Periodic Frequencies for PMTC

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From the Update 11/9/2010: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 13 trading sessions.

Frequency Analysis based on Monthly Comb

Frequency Analysis based on Monthly Comb of Parametric Technology Corporation

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, the fluctuations seen in financial data are almost never exactly periodic, complicating most attempts to take advantage of these cycles.

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.

New methods had to be invented to deal with the seeming mathematical absurdity in the notion of non-periodic cycles.




General Market Conditions

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More than 70 Hi-Rez charts daily for Parametric Technology Corporation:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 18.00
Sawtooth = 52.36
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High17.0929.0020.0021.40 %
Low17.2732.0018.0019.35 %
Recent HighPriceRecent LowPrice Cycle
Tuesday, August 24, 201016.8936
Wednesday, August 04, 201018.6631
Friday, July 02, 201015.4718
Monday, June 21, 201017.2742
Tuesday, June 08, 201015.3221
Wednesday, April 21, 201019.9735
Friday, May 07, 201016.6429
Tuesday, March 02, 201018.2931


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
130.50
170.47
240.39
220.32
280.25
310.22
340.22
260.20
370.18
410.16
590.14



Frequency Analysis based on Quarterly Comb

PMTC:  Frequency Analysis based on Quarterly Comb

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 83.00
Sawtooth = 50.50
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High46.6090.00136.0027.13 %
Low45.4683.0094.0022.00 %
Recent HighPriceRecent LowPrice Cycle
Tuesday, June 08, 201015.32232
Wednesday, April 21, 201019.97224
Tuesday, July 07, 200910.6983
Monday, June 01, 200912.84100
Monday, March 09, 20097.2172
Tuesday, January 06, 200913.23101
Thursday, November 20, 20089.4899
Tuesday, August 12, 200821.30158


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
130.29
170.26
220.24
240.22
150.20
730.15
1640.14
590.14
310.14
910.13
1110.12



Frequency Analysis based on Yearly Comb

Frequency Analysis based on Yearly Comb of Parametric Technology Corporation

Representative Cycle (Trading Sessions) = 0.00
Sawtooth = 43.19
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High0.000.000.000.00 %
Low0.000.000.000.00 %
Recent HighPriceRecent LowPrice Cycle
Monday, March 09, 20097.21251
Tuesday, August 12, 200821.30284
Monday, March 10, 200813.68427
Wednesday, June 27, 200721.77492
Tuesday, June 27, 200611.73491
Wednesday, July 13, 200517.921128
Friday, July 16, 200410.15443
Thursday, January 11, 200141.56265


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
3723.21
93.04
8192.79
2412.70
4102.64
4552.59
2162.37
5122.31
2562.21
2282.08
151.78




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PMTC




Parametric Technology Corporation












Average Sawtooth based on Monthly Combo

PMTC:  Average Sawtooth based on Monthly Combo

PMTC




Parametric Technology Corporation









Average Sawtooth based on Bi-weekly Combo

Average Sawtooth based on Bi-weeklyly Combo of Parametric Technology Corporation



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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