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The same holds true for the cup with handle pattern, and Red Hat again provides us with a tting example (Figure 10.3). After the initial pattern and 200 percent increase in price, illustrated in Figures 10.1 and 10.2, the stock price eased back signi cantly. It then began forming another (smaller) cup with handle pattern, and as before, the stock nearly tripled in price. Both of these breakouts are highlighted with arrows on the graph. Before continuing, one other fact that should be pointed out is that these price charts are split-adjusted. For long-term charts, this can be extremely signi cant. A stock split has the effect of reducing the price of a stock in proportion to the number of the new shares issued. As a simple example, assume a stock had ve million shares on the market and had a price of $100. Further assume that the board of directors for this company approved a two-for-one stock split. Assuming no further price movement in the stock, on the day of the split, the stock would be priced at $50 (half the former price) and ten million shares would be outstanding (twice as many as before). So the value of the stock as a whole hasn t changed, although the division of the company s shares has. When you are looking at the chart of a stock which has split a number of times, the price of the shares many years ago may seem extremely

Fitzhugh & Fitzhugh (1964b)

Meier & French (1966) 40 30 58 100 100 100 100 73 30 150 44 100 100 21 45 21 21 24 24 21 48 40 48 44 9.5 10.5 12.5 11.5 12.5 12.5 11.5 43 47 65 49 54 44 40 48 60 86 55 30 3.7 (15) 10.3 (12) 12.6 (23) 6.0 (29) 7.5 (24) 1.0 (23) 3.6 (21) 1.8 (20) +5.9 (26) 6.0 (30) 3.4 (50) 4.6 (13) +0.3 (76) 3.3 (28) +8.4 (25) +7.5 (18) +10.5 (24) +13.0 (36) +10.4 (25) +5.4 (31) +12.8 (23) +3.5 (20) +7.9 (22) +7.4 (17) +4.5 (36) +7.4 (17) +10.9 (74) 1.1 (16)

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At this point we can conclude the discussion on single neurons. While this is not a complete treatment of all aspects of single ANs, it introduced those concepts required for the rest of the chapters. In the next chapter we explain learning rules for networks of neurons, expanding on the different types of learning rules available.

Temporal lobe epileptics (postoper.)

Satz (1966)

Satz et al. (1967)

Warrington & James (1967)

FIGURE 10.3 Red Hat actually had two cup with handle patterns in this chart,

Parsons et al. (1969)

1. Explain why the threshold 9 is necessary. What is the effect of 0, and what will the consequences be of not having a threshold 2. Explain what the effects of weight changes are on the separating hyperplane. 3. Which of the following Boolean functions can be realized with a single neuron which implements a SU Justify your answer.

Zimmerman et al. (1970)

Simpson & Vega (1971)

Black (1973)

Goldstein & Shelly (1973)

Black (1974a)

where x1x2 denotes x1 AND x2; x1 + x2 denotes x1 OR x2; x1 denotes NOT xi, 4. Is it possible to use a single PU to learn problems which are not linearly separable 5. Why is the error per pattern squared 6. Can the function |tp op| be used instead of (tp o p ) 2 7. Is the following statement true or false: A single neuron can be used to approximate the function f ( z ) = z2 Justify your answer. 8. What are the advantages of using the hyperbolic tangent activation function instead of the sigmoid activation function

cheap. That is simply a result of the prices being adjusted to take account of the splits. If the chart showed the actual price for every day of the stock s history, the chart would be useless for a technician, because it would have huge gaps in the price every time a split took place. Using split-adjusted data is essential for analyzing the chart, which explains why a stock that traded for $75 in 1974 might show up with a price of $1 during the same timeframe when you examine its graph in the present day. As you have read earlier in this book, the length and strength of a pattern are often related. 3M Corporation provides a remarkable example of a very large cup with handle pattern and its resulting price movement. Figure 10.4 shows a cup being formed from 1974 through 1983 and a handle being formed from 1983 to 1986. Although this is an exceptionally wellformed pattern, even a pattern this good isn t smooth. We are, after all, not looking at a drawing of a physical cup. This is price movement measured over thousands of days, so you can expect a relatively high amount of noise. The experienced chartist learns to lter this out so the pattern is easy to discern. The resistance (on a split-adjusted basis) was at about $1.03, which was hit in 1974, 1983, and 1986. Figure 10.5 shows one of those kinds of charts that make a person wish for a time machine 3M increased eighty- ve fold in price. A $10,000

Black (1974b)

Buffery (1974)

Temporal lobe epileptics (postoper.)

Landsdell & Smith (1975)

Black (1976)

3

Missile wounds to frontal lobes Munder (1976)

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