A New Recognition Algorithm for “Head-and-Shoulders” Price Patterns
22 בדצמ׳ 2014 (2000) analyse the predictive power of head-and-shoulders (HS) patterns in the U.S. stock market. The algorithms in both studies ignore the ...
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Head and Shoulders Bottom Pattern (HSBP) is a recognised chart pattern used in technical analysis. It is an important reversal pattern which has the ability for.
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In this paper we present a novel approach for identifying the head- and-shoulders technical analysis pattern based on neural networks. For training the network
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19 באוג׳ 2020 head-shoulder localization layer giving the head-shoulder region ... IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (2018)
Head and Shoulders: Not Just a Flakey Pattern
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A New Recognition Algorithm for “Head-and-Shoulders” Price Patterns
Dec 22 2014 Keywords: Technical analysis; Head-and-shoulders pattern; Kernel regression. 1 We would like to thank Hugo Ip
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LNCS 6354 - Identification of the Head-and-Shoulders Technical
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[PDF] A New Recognition Algorithm for “Head-and-Shoulders” Price Patterns
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The head and shoulders chart pattern is a reversal pattern and most often seen in uptrends Not only is “head and shoulders” known for trend reversals
Keys To Identifying and Trading The Head and Shoulders Pattern
Keys to Identifying and Trading the Head and Shoulders Pattern - Free download as PDF File ( pdf ) Text File ( txt) or read online for free
What is the rule of head and shoulders pattern?
The head and shoulders pattern forms when a stock's price rises to a peak and then declines back to the base of the prior up-move. Then, the price rises above the previous peak to form the "head" and then declines back to the original base.Does head and shoulders pattern work?
The head and shoulders chart depicts a bullish-to-bearish trend reversal and signals that an upward trend is nearing its end. The pattern appears on all time frames and can, therefore, be used by all types of traders and investors.- If you find a head and shoulders where the neckline moves from the top left to the bottom right, you may want to stay on the sidelines. It's a sign of a “weak” reversal pattern. And while you may still enjoy a favorable outcome, the odds aren't in your favor.5 jan. 2023
1. Introduction ...................................................................................................................... 4
1.1 Introduction of previous works on HSBP ....................................................................... 4
1.2 Research Aim and Objectives ......................................................................................... 6
1.3 The contributions of this research ................................................................................... 7
1.4 The experiment of this project ........................................................................................ 7
2. Background ....................................................................................................................... 8
2.1 Early development of technical analysis ......................................................................... 8
2.2 Technical analysis with computer application .............................................................. 11
3. Literature Review ................................................................................................................ 15
3.1 Previous Work ............................................................................................................... 15
3.2 Chart .............................................................................................................................. 15
3.2.1 Line Charts ............................................................................................................. 16
3.2.2 Bar Charts ............................................................................................................... 17
3.2.3 Candlestick Chart ................................................................................................... 18
3.3 Trends and Price Movements ........................................................................................ 19
3.4 Chart Pattern.................................................................................................................. 20
3.5 Reversal Chart Patterns ................................................................................................. 20
3.6 Head and Shoulders Pattern .......................................................................................... 21
3.6.1 Head and Shoulders Bottom Pattern (HSBP) ......................................................... 21
3.7 Directional Change ........................................................................................................ 23
3.7.1 Directional Change (DC) events ............................................................................ 24
3.7.2 A more formal definition of DC ............................................................................. 25
3.7.3 The process of Directional Change ........................................................................ 26
4. Head and Shoulders Bottom Pattern (HSBP) Conditions with Directional Change ............ 28
4.1 The current issues for searching for Head and Shoulders Bottom Pattern .................... 28
4.2 The methodology for recognising Head and Shoulders Bottom Pattern(HSBP) .......... 29
4.3 DC Extreme Point with HSBP ...................................................................................... 29
4.4 Head and Shoulders Bottom Pattern Conditions ........................................................... 31
4.5 Head and Shoulders Trading Strategy ........................................................................... 35
5. Experiments: Trading Under HSBP ...................................................................................... 41
5.1 DCC: From raw data to Directional Changes ............................................................... 43
5.2: HSBP_Detector: From DCs to Potential HSBP ........................................................... 47
5.2.1 A review of HSBP Conditions with an example .................................................... 47
5.2.2 Scanning for potential HSBPs ................................................................................ 51
35.3 HSBP_Strategy: Evaluating HSBP trading strategy ..................................................... 54
5.3.1 An example of HSBP trading strategy Li-1, with the module of HSBP_Strategy . 56
5.4 An overview of SH-1 workflow .................................................................................... 63
5.5 Result ............................................................................................................................ 64
6. Discussion ............................................................................................................................ 67
6.1 The advantage of DC in the definition of HSBP ........................................................... 67
6.2 Different thresholds produce different number of potential HSBPs. ............................ 68
6.3 Uncommon HSBPs ....................................................................................................... 69
6.4 Comparison to previous work ....................................................................................... 71
7. Conclusion ........................................................................................................................... 73
7.1 The significance of this thesis ....................................................................................... 73
7.2 Future works.................................................................................................................. 74
REFERENCE .............................................................................................................................. 76
APPENDIX ................................................................................................................................ 78
4 1.1.1 Introduction of previous works on HSBP
5 d 61.2 Research Aim and Objectives
This research aims to propose a rigorous definition of Head and Shoulders Bottom Patterns (HSBP) based on the method of Directional Change. Having a precise definition of HSBP will then allow us to evaluate the effectiveness of a HSBP based trading strategy. This thesis proposes the following steps to realise our objective ofHSBP definition.
1. 2. 3. 7 4.1.3 The contributions of this research
1. 2.1.4 The experiment of this project
8 2.2.1 Early development of technical analysis
9Richard W. Schabacker comprehensively
introduced Technical Analysis in Charts and Patterns in his trading class and books [20, 21]. He 10 Also, Schabacker thought the study of chart reading aimed to discover and summarise the standard chart patterns which frequently and unanimously appear. These standard chart patterns help analysts forecast future price movement. In addition, he made great contributions to the development of technical chart patterns. Some famous patterns such as Triangle and Head and Shoulders Patterns were created by him. One of the other important contributions in the history of technical analysis was Technical Analysis of Stock Trends which was published by Edwards and Magee in1948 [6]. Edwards and Magee, based on the research of Richard W. Schabacker and
their extensive experience, discussed several significant chart patterns in particular, which not only introduced the basic concepts of these patterns but also illustrated the practical application of technical patterns with the trading strategies. They discussed how the reversal patterns like Head and Shoulders Patterns were formed, and why there needs to be time to form a standard pattern. Particularly, the authors illustrated the reasons through the points of view of trading behaviour and market psychology to present the trading processes between the buyers and sellers, and finally the result of the formation of a particular pattern in a time period. And many technical manuals have continued to introduce the theory of technical chart patterns based on the works of Richard W. Schabacker and Edwards and Magee [6, 20]. 112.2 Technical analysis with computer application
12 13 14 153.1 Previous Work
3.2 Chart
163.2.1 Line Charts
173.2.2 Bar Charts
183.2.3 Candlestick Chart
193.3 Trends and Price Movements
203.4 Chart Pattern
3.5 Reversal Chart Patterns
213.6 Head and Shoulders Pattern
3.6.1 Head and Shoulders Bottom Pattern (HSBP)
223.6.1.1 Left Shoulder
3.6.1.2 Head
233.6.1.3 Right shoulder
3.6.1.4 Neckline
3.7 Directional Change
243.7.1 Directional Change (DC) events
253.7.2 A more formal definition of DC
263.7.3 The process of Directional Change
2728
4.1 The current issues for searching for Head and Shoulders
Bottom Pattern
294.2 The methodology for recognising Head and Shoulders
Bottom Pattern(HSBP)
4.3 DC Extreme Point with HSBP
30Figure 9. An example of DC summarises with the seven EPs. 31
4.4 Head and Shoulders Bottom Pattern Conditions
3233
34
Figure 10. An example of a valid HSBP.
35Figure 11. Example of a non-HSBP; Condition 5 is not met Įȕ too big Įȕgap between AveEP35 and EP4).
Figure 12. Example of a non-Įȕ
Į ȕgap between AveEP35 and EP4).
4.5 Head and Shoulders Trading Strategy
36Figure 13. An example that the EP7 is confirmed by a certain threshold, while the event of penetrating the neckline has determined before determining the EP7. 37
Richard W. Schabacker and Edwards
and Magee that a long position is opened following the event of penetrating the neckline. Hence, 3839
40
41
42
43
5.1 DCC: From raw data to Directional Changes
4445
Figure 15. An example for DCC process.
Figure 16. An example for the workflow of DCC.
461. 2. 3. 4. 5. 6. 7. 47
5.2: HSBP_Detector: From DCs to Potential HSBP
5.2.1 A review of HSBP Conditions with an example
4849
50
Figure 17. An example to explain Condition 1 4.1
Figure 18. An example to explain Condition 5 and 6.1 Figure 17, 18, 22 and 23 have uploaded on Dropbox:
515.2.2 Scanning for potential HSBPs
52Figure 19. The Mechanism of scanning for potential HSBPs. Figure 20. The mechanism of determining a potential HSBP by 6 conditions, an example. 53
54
5.3 HSBP_Strategy: Evaluating HSBP trading strategy
5556
Workflow of HSBP_Strategy
Step 2Step 1
Step 3
PhaseRaw Data
Open long
position YesOP_Rule
Close long
positionSL_Rule
SP_Rule
No BreakHSBP_Detector
HSBP_Strategy
Potential
HSPBsFigure 21. A workflow of HSBP_Strategy.
5.3.1 An example of HSBP trading strategy Li-1, with the module of HSBP_Strategy
5758
59
Figure 22. An example to illustrate OP_Rule and SP_Rule. 60
61
62
Figure 23. An example that HSBP_Strategy closed the long position for stop loss. 2
2 NSSC is the symbol of NAPCO Security Technologies, Inc.
635.4 An overview of SH-1 workflow
TALTmaxTmin (See Section 4.4)
64Raw data
Directional
Change
Computing
(DCC)Extreme
Points
(EPs)HSBP_Detector
Potential
HSBPsHSBP_Strategy
Trading
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