PROBABILITY AND MATHEMATICAL STATISTICS

Computer science PROBABILITY AND MATHEMATICAL STATISTICS

0512100009
DIPARTIMENTO DI INFORMATICA
EQF6
COMPUTER SCIENCE
2018/2019

OBBLIGATORIO
YEAR OF COURSE 2
YEAR OF DIDACTIC SYSTEM 2017
SECONDO SEMESTRE
CFUHOURSACTIVITY
648LESSONS


Objectives
KNOWLEDGE AND UNDERSTANDING
UNDERSTANDING OF THE BASIC TOPICS OF PROBABILITY AND MATHEMATICAL STATISTICS. ABILITY TO IDENTIFY A PROBABILISTIC MODEL AND TO UNDERSTAND ITS MAIN FEATURES.


APPLYING KNOWLEDGE AND UNDERSTANDING
INDUCTIVE AND DEDUCTIVE REASONING SKILLS IN DEALING WITH PROBLEMS, MAINLY OF COMPUTER SCIENCE, INVOLVING RANDOMNESS. ABILITY TO OUTLINE A RANDOM PHENOMENON, TO SET UP A PROBLEM AND TO SOLVE IT USING APPROPRIATE TOOLS OF PROBABILITY AND MATHEMATICAL STATISTICS, WITH PARTICULAR REFERENCE TO DISCRETE PROBABILITY AND COMBINATORICS, RANDOM VARIABLES (AND THEIR MAIN CHARACTERISTICS), LIMIT THEOREMS AND THEIR APPLICATIONS TO STATISTICS.
Prerequisites
STUDENTS MUST HAVE ACQUIRED KNOWLEDGE ON ELEMENTS OF SET THEORY, FUNCTIONS, DERIVATIVES, INTEGRALS.
Contents
SAMPLE SPACE. PROBABILITY. PROBABILITY SPACE. CONDITIONAL PROBABILITY. INDEPENDENCE. RANDOM VARIABLES. DISTRIBUTION FUNCTION. MEAN, STANDARD DEVIATION, VARIANCE. DISCRETE AND CONTINUOUS RANDOM VARIABLES. BIDIMENSIONAL DISCRETE RANDOM VARIABLES. INDEPENDENCE. COVARIANCE AND CORRELATION. MOMENTS. MARKOV AND CHEBYSHEV INEQUALITYIES. LAW OF LARGE NUMBERS. CENTRAL-LIMIT THEOREM. SAMPLING. STATISTICAL INFERENCE. ESTIMATION. DISTRIBUTION OF SAMPLE MEAN. FREQUENCY TABLES. DIAGRAMS. HISTOGRAMS. SAMPLE PERCENTILES. DATA ANALYSIS.
Teaching Methods
LECTURES AND CLASSROOM EXERCISES, RELATED TO PROBLEMS OF INTEREST IN COMPUTER SCIENCE.
Verification of learning
ORAL EXAMINATION TO TEST THE KNOWLEDGE OF THE DISCIPLINE.
THE ORAL TEST MAY BE REPLACED BY TWO MID-TERMS WRITTEN EXAMS.
Texts
- ROSS S. (2010) A FIRST COURSE IN PROBABILITY. 8TH EDITION. PEARSON.
- FREUND J.E., WALPOLE R.E. (1992) MATHEMATICAL STATISTICS. FIFTH EDITION. PRENTICE HALL.
More Information
SOME UTILITIES AND EDUCATIONAL AIDS ARE AVAILABLE AT HTTP://ELEARNING.INFORMATICA.UNISA.IT/EL-PLATFORM/
THE ATTENDANCE AND REGULAR STUDY IN TERM TIME ARE STRONGLY RECOMMENDED.
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