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Which of the following can’t be a compon...

Which of the following can’t be a component of a time series?

A

Seasonality

B

Cyclical

C

Trend

D

Mean

Text Solution

AI Generated Solution

The correct Answer is:
To determine which of the following options can't be a component of a time series, we will analyze each option provided: 1. **Seasonality** 2. **Cyclical** 3. **Trend** 4. **Mean** ### Step-by-Step Solution: **Step 1: Understand the components of a time series.** A time series is a sequence of data points typically measured at successive times, spaced at uniform time intervals. The main components of a time series include: - **Trend**: The long-term movement in the data. - **Seasonality**: Regular fluctuations that occur at specific intervals, such as monthly or quarterly. - **Cyclical**: Fluctuations that occur at irregular intervals, often influenced by economic or business cycles. - **Irregular**: Random or unpredictable variations. **Step 2: Analyze each option.** - **Option 1: Seasonality** - This is a recognized component of time series. - **Option 2: Cyclical** - This is also a recognized component of time series. - **Option 3: Trend** - This is a fundamental component of time series. - **Option 4: Mean** - The mean is a statistical measure that summarizes data but is not considered a component of a time series. **Step 3: Conclusion.** Based on the analysis, the mean is not a component of a time series. Therefore, the answer is: **Final Answer: Mean**
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