Random Number Generation

Random Number Generation

A random number generator (RNG) is a computational or physical device designed to generate a sequence of numbers or symbols that lack any pattern, i.e. appear random.

The many applications of randomness have led to the development of several different methods for generating random data. Many of these have existed since ancient times, including dice, coin flipping, the shuffling of playing cards, the use of yarrow stalks (by divination) in the I Ching, and many other techniques. Because of the mechanical nature of these techniques, generating large numbers of sufficiently random numbers (important in statistics) required a lot of work and/or time. Thus, results would sometimes be collected and distributed as random number tables. Nowadays, after the advent of computational random number generators, a growing number of government-run lotteries, and lottery games, are using RNGs instead of more traditional drawing methods. RNGs are also used today to determine the odds of modern slot machines.

Several computational methods for random number generation exist, but often fall short of the goal of true randomness — though they may meet, with varying success, some of the statistical tests for randomness intended to measure how unpredictable their results are (that is, to what degree their patterns are discernible).

Read more about Random Number Generation:  Practical Applications and Uses, "True" Random Numbers Vs. Pseudorandom Numbers, By Humans, Post-processing and Statistical Checks, Other Considerations, Low-discrepancy Sequences As An Alternative, Activities and Demonstrations

Famous quotes containing the words random, number and/or generation:

    We should stop looking to law to provide the final answer.... Law cannot save us from ourselves.... We have to go out and try to accomplish our goals and resolve disagreements by doing what we think is right. That energy and resourcefulness, not millions of legal cubicles, is what was great about America. Let judgment and personal conviction be important again.
    Philip K. Howard, U.S. lawyer. The Death of Common Sense: How Law Is Suffocating America, pp. 186-87, Random House (1994)

    Envy has blackened every page of his history.... The future, in its justice, will number him among those men whom passions and an excess of activity have condemned to unhappiness, through the gift of genius.
    Eugène Delacroix (1798–1863)

    In all our efforts to provide “advantages” we have actually produced the busiest, most competitive, highly pressured and over-organized generation of youngsters in our history—and possibly the unhappiest. We seem hell-bent on eliminating much of childhood.
    Eda Le Shan (b. 1922)