Statistics for Scientists
Material for Session 1: The Basics
Math Refresher:
-
Basic Algebra:
-
Basic Operations: + - * / ^ (or ** or Power(() ), !
-
Hierarchy of Operations: ^ and ! first, then * and /, then + and -
Evaluate stuff within ( ) first
-
Percentages
-
Logarithms
-
Function notation
Important Concepts:
Probability:
-
Probability of an event occurring: a number between 0 and 1.0 means it won't
happen; 1 means it will; any fractional number between 0 and 1 means it might
happen.
-
In the long run, the ratio of the # of times it happens divided by the #
of opportunities for it to happen settles in on the probability.
-
Strength of belief that a statement is true.
Randomness: The absence of any pattern that could be used to predict
future specific occurrences.
-
Random Variate: something (usually a number, but can also be a category)
that arises from a random process.
-
Random Process: a process, usually a sampling or a measurement (but could
also be a calculation) whose individual results do not conform to any pattern
that could be used to predict specific future outcomes.
Distribution Functions: Formulas and/or graphs that describe how a
particular type of random variate behaves.
-
Theoretical: a formula (with a graphical representation) that gives the
probability of obtaining every possible outcome in some specific situation.
-
Actual: a bar chart ("histogram") showing the results of tallying how many
of each outcome was actually observed.
Using the Web:
Start at: StatPages.net
Books:
-
HyperStat Statistics Textbook, by Mark Lane (Rice)
-
Statistics at Square One, by T. D. V. Swinscow, revised by M. J. Campbell
Software:
-
Free software is available on The Poor Man's Free Software Collection
CD-ROM
-
Online calculating pages: StatPages.net
-
SAS, SPSS available through GU site license
-
WinNonlin available free through Centers of Excellence arrangement