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Math Review #2. “What happens if you get scared half to death twice?”. “I just got lost in thought. It was unfamiliar territory”. Math Review Friday June 4 2003. Introduction Symbols Operations Central Tendencies Linear Algebra Correlation/Regression Analysis
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Math Review #2 “What happens if you get scared half to death twice?” “I just got lost in thought. It was unfamiliar territory”
Math ReviewFriday June 4 2003 • Introduction • Symbols • Operations • Central Tendencies • Linear Algebra • Correlation/Regression Analysis • System of Equations: Linear/Quadratic • Applied Calculus
Basic Math Review Operations Why logarithms? Power and product rules: logb(xy) = logb(x) + logb(y) logb(xn) = nlogb(x) These rules motivated the introduction of logarithms (by Napier, in early 17th Century) and motivated their use in scientific computation until… computers!
Basic Math Review Operations Why logarithms? Example: Calculate First use logs, then use log tables: y = 75/ 212 Log y = Log (218/ 75) http://www.sosmath.com/tables/logtable/logtable.html
Basic Math Review Operations Solve for x: ln(ea) = bx Solve for y using common logarithms (base 10): y = 175 Find the exponent of 10 that solves for x: x2 = 5.5.10-12
Basic Math Review Central Tendencies The most commonly used descriptive statistics are measures of central tendency The sample mean (: pronounced “x bar”) is: Where Sxi represents the sum of all values in the sample and n represents the sample size
Basic Math Review Central Tendencies • Mean: arithmetic average • Median: middle value of a set of values • Mode: the data value that occurs most often
Basic Math Review Central Tendencies Let’s assume we have a student population (n = 47) But what happens if we have an outlier (skewed distribution )?
Basic Math Review Central Tendencies Let’s assume we have a real student population
Basic Math Review Linear relationships Let’s play… Starbucks anyone?
Basic Math Review Linear Relationships
Basic Math Review Linear Algebra The “slope” (m) of a line is its rate of change: Slope: Dy/Dx or (y2-y1)/(x2-x1)
Basic Math Review Linear Realtionships The “intercept” (b) of a line is the point where x = 0
Basic Math Review Linear Relationships The function f(x) = y = mx + b You can use it to make predictions
Basic Math Review Graphing Linear Relationships Let’s assume we have a real fish population Any question regarding this data set?
Basic Math Review Correlation The sample mean is: Sum of squares for variable x. This statistics quantifies the spread of variable x:
Basic Math Review Correlation Sum of squares for variable y. This statistics quantifies the spread of variable y:
Basic Math Review Correlation Sum of the cross-products. This statistics is analogous to the other sums of squares except that it quantifies the extent to which the two variables go together or apart:
Basic Math Review Correlation Fish Data: SSxx: 78.5 SSyy: 182.0 SSxy: 113.8 The correlation coefficient is: Here r = 0.95
Basic Math Review Correlation: Fish Data The correlation coefficient is positive
Basic Math Review Correlation: the correlation coefficient has no inherent value, and in the exception of strong relationships as in the case presented, r is hard to use to determine correlational strength. Another statistics is much more useful: the coefficient of determination (r2)
Basic Math Review Correlation: Here r2 = 0.91 This statistic quantifies the proportion of the variance of one variable that is explained by the other – Functional?
Basic Math Review Linear Algebra Forgot a section of the fish data set
Basic Math Review Correlation: Here r2 = 0.82
Basic Math Review Whole data set
Basic Math Review Correlation: Linear?
Basic Math Review Non-linear relationship
Basic Math Review Non-linear relationship Let’s make a statements about the relationship: -) The weight is to the volume W V Where: V = A x L A = ax L2 V = ax L3 W = rx V Therefore W = axrx L3
Basic Math Review Non-linear relationship W = axrx L3
Basic Math Review Non-linear relationship
Log L = Log (k x W1/3) Log L = Log k + 1/3 Log W y = b + mx
Monday • Lamont orientation (LDEO Exec. Director and DEES Chair) • Math Review #3: System of Equations: Linear/Quadratic - Applied Calculus