* Your assessment is very important for improving the workof artificial intelligence, which forms the content of this project
Download Stat 281 Chapter 1 F..
Survey
Document related concepts
Transcript
Stat 281: Introduction to Probability and Statistics A prisoner had just been sentenced for a heinous crime and was returned to his cell. An inquisitive guard could not wait to ask him about the outcome. Guard: “What did you get for a sentence?” Prisoner: “I could choose life or 100 years.” Guard: “And what did you choose?” Prisoner: “Well, life, obviously. Statistically speaking, that is the shorter sentence.” Hmmm… A statistician is a mathematician broken down by age and sex. Did you hear the one about the statistician? Probably…. Statistics means never having to say you’re certain (or wrong). Seriously, though… Definitions are crucial in stats class. If you don’t know the precise meaning of a word, the whole point of the sentence/paragraph/chapter could be lost! Concepts are important in stats class. – Lots of formulas—don’t plug in numbers blindly—understand why – Review and integrate Definitions Data (is/are?) Population (of? Not a number) Finite/Infinite/Practically Infinite Sample (proper subset, finite) Variable (response, random) Parameter/Statistic Greek/Latin Experiment/Observational Study Probability vs. Statistics Probability: Properties of population are known. Make predictions about sample. Statistics: Sample is known. Guess (estimate) properties of population. Statistics (is/are?) – Descriptive – Inferential Types of Data (Variables) Categorical (Class, Attribute, Qualitative) Numeric (Quantitative) – Discrete (Finite or Infinite) Note: Finite/Infinite values, not populations – Continuous (always Infinite) Measurement – Nominal – Ordinal – Interval – Ratio Scales Identify the Data Types 1. The daily high temperature (°F) in Brookings. 2. The make of automobile driven by each student. 3. The defect status of 9 volt batteries being tested. 4. The weight of a lead pencil. 5. The length of time billed for a long distance call. 6. Which brand of cereal children eat for breakfast. 7. The genre of a book checked out of the library. 8. The time until a pain reliever begins to work. Variation No matter what the response variable: there will always be variability in the data. One of the primary objectives of statistics: measuring and characterizing variability. Controlling (or reducing) variability in a manufacturing process: statistical process control. Sampling Methods Sampling Frame Representative Biased and Unbiased Sampling Methods – Convenience – Volunteer – Judgment – Probability (“random”) Probability Sample Designs Simple Random Sample Systematic Sample Stratified – Proportional (Quota) Cluster The Role of Statistics Central to science – Observation and experimentation must culminate with data – Hypotheses are evaluated based on results (data) – Correct conclusions are only possible if data are collected correctly and analyzed correctly Central to many business, industry, and government activities. Anybody who has to make objective decisions needs statistics. Statistical thinking trains us to distinguish coincidences from meaningful patterns Are you above average? The vast majority of people have more than the average number of legs. “When she told me I was average, she was just being mean.” You know how dumb the average person is? Well, half the population is dumber than that!