TECHNIQUES FOR MULTIDIMENSIONAL DATA ANALYSIS

Giuseppe GIORDANO TECHNIQUES FOR MULTIDIMENSIONAL DATA ANALYSIS

0322900028
DIPARTIMENTO DI SCIENZE POLITICHE, SOCIALI E DELLA COMUNICAZIONE
SOCIOLOGY AND POLICY-MAKING FROM A TERRITORIAL PERSPECTIVE
2015/2016

OBBLIGATORIO
YEAR OF COURSE 2
YEAR OF DIDACTIC SYSTEM 2011
PRIMO SEMESTRE
CFUHOURSACTIVITY
640LESSONS
Objectives
THE COURSE AIMS TO PROVIDE TOOLS, METHODS AND MODELS FOR TREATMENT AND ANALYSIS OF DATA SURVEYS. PARTICULAR EMPHASIS WILL BE GIVEN TO BOTH THEORETICAL AND PRACTICAL ASPECTS. THE FIRST ONES ARE RELATED TO THE CONSTRUCTION OF STATISTICAL MODELS, WHERE VARIABLES PLAY A CAUSE AND EFFECT ROLE TO BE VERIFIED. IN EXPLORATORY TECHNIQUES WHERE THE INTEREST IS IN INVESTIGATING THE PHENOMENON UNDER STUDY FOR ITSELF, THE INTEREST IS TO DISCOVER RELATIONSHIPS TO BE VERIFIED AT A LATER STAGE.
THE APPLICATION OF THE TECHNIQUES STUDIED LEAD TO THE NEED OF ICT-BASED TOOLS AND ADVANCED (SPECIALIZED STATISTICAL SOFTWARE).
CLASS HOURS WILL BE PROVIDED WITH PRACTICES IN A COMPUTER LAB DEDICATED TO THE APPLICATION OF THE TECHNIQUES UNDER STUDY.
Prerequisites
OFFICE PACKAGE BASIC KNOWLEDGE.
Contents
FROM SOCIAL PHENOMENA TO THE STATISTICAL MODEL: DATA TYPES, ROLE OF VARIABLES, MODEL SPECIFICATION. REMINDER TO SIMPLE LINEAR REGRESSION MODEL. THE MULTIPLE LINEAR REGRESSION. REGRESSION WITH QUALITATIVE VARIABLES. PRINCIPAL COMPONENTS ANALYSIS. SIMPLE AND MULTIPLE CORRESPONDENCE ANALYSIS. AUTOMATIC CLASSIFICATION. THE CONJOINT ANALYSIS. STATISTICAL SOFTWARE: XLSTAT.
Teaching Methods
LECTURES AND PRACTICE IN COMPUTER LAB.
Verification of learning
THE EXAMINATION CONSISTS OF A DISCUSSION ON A PAPER PREPARED THROUGH XL-STAT SOFTWARE.
STUDENTS MUST DEMONSTRATE KNOWLEDGE OF THEORY AND PRACTICAL SKILLS OF STATISTICAL TECHNIQUES FOR MULTIDIMENSIONAL DATA ANALYSIS.
Texts
HANDOUTS, DATABASES AND MATERIALS PROVIDED BY THE TEACHER.

- GHERGHI M., LAURO C., APPUNTI DI ANALISI MULTIDIMENSIONALE DEI DATI - METODOLOGIA ED ESEMPI, RCEEDIZIONI, 2004.
- MOLTENI, L., TROILO, G. RICERCHE DI MARKETING, SECONDA EDIZIONE, MC GRAW HILL. (SECOND PART - CHAP. 6, 7, 8, 9, SECTIONS OF THE TEXT CONCERTED WITH THE TEACHER).
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