Is Day Trading Right for You Is Day Trading Your Retirement Funds A Wise Decision Passing Interest or Total Commitment Why I Became A Price Action Day Trader Price Action Why Price Action Trading Price Action Trading – Is It The Holy Grail or just a Catchy Phrase Price Action Trading Fundamentals Are Important Research Proves That Price Action Trading Strategies Work Why Following The Price Action Is So Important In Day Trading A Price Action Traders Perspective On Trading With Price Action An In Depth Look At Price Action And Price Action Trading Another Traders Introduction To Price Action Analysis Can Price Action Be Used As A Legitimate Forex Trading System Can You Use Price Action To Successfully Scalp The ES Do Not Confuse Price Action Patterns With Price Action Trading Is Price Action Random Is Price Action Trading The Same As Chart Pattern Trading Follow The Footprints – Trading With Price Action Price Action Is not Just For Day Trading Learning Process Become A Better Price Action Day Trader By Studying Drop The Indicator Crutch And Learn To Day Trade Price Action How Long Does It Take To Learn To Trade Price Action How To Day Trade With Price Action How To Use Our Day Trading Videos Importance Of Chart Study To Day Traders Learn The Language Of Charts With Price Action Trading The Keys To Learning Price Action Day Trading Learn To Day Trade Price Action Strategies Directly -
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 -
Your Roadmap to 3Dprinting!
The Ultimate Guide To Price Action Trading Contents DEDICATION ......................................................................................................................................................... 4 ABOUT THE AUTHOR ........................................................................................................................................... 5 INTRODUCTION .................................................................................................................................................... 6 EVERYTHING YOU NEED TO KNOW ABOUT SUPPORT & RESISTANCE .............................................................. 8 SUPPORT & RESISTANCE........................................................................................................................................................................... 8 ROLE REVERSAL ........................................................................................................................................................................................... 9 DYNAMIC SUPPORT & RESISTANCE ................................................................................................................................................... 11 IMPULSE & CORRECTIVE MOVES ......................................................................................................................................................... 12 THE 4 STAGES OF THE MARKETS EVERY SERIOUS TRADER MUST KNOW ...................................................... 14 STAGE 1: ACCUMULATION -
Price Action Trading Day-Trading the T-Bonds Off PAT Bill Eykyn
Price Action Trading Day-Trading the T-Bonds off PAT Bill Eykyn Hh Harriman House Publishing Price Action Trading Day-Trading the T-Bonds off PAT by Bill Eykyn www.rasabourse.com HARRIMAN HOUSE LTD 43 Chapel Street Petersfield Hampshire GU32 3DY GREAT BRITAIN Tel: +44 (0)1730 233870 Fax: +44 (0)1730 233880 email: [email protected] website: www.harriman-house.com First published in Great Britain in 2003 Copyright Harriman House Ltd The right of Bill Eykyn to be identified as Author has been asserted in accordance with the Copyright, Design and Patents Act 1988. ISBN 1-8975-97xx-x British Library Cataloguing in Publication Data A CIP catalogue record for this book can be obtained from the British Library. All rights reserved; no part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording, or otherwise without the prior written permission of the Publisher. This book may not be lent, resold, hired out or otherwise disposed of by way of trade in any form of binding or cover other than that in which it is published without the prior written consent of the Publisher. DISCLAIMER No responsibility for loss occasioned to any person or corporate body acting or refraining to act as a result of reading material in this book can be accepted by the Publisher, by the Author, or by the employer of the Author. The content of the book is not to be construed by readers as giving specific or general advice, but as an explanation of the author’s personal way of trading. -
Classic Chart Patterns Chart Pattern Recognition a Quick Reference Guide for Traders Tools Provided by Recognia
StreetSmart Edge features Classic Chart Patterns Chart Pattern Recognition A quick reference guide for traders tools provided by Recognia. www.schwab.com/ssedge Triple Bottoms Double Bottoms Triangles Diamonds Megaphones Bullish: The Triple Bottom starts with prices Bullish: This pattern marks the reversal of a Bullish: Two converging trendlines as prices Bullish or Bearish: These patterns usually Bullish: The rare Megaphone Bottom—a.k.a. moving downward, followed by three sharp prior downtrend. The price forms two distinct reach lower/stable highs and higher lows. form over several months and volume will Broadening Pattern—can be recognized by its lows, all at about the same price level. Volume lows at roughly the same price level. Volume Volume diminishes and price swings between remain high during formation. Prices create successively higher highs and lower lows, which diminishes at each successive low and finally reflects weakening of downward pressure, an increasingly narrow range. Before the triangle higher highs and lower lows in a broadening form after a downward move. The bullish pattern bursts as the price rises above the highest high, tending to diminish as it forms, with some reaches its apex, the price breaks out above pattern, then the trading range narrows after is confirmed when, usually on the third upswing, confirming as a sign of bullish price reversal. pickup at each low and less on the second low. the upper trendline with a noticeable increase peaking highs and uptrending lows trend. The prices break above the prior high but fail to fall Bearish Counterpart: Triple Top. Finally the price breaks out above the highest in volume, confirming the bullish continuation breakout direction signals the resolution to below this level again. -
Power of Chart Patterns 12Th February, 2019 Chart Patterns: Chart Patterns Are Used As Either Reversal Or Continuation Signals
Power of Chart Patterns 12th February, 2019 Chart Patterns: Chart patterns are used as either reversal or continuation signals. There are 3 main types of chart pattern which are currently used by technical analysts. Traditional chart pattern, Harmonic pattern & Candlestick pattern. Chart patterns provide a framework to analyze the battle raging between bulls and bears. More importantly, chart patterns and technical analysis can help determine who is winning the battle, allowing traders and investors to position themselves accordingly. Use Trend lines, view higher time frames and closings to initiate positional trades. Source –Own observations and findings Focus – Traditional Chart Patterns • Continuation Patterns • Cup with Handle • Flag, Pennant, Price Channel • Symmetrical Triangle • Ascending Triangle • Descending Triangle • Rectangle Source - Own observations and findings Focus – Traditional Chart Patterns • Reversal Patterns • Falling Wedge • Rising Wedge • Head and Shoulders Top • Head and Shoulders Bottom • Rounding Bottom • Double Top Reversal • Double Bottom Reversal • Triple Top Reversal • Triple Bottom Reversal Source - Own observations and findings 200.20 Falling wedge- bullish HINDALCO [N1363] 200.20, -2.77% 0.00 Price Lnr IRIS 02/09/16 Fri Op 155.00 160 Hi 164.70 Lo 154.50 155 Cl 157.25 150 145 140 135 130 125 120 115 28 110 105 100 95.00 90.00 85.00 8 80.00 75.00 70.00 1 2 65.00 Source : www.SpiderSoftwareIndia.Com 2 60.00 Vol Cr 10.00 Qt 4.37 5.00 1.24 RSI(14,E,9) 1 2 80.00 Rs 77.62 Rs 75.23 60.00 40.00 15:M A M J J A S