Frequency Analysis of VAR

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From the Update 11/8/2010: The strongest frequency, according to classical frequency analysis, is an oscillation with a length of 152 trading sessions.

Frequency Analysis based on Monthly Comb

VAR:  Frequency Analysis based on Monthly Comb

Short term fluctuations that seem to repeat with a regular frequency are often (even generally) seen in stock price charts. 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.

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




General Market Conditions

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More than 70 Hi-Rez charts daily for Varian Medical Systems, Inc.:

Frequency from Monthly Comb Filter
Representative Cycle (Trading Sessions) = 33.00
Sawtooth = 49.36
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High16.4233.0016.0013.34 %
Low17.1933.0025.009.77 %
Recent HighPriceRecent LowPrice Cycle
Tuesday, August 24, 201052.0836
Wednesday, August 04, 201056.9731
Friday, July 02, 201051.5329
Monday, June 21, 201054.1334
Friday, May 21, 201048.5270
Monday, May 03, 201057.2712
Thursday, April 15, 201057.4650
Wednesday, February 10, 201047.3336


Fourier Transform after Digital Filter M

Cycle LengthFourier Amplitude
140.40
180.37
220.36
200.33
260.25
290.24
590.21
340.19
310.18
510.14
380.14



Frequency Analysis based on Quarterly Comb

Frequency Analysis based on Quarterly Comb of Varian Medical Systems, Inc.

Frequency from Quarterly Comb Filter
Representative Cycle (Trading Sessions) = 86.00
Sawtooth = 44.71
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High47.4089.0049.0019.67 %
Low49.7986.0042.0018.26 %
Recent HighPriceRecent LowPrice Cycle
Tuesday, August 24, 201052.0865
Thursday, April 15, 201057.46147
Friday, May 21, 201048.52156
Monday, September 14, 200944.1272
Wednesday, October 07, 200939.1462
Tuesday, June 02, 200938.2079
Friday, July 10, 200931.6486
Friday, February 06, 200938.89120


Fourier Transform after Digital Filter Q

Cycle LengthFourier Amplitude
1520.22
1640.21
180.20
590.18
200.17
220.16
530.15
1950.14
2410.13
760.13
1860.12



Frequency Analysis based on Yearly Comb

Frequency Analysis based on Yearly Comb of Varian Medical Systems, Inc.

Representative Cycle (Trading Sessions) = 0.00
Sawtooth = 48.94
Peak TypeAvg. CycleMedian CycleCycle ModeCycle Amplitude
High0.000.000.000.00 %
Low0.000.000.000.00 %
Recent HighPriceRecent LowPrice Cycle
Monday, March 09, 200927.45370
Friday, August 15, 200864.97150
Friday, January 11, 200854.26300
Tuesday, September 18, 200737.82291
Tuesday, October 31, 200654.86189
Friday, July 21, 200641.33310
Wednesday, February 01, 200660.63285
Thursday, April 28, 200532.63183


Fourier Transform on Raw Closing Prices

Cycle LengthFourier Amplitude
5124.90
8193.77
5853.53
4553.23
2412.04
2282.01
1641.94
3721.83
6831.83
4101.82
2931.46




Breaking News:

Friday, November 12, 2010: We have news on Cree, Inc., ticker symbol CREE. Signs of an over-bought condition have become noticable. Also, there are breaking events concerning Intel and PetSmart, Inc.

From the News Archive: (11/11/2010 ) Favorable events happened at Exxon Mobil, Ingersoll-Rand Company Limited, and Concur Technologies, Inc.. Meanwhile, bad news came from International Game Technology.



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VAR




Varian Medical Systems, Inc.












Average Sawtooth based on Monthly Combo

VAR:  Average Sawtooth based on Monthly Combo

VAR




Varian Medical Systems, Inc.









Average Sawtooth based on Bi-weekly Combo

Average Sawtooth based on Bi-weeklyly Combo of Varian Medical Systems, 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.

Bullish or bearish moods may be reflected in the steepness of the buying and selling slopes, particularly as they change through time. 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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