Frequency Analysis of ACS

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From the Update 2/5/2010: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 9 trading sessions.

Frequency Analysis based on Monthly Comb

Frequency Analysis based on Monthly Comb of Affiliated Computer Services, Inc.

Even a casual examination of historical price lines seems to reveal cycles or regular short term fluctuations that continue repeating. Through the years, technicians have expended much effort to measure and exploit these cycles. It would appear simple enough to do a frequency analysis on the time series. But the cycles or periods that seem so easy to see in the price data, have proven to be surprisingly difficult to measure by classical methods. The classical methods apply to stationary cycles of exactly regular period. We can easily remove the trends from historical price data to make the series stationary. However, attempts to exploit the market cycles are foiled by the deviation from strictly periodic behavior required by ordinary analysis.

One factor in the behaviour of market fluctuations is "Anticipation". When speculators detect a cycle in prices, they will buy earlier before the peak, and sell earlier before the dip. This phenomena causes an increase in frequency, and eventually a breakup of the established cycle. Traditional frequency analysis methods such as the Fourier Transform, break down badly attempting to deal with these irregularities.

Wilder estimated that there was an important period of about 28 trading sessions. The half cycle of this period (14 sessions) is a default factor in many of the technical indicators. We have found this to be a reasonable figure, even in today's markets, but there is significant variation between issues. Some companies just seem to have faster or slower cycles for one reason or another, and the indicators may be more accurate when fitted to the situation.

The paradoxical condition of variable length periods forces the adoptation of some new forms of analysis.




General Market Conditions

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Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 31.00
Sawtooth = 51.11
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High16.6828.0016.0013.00 %
Low17.8931.0018.0013.07 %
Recent HighPriceRecent LowPrice Cycle
Tuesday, September 29, 200955.3225
Tuesday, September 08, 200944.1841
Monday, August 24, 200945.6017
Friday, July 10, 200942.9840
Thursday, July 30, 200948.3633
Wednesday, May 13, 200943.7046
Friday, June 12, 200946.4144
Monday, March 09, 200944.0330


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
90.55
110.40
200.37
140.30
260.27
240.18
370.15
310.15
510.14
390.13
330.12



Frequency Analysis based on Quarterly Comb

Frequency Analysis based on Quarterly Comb of Affiliated Computer Services, Inc.

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 39.00
Sawtooth = 43.48
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High49.3184.0039.0019.83 %
Low49.3884.0040.0015.95 %
Recent HighPriceRecent LowPrice Cycle
Tuesday, September 08, 200944.1841
Thursday, July 30, 200948.3677
Friday, July 10, 200942.9840
Thursday, April 09, 200950.8339
Wednesday, May 13, 200943.70118
Thursday, February 12, 200948.83109
Thursday, November 20, 200835.7277
Monday, September 08, 200853.6258


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
90.37
120.25
140.19
170.18
200.17
260.16
1580.15
850.15
1370.15
790.14
890.13



Frequency Analysis based on Yearly Comb

ACS:  Frequency Analysis based on Yearly Comb

Representative Cycle (Trading Sessions) = 0.00
Sawtooth = 57.94
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High0.000.000.000.00 %
Low0.000.000.000.00 %
Recent HighPriceRecent LowPrice Cycle
Thursday, November 20, 200835.72252
Monday, June 16, 200857.08290
Wednesday, November 21, 200740.39212
Monday, April 23, 200761.45289
Monday, January 22, 200748.00153
Monday, February 27, 200663.46293
Monday, June 12, 200646.74284
Tuesday, December 28, 200460.76246


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
3412.64
2932.18
1581.96
91.92
6831.90
5121.70
2561.53
2281.43
111.37
1371.28
1861.27




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ACS




Affiliated Computer Services, Inc.












Average Sawtooth based on Monthly Combo

ACS:  Average Sawtooth based on Monthly Combo

ACS




Affiliated Computer Services, Inc.









Average Sawtooth based on Bi-weekly Combo

Average Sawtooth based on Bi-weeklyly Combo of Affiliated Computer Services, Inc.



A comparison of the average distance (in time) from each periodic high to to next periodic low, against the distance to the following high point, yields the Sawtooth Statistic. The mid-point, corresponding to a perfect sine wave, is 50 percent. Values less than this indicate the sell slope is steeper than the buy slope, while values over 50 percent show the opposite.

This is supposed to indicate the degree of fear or greed. The chart represents the sawtooth percentage of (approximately) monthly cycles over the past year, and of the (approximately) bi-weekly cycles, averaged over the past six months.




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