statistics 300: introduction to probability and statistics section 1-1
TRANSCRIPT
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Statistics 300:Introduction to Probability
and Statistics
Section 1-1
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What is this class all about?
Definitions of “Statistics” as a “field of study”
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Definitions of “Statistics”
• George Box: “The art and science of making sense out of data”
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Definitions of “Statistics”• George Box: The art and science
of making sense out of data
• Data contain both “information” and “disinformation” [“sense” and “nonsense”]
• Emphasize information and disregard disinformation
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Definitions of “Statistics”
• R.A. Fisher:
Statistical method and scientific method are synonymous
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Scientific Method = Statistical Method
Hypothesis about howthe world works
DesignExperiment
CollectData
AnalyzeData
ReviseHypothesis
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Definitions of “Statistics”
• M.F. Triola (author of textbook) : • Collection of methods for planning
experiments, obtaining data, and then organizing, summarizing, presenting, analyzing, interpreting, and drawing conclusions based on the data.
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More Definitions
• Data
• Population
• Census
• Sample
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Data• Collections of observations
Measurements, genders, survey responses, etc.
• Contain both information and disinformation Learn from information Discard disinformation
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“Big” Data• Volume
• Velocity
• Variety All newspaper articles yesterday All photos put on Facebook today All the Tweets in the last hour All YouTube videos posted last month All satellite temperature data from 2013
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Population
• More general than the way we usually use the word
• A complete collection of all elements to be studied
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1. Weights of all dogs in CA shelters2. Annual fuel economy of all
Toyotas registered in Sacramento3. Grams of fat in all McDonald’s
hamburgers served last year
Populations are collections of Measurements or Values
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4. (Future) Monthly rainfall in Sacramento for all months in the coming century5. (Past) Monthly rainfall in Sacramento for all months during the 1900’s
Populations are collections of Measurements or Values
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6. (Conceptual / Abstract) Sale prices of all homes in Sacramento if they were sold in today’s market
Populations are collections of Measurements
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Census• The act of observing every
element in a specified population
• The set of data that results from carrying out a census• A comprehensive “sample”
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Sample• A subset of the elements in a
specified population– Weights of 10 dogs
– Fuel economies of 42 Toyotas
– Fat grams in 20 hamburgers
–Values of 327 homes
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Sample• A subset of the elements in a
specified population–The fuel economy (miles per
gallon) for 27 Toyotas
–The monthly rainfall for 20 random years in Sacramento