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The performance analysis <strong>of</strong> chart patterns 207<br />

– td is the start<strong>in</strong>g time for the pattern: td ¼ maxt ðPtVtðE2; E4Þ;<br />

t < tE1Þ<br />

– tf is the end<strong>in</strong>g time for the pattern: tf ¼ m<strong>in</strong>t ðPtVtðE2; E4Þ;<br />

t > tE5Þ<br />

– td − (f − d) = td −(tf − td) – tf +(f− d) = tf +(tf − td) – m is the average time that the shoulders take for their total completion:<br />

m ¼ tE ð td 2 ÞþðtftE4Þ 2<br />

– Ptm<strong>in</strong> is the smallest price observed <strong>in</strong> the time <strong>in</strong>terval<br />

¼ m<strong>in</strong> ðPtÞ td ðfdÞ t td<br />

[t d − (f − d), t d]: Ptm<strong>in</strong><br />

If a sequence <strong>of</strong> five extrema satisfies the above conditions, they build up a<br />

Head and Shoulders chart pattern. Theoretically, at the completion <strong>of</strong> this chart<br />

pattern, the price must go down for at least the height <strong>of</strong> the head, h. Furthermore,<br />

the objective price detected by the chart pattern has to be reached with<strong>in</strong> the time<br />

<strong>in</strong>terval [tf , tf +(f − d)]. In other words, the price has to reach at least P(obj) such<br />

that:<br />

3.3 The performance measures<br />

PðobjÞ ¼ Ptf h: (3)<br />

Detected chart patterns are analyzed <strong>in</strong> terms <strong>of</strong> predictability and pr<strong>of</strong>itability. In<br />

other words, we study the capability <strong>of</strong> each chart pattern to predict the future price<br />

trend just after the chart completion and the pr<strong>of</strong>it that a dealer could realize when<br />

he applies a trad<strong>in</strong>g rule.<br />

3.3.1 Predictability<br />

Follow<strong>in</strong>g its completion, the chart pattern can be used to forecast the future price<br />

trend. More precisely, it predicts the price objective which has to be reached. We<br />

denote by h the predicted price variation, and by tf and t d , respectively, the time at<br />

the end and at the beg<strong>in</strong>n<strong>in</strong>g <strong>of</strong> the chart pattern. If the pattern predicts a downward<br />

trend, the price objective is given by Eq. (3). This price objective has to be reached<br />

with<strong>in</strong> the time <strong>in</strong>terval [t f , t f +(f − d )]. In such cases, we can measure the actual<br />

price reached <strong>in</strong> this time <strong>in</strong>terval by comput<strong>in</strong>g P a such that:<br />

Pa ¼ m<strong>in</strong> Pt tf t tfþðfdÞ : (4)<br />

The value <strong>of</strong> the observed trend is then:<br />

trend ¼ Ptf Pa: (5)<br />

The predictability criterion is def<strong>in</strong>ed as follows:<br />

pred ¼ trend<br />

: (6)<br />

h

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