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Tukey統計學講義(探索性數據分析)(英文版)/隨機數學經典

  • 作者:(美)約翰·圖基|責編:陳亮//劉葉青
  • 出版社:世圖出版公司
  • ISBN:9787519296063
  • 出版日期:2023/07/01
  • 裝幀:平裝
  • 頁數:688
人民幣:RMB 129 元      售價:
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內容大鋼
    本書是探索性數據分析(Exploratory Data Analysis,EDA)提出者、「數據科學之父」約翰·圖基(John Tukey)的經典著作,書中尤其強調對數據分析採取更靈活態度以及仔細探索數據以了解其中可能包含哪些結構和信息的重要性。探索性數據分析是現代數據科學的鼻祖,建立了數據科學的關鍵基礎。

作者介紹
(美)約翰·圖基|責編:陳亮//劉葉青

目錄
1 SCRATCHING DOWN NUMBERS (stem-and-leaf)
  Comments about the index page
  1A Quantitative detective work
  1B Practical arithmetic
  1C Scratching down numbers
  ID Doing better with stem-and-leaf
  1E Using the right number of stems
  lF How to count by tallying
  IG What does it mean to "feel what the data are like"?
  1H How far have we come?
  1K How to use stem-and-leaf to pick up additional information (optional technique)
  1P Additional problems
2 SCHEMATIC SUMMARIES (pictUres and numbers)
  2A Extremes and median
  2B Hinges and 5-number summaries
  2C Box-and-whisker plots
  2D Fences, and outside values
  2E Schematic plots
  2F Pros and cons; the Rayleigh example
  2G Eighths, sixteenths, etc.
  2H How far have we come?
3 EASY RE-EXPRESSION
  3A Logarithms = logs
  3B Quick logs
  3C Comparisons of two batches
  3D Quick roots and quick reciprocals
  3E Looking quickly
  3F Counted data
  3G Relation among powers and logs (optional)
  3H How far have we come?
  3K How to think about logs (background)
  3P Additional problems
4 EFFECTIVE COMPARISON (Including well-chosen expression)
  4A Alternative forms of display of summaries
  4B Comparing several batches (continued)
  4C A more extensive example
  4D The meaning of comparison
  4E Adjustments, rough and exact
  4F Residuals
  4H How far have we come?
  4P Additional problems
5 PLOTS OF RELATIONSHIP
  5A How to plot y against x
  5B Looking at subtraction
  5C Subtracting straight lines
  5D Plotting the population of the U.S.A.
  5E Plotting the ratio of births to deaths
  5F Untilting defines "tilt"
  5H How far have we come?
  5P Additional problems

6 STRAIGHTENING OUT PLOTS (using three points)
  6A Looking at three points
  6B Re-expressing y alone
  6C Re-expressing x alone
  6D A braking example
  6E The vapor pressure of HzO
  6F Re-expressing the second variable
  6G Wise change of origin as a preliminary
  6H How far have we come2
  6P Additional problems
7 SMOOTHING SEQUENCES
  7A Medians of 3
  7B Eye resmoothing
  7C Looking ahead
  7D Copying-on--and more, usually.
  7E Blurring the smooth--and setting the fences
  7F Splitting peaks and valleys
  7G Harming
  7H How far have we come?
7+ OPTIONAL SECTIONS FOR CHAPTER 7
  7I Breaking a smooth
  7J Choice of expression
  7K A two-section example
  7M How much more may we have learned?
8 PARALLEL AND WANDERING SCHEMATIC PLOTS
  8A Parallel schematic plots
  8B Smoothing the cross-medians
  8C Smoothing broken hinges
  8D Dealing with the two questions
  8E Wandering schematic plots
  8F A more demanding example: Governor's salary and bank deposits
  8G Further questions/analysis in the example
  8H How far have we come?
  8I The need to smooth both coordinates (optional)
9 DELINEATIONS OF BATCHES OF POINTS
  9A E-traces and D-traces
  9B Simple delineation--Twin Rivers again
  9C Reduced and schematic delineations
  9D What our schematic plots and delineations have missed
  9E Three variables at once--or more
  9H How far have we come?
10 USING TWO-WAY ANALYSES
  10A Two-way residuals; row-PLUS-column analysis
  10B The row-PLUS-column fit
  10C Some points of technique
  10D Row-TIMES-column analysis
  10E Looking at row-PLUS-column fits and their residuals
  10F Fitting one more constant
  10G Converting PLUS to TIMES; re-expression
  10H How far have we come?

11 MAKING TWO-WAY ANALYSES
  11A Taking medians out
  11B Alternative organizations of the arithmetic
  11C Making the core of a two-way plot
  l1D Going on with the residuals
  11E Coding residuals; condensing fits and residuals
  11F We can combine!
  11G Guidance for expression
  11H How far have we come?
11+ OPTIONAL SECTIONS FOR CHAPTERS 10 AND 11
  11I Exploring beyond PLUS-one (extends Chapter 10)
  11J Taking out any summary
  11K An example of re-expression--city killings
  IlL An unusual fit
  11M How much more may we have learned?
12 ADVANCED FITS
  12A PLUS-one fits
  12B Pictures for "-PLUS-one" fits
  12C Making those pictures
  12D Sometimes we can have parallel-line plots, still
  12E More extended fits
  12F Simplification is sometimes possible
  12H How far have we come7
13 THREE-WAY FITS
  13A Three- and more-way analyses: Arrangement and tagging
  13B An analysis of the psychological example
  13C Making three-way analyses
  13D Three-way re-expression
  13E More about the example
  13H How far have we come?
14 LOOKING IN TWO OR MORE WAYS AT BATCHES OF POINTS
  14A Coordinates and level traces
  14B Different middle traces for the same slices
  14C An explanation
  14D Changing the slicing coordinate
  14E What matters?
  14F Rematching and strength of relationship
  14H How far have we come?
  14I The ubiquity of medians (optional section)
15 COUNTED FRACTIONS
  15A Started counts and counted fractions
  15B Three matched scales for counted fractions
  15C Quicker calculation
  15D Examples where careful expression clearly pays off
  15E Double folding--the 2 x 2 case
  15F Double folding--larger cases
  15G Easy froots and flogs with a slide rule (optional)
  15H How far have we come?
16 BETTER SMOOTHING
  16A Reroughing

  16B Some examples
  16C If we want things still smoother
  16D Further possibilities
  16H How far have we come?
17 COUNTS in BIN after BIN
  17A Root smooth and root rough
  17B Counts of basic counts
  17C Fitting to smoothed roots
  17D Corn borers, wheat prices, and Student's simulations
  17E Bins of unequal width
  17F Double roots
  17G Cautionary examples
  17H How far have we come?
18 PRODUCT-RATIO PLOTS
  18A Sizes and counts
  18B Product-ratio analysis
  18C Forcing the unusual to be noticed
  18D Comparisons between collections
  18E Looking at the smallest basic count
  18F When zeros are counted
  18G Under the microscope
  18H How far have we come?
19 SHAPES OF DISTRIBUTION
  19A Looking at shapes of distribution
  19B The Gaussian reference
  19C Using letter values to look at shapes of distribution
  19D Pushback technique (optional section)
  19H How far have we come?
20 MATHEMATICAL DISTRIBUTIONS
  20A Binnings vs.distributions
  20B Densities for distributions vs.densities for binnings
  20C Tables and pictures comparing two sets of shapes of distributions
  20H How far have we come?
21 POSTSCRIPT
  21A Our relationship to the computer
  21B What has been omitted?
  21C How should the past chapters look different?
  21D What have we been introduced to?
GLOSSARY
INDEX TO REFERENCE TABLES
ALPHABETICAL INDEX
FRONTPAPERS
  1.Break table for two-decimal logs
  2.Break table for (square) roots
  3.Main break table--digits of negative reciprocals
REARPAPERS
  4.Pluralities, folded roots, folded logarithms
  5.Values of □(數學公式)
  6.Values of □(數學公式)

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