relative frequency
Học thuậtThân thiện
Definition
- Noun:
- A statistical measure: "Relative frequency" refers to the proportion or ratio of the number of times a specific event or outcome occurs to the total number of observations or trials in a dataset or experiment. It is a fundamental concept in statistics for estimating probability.
Usage
- "Relative frequency" is used to describe how often something happens relative to the size of the data set. It is calculated by dividing the frequency of a particular event by the total number of events.
- It is commonly used in data analysis, probability theory, and when summarizing the distribution of categorical data.
Examples
- Noun:
- The relative frequency of rolling a six on a fair die is approximately 1/6.
- In the survey, the relative frequency of respondents who prefer online shopping was 0.65.
- Calculating the relative frequency helps visualize the data distribution in a histogram.
Advanced Usage
- "Law of Large Numbers" connection: As the number of trials increases, the relative frequency of an event tends to get closer to its theoretical probability.
- According to the law of large numbers, the relative frequency of heads will approach 50% as you flip a coin more times.
- In data presentation: Often presented as a decimal, fraction, or percentage in frequency distribution tables.
- The report presented the relative frequencies of each product defect as percentages.
Variants and Related Words
- Frequency (n): The absolute count or number of times a particular value occurs.
- The frequency of the value "5" in the dataset is 12.
- Cumulative Relative Frequency (n): The sum of the relative frequencies for all values up to a certain point in a data set.
- The cumulative relative frequency gives the proportion of observations below a certain value.
- Probability (n): The theoretical likelihood of an event occurring, often estimated by relative frequency in empirical studies.
Synonyms
- Proportion: A part, share, or number considered in comparative relation to a whole.
- Ratio: The quantitative relation between two amounts showing the number of times one value contains or is contained within the other.
Related Phrases
- Relative frequency distribution: A table or graph that displays the relative frequencies of different outcomes in a dataset.
- The relative frequency distribution clearly showed that most errors occurred in the first phase.
- Empirical probability: Probability based on observed data (relative frequency) rather than theory.
- The empirical probability, calculated as the relative frequency, was different from the expected theoretical value.
Noun
- the ratio of the number of observations in a statistical category to the total number of observations