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Record Nr. |
UNINA9910800115603321 |
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Autore |
Mustafy Tanvir |
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Titolo |
Statistics and Data Analysis for Engineers and Scientists / / Tanvir Mustafy and Tauhid Ur Rahman |
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Pubbl/distr/stampa |
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Singapore : , : Springer, Springer, , [2024] |
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©2024 |
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ISBN |
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Edizione |
[First edition.] |
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Descrizione fisica |
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1 online resource (190 pages) |
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Collana |
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Transactions on Computer Systems and Networks Series |
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Disciplina |
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Soggetti |
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Engineering - Statistical methods |
Mathematical statistics - Asymptotic theory |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di bibliografia |
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Includes bibliographical references. |
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Nota di contenuto |
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Intro -- Contents -- About the Authors -- 1 Introduction -- 1.1 General Overview -- 1.1.1 Use of Scientific Data -- 1.1.2 Importance of Statistics -- 1.1.3 Statistics and Engineering -- 1.1.4 Two Basic Concepts-Population and Sample -- 1.1.5 Variable of Interest, Statistical Population, and Sample -- 1.1.6 Variability in Scientific Data -- 1.2 Collection of Data -- 1.2.1 Experimental Design -- 1.2.2 Why Assign Experimental Units Randomly -- 1.3 Measures of Location: The Sample Mean and Median -- 1.4 Other Measures of Locations -- 1.5 Exercises -- 1.6 Measures of Variability -- 1.6.1 Sample Standard Deviation and Sample Range -- 1.6.2 Units of Standard Deviation and Variance -- 1.7 Exercises -- 1.8 Discrete and Continuous Data -- 1.9 Statistical Modeling, Scientific Inspection, and Graphical Diagnostics -- 1.9.1 Scatter Plot -- 1.9.2 Stem-and-Leaf Plot -- 1.9.3 Histogram -- 1.9.4 Box-and-Whisker Plot or Box Plot -- 1.9.5 Other Distinguishing Features of a Sample -- 1.10 Exercises -- References -- 2 MATLAB -- 2.1 MATLAB -- 2.1.1 Introduction to MATLAB -- 2.1.2 Some Basic Commands in MATLAB -- 2.2 Script Files -- 2.3 Function Files -- 2.4 Arrays and Matrices -- 2.5 Homework Problems -- 2.6 Mathematical Operations -- 2.6.1 Relational Operations -- 2.6.2 Trigonometric Functions -- 2.6.3 Other Trigonometric Functions -- 2.7 Algebraic Functions -- 2.7.1 Solving a Linear Equation -- 2.7.2 Polynomial Curve Fitting -- 2.8 Data Analysis and Statistics -- 2.9 |
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Two-Dimensional Plots -- 2.9.1 Basic 2D Plots -- 2.9.2 Modifying Plots with the Plot Editor -- 2.9.3 Specialized 2D Plots -- 2.10 Three-Dimensional Plots -- 2.10.1 Mesh and Surface Plot Examples -- 2.10.2 Modifying an Existing Plot -- 2.10.3 Loops -- 2.11 Numerical Analysis -- 2.11.1 Roots of Polynomials -- 2.12 Exercises -- 3 Excel -- 3.1 Introduction to Excel -- 3.2 The Fundamentals of Microsoft Excel. |
3.2.1 Worksheets and Workbooks -- 3.2.2 Rows, Columns, Cells -- 3.2.3 Data Formatting -- 3.3 Inputting Functions and Formulas -- 3.3.1 Directly in the Cells -- 3.3.2 Using the Formula Bar -- 3.4 Some Important Mathematical Operations -- 3.4.1 SUM -- 3.4.2 MIN and MAX -- 3.4.3 SUMPRODUCT -- 3.4.4 Homework Problem -- 3.5 Trigonometric Functions -- 3.5.1 Units: Radians and Degrees -- 3.5.2 SIN, COS, TAN -- 3.6 Measures of Location and Variation -- 3.6.1 Mean, Median, Mode -- 3.6.2 Variance and Standard Deviation -- 3.6.3 Quartiles and Percentiles -- 3.6.4 Box-and-Whisker Diagram -- 3.6.5 Homework Problem -- 3.7 Correlation and Regression Modeling -- 3.7.1 Pearson's Correlation Coefficient -- 3.7.2 Scatter Diagrams and Trendlines -- 3.7.3 Linear Models -- 3.7.4 Nonlinear Models -- 3.7.5 Homework Problem -- 3.8 Graphs and Charts -- 3.8.1 Pie Charts -- 3.8.2 Bar Charts -- 3.8.3 Histograms -- 3.8.4 Homework Problems -- 3.9 Financial Data Analysis -- 3.9.1 Currency Formatting -- 3.9.2 Simple and Compound Interest -- 3.9.3 Number of Payments (NPER & -- PDURATION) -- 3.9.4 Depreciation Using the Straight-Line Method -- 3.9.5 Homework Problems -- 3.10 Exercises -- 4 SPSS -- 4.1 Introduction to SPSS -- 4.1.1 Creating and Defining Variables -- 4.1.2 Entering and Sorting Data -- 4.2 Measures of Dispersion -- 4.2.1 Central Tendency and Dispersion -- 4.2.2 Quartiles and Percentiles -- 4.2.3 Box-and-Whisker Plot -- 4.2.4 Frequency Distribution -- 4.2.5 Homework Problem -- 4.3 Correlation -- 4.3.1 Scatter Plots -- 4.3.2 Pearson's Correlation Coefficient -- 4.3.3 Homework Problem -- 4.4 Regression Analysis -- 4.4.1 Simple Linear Regression -- 4.4.2 Homework Problems -- 4.5 Graphs and Charts -- 4.5.1 Line Graphs -- 4.5.2 Coding the Data -- 4.5.3 Bar Charts -- 4.5.4 Pie Charts -- 4.5.5 Histogram -- 4.5.6 Homework Problems -- 4.6 Inferential Statistics. |
4.6.1 Analysis of Variance (ANOVA) -- 4.6.2 Homework Problem -- 4.6.3 Exercises. |
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