Matteo GAETA | DECISION SUPPORT SYSTEMS
Matteo GAETA DECISION SUPPORT SYSTEMS
cod. 0622700077
DECISION SUPPORT SYSTEMS
| 0622700077 | |
| DIPARTIMENTO DI INGEGNERIA DELL'INFORMAZIONE ED ELETTRICA E MATEMATICA APPLICATA | |
| EQF7 | |
| COMPUTER ENGINEERING | |
| 2020/2021 |
| OBBLIGATORIO | |
| YEAR OF COURSE 2 | |
| YEAR OF DIDACTIC SYSTEM 2017 | |
| PRIMO SEMESTRE |
| SSD | CFU | HOURS | ACTIVITY | |
|---|---|---|---|---|
| ING-INF/05 | 3 | 24 | LESSONS | |
| ING-INF/05 | 3 | 24 | EXERCISES |
| Objectives | |
|---|---|
| OBJECTIVES: THE COURSE AIMS AT THE ACQUISITION OF THE METHODOLOGIES AND THE TECHNOLOGIES THAT ARE NEEDED FOR GATHERING, STORING, ANALYZING LARGE AMOUNTS OF DATA, WITH PARTICULAR REFERENCE TO THE DATA WAREHOUSES AND DECISION SUPPORT SYSTEMS. KNOWLEDGE AND UNDERSTANDING: KNOWLEDGE OF THE METHODOLOGIES AND THE TECHNOLOGIES FOR THE GATHERING AND THE STORAGE OF LARGE AMOUNTS OF DATA TO PERFORM ANALYSIS AND PREDICTION OPERATIONS, AIMED AT PROVIDING SUPPORT TO THE DECISION-MAKING BOTH AT SHORT AND AT MEDIUM TERM. APPLYING KNOWLEDGE AND UNDERSTANDING: ABILITY TO USE SOFTWARE TOOLS FOR THE REALIZATION OF APPLICATIONS THAT PROCESS LARGE AMOUNTS OF DATA AND THAT ALLOWS ADOPTING TECHNIQUES FOR THE ANALYSIS, MODELING, AND PREDICTION TO SUPPORT DECISIONS. COMMUNICATION SKILLS: STUDENTS WILL DEVELOP THEIR SOFT SKILLS AND IN PARTICULAR THEY WILL MASTER THE MECHANISMS THAT CHARACTERIZE THE COMMUNICATION IN THE FIELD OF THE DEFINITION OF DECISION SUPPORT SYSTEMS. |
| Prerequisites | |
|---|---|
| FOR THE SUCCESSFUL ACHIEVEMENT OF THE OBJECTIVES, PRIOR KNOWLEDGE OF DATABASES IS RECOMMENDED. |
| Contents | |
|---|---|
| - COURSE INTRODUCTION: PRESENTATION OF THE COURSE; INTRODUCTION TO THE FUZZY LOGIC AND TO THE FUZZY CONTROL SYSTEMS 3TH(2TE, 1ES). - DECISION MAKING: DECISION PROCESSES; PHYSIOLOGICAL BASIS OF THE DECISIONAL PROCESSES; BRAIN; COGNITIVE BIASES 3TH(3TE). - CASE STUDY: THE IDENTIFICATION OF THE ALTERNATIVES BASED ON THE ANALYSIS OF COMPETING HYPOTHESES (ACH) 3TH(3ES). - DECISIONAL INFORMATION SYSTEMS: BUSINESS PROCESSES; MANAGERIAL PERSPECTIVES OF SIMON; ANTHONY’S PYRAMID; ACTIVITY-DECISION GRID OF GORRY AND SCOTT-MORTON; INTRODUCTION TO THE PROCESSES OF ANALYSIS AND KNOWLEDGE MANAGEMENT IN THE DIGITAL TRANSFORMATION ERA; KNOWLEDGE LIFECYCLE IN THE INDUSTRY 4.0 ECOSYSTEM 3TH(3TE). - PROCESSING OF EXPLICIT KNOWLEDGE IN A STRUCTURED FORMAT AND THE KINDS OF INFORMATION AND ELABORATION SYSTEMS: TPS; MIS; DSS; BUSINESS INTELLIGENCE; OLAP TECHNOLOGY; DATA WAREHOUSE AND DATA MART; THE MAIN ARCHITECTURES FOR DATA WAREHOUSING (GENERAL, INMON, AND KIMBAL) 3TH(3TE). - DATA WAREHOUSE/BUSINESS INTELLIGENCE SYSTEMS: DIMENSIONAL LIFECYCLE; ARCHITECTURE AND ELEMENTS OF A DW/BI SYSTEM; THE ETL SUBSYSTEM (DATA CLEANING; DATA INTEGRATION; DATA TRANSFORMATION; DATA REDUCTION); THE DIMENSIONAL MODEL (MEASURES; FACTS; CONTEXTS; DIMENSIONS) 9TH(9TE). - CASE STUDY: DESIGN OF DIMENSIONAL SCHEMAS 6TH(6ES). - DECISION SUPPORT SYSTEMS AND DATA MINING: MAIN ARCHITECTURES (DATA-DRIVEN; MODEL-DRIVEN; KNOWLEDGE-DRIVEN; DOCUMENTATION-DRIVEN; COMMUNICATION-DRIVEN; SITUATION AWARENESS-DRIVEN) AND INTRODUCTION TO DATA MINING 6TH(6TE) - CASE STUDY (ASSOCIATION RULES; A CONTEXT SPACE THEORY-BASED DSS; CONSENSUS-BASED GROUP DECISION MAKING; FUZZY-BASED USER SIGNATURE) 12TH(12ES) TOTAL (TH) 48 HOURS: THEORY (TE) 26H, EXERCISES (ES) 22H |
| Teaching Methods | |
|---|---|
| THE COURSE IS CHARACTERIZED BY A DYNAMIC SETTING, RICH IN CASE STUDIES, WITH EXERCISES FOR THE APPLICATION OF DECISIONAL TECHNIQUES. |
| Verification of learning | |
|---|---|
| THE EXAM CONSISTS OF AN ORAL EXAMINATION. THE ORAL EXAMINATION AIMS AT VERIFYING THE KNOWLEDGE RELATED TO THE ARGUMENTS OF THE COURSE AND FORESEES THE EXECUTION OF EXERCISES ON THE DESIGN OF DIMENSIONAL SCHEMAS OF DATA WAREHOUSE AND THE USE OF DECISION-SUPPORT TECHNIQUES (WITH A SPECIFIC REFERENCE TO DATA MINING; CST; CONSENSUS AND FUZZY SIGNATURE) AND THE DISCUSSION ON THESE EXERCISES WITH REFERENCES TO THE ARGUMENTS OF THE COURSE AND IN PARTICULAR: DECISION SUPPORT TECHNIQUES AND PROCESSES, MODELS AND ARCHITECTURES OF THE DSS PRESENTED DURING THE COURSE. IT WILL BE EVALUATED, BESIDE THE ACCURACY OF THE ANSWERS AND THE RESOLUTION OF THE EXERCISES, ALSO THE SKILL OF THE LEARNER REGARDING THE PRESENTATION AND COMMUNICATION OF THE ANSWERS, THE SKILLS OF THE STUDENT TO MASTER THE LANGUAGE, THE METHODOLOGIES, AND THE TECHNIQUES USED IN THE REALIZATION OF THE EXERCISES. |
| Texts | |
|---|---|
| DECISION SUPPORT SYSTEM: CONCEPTS AND RESOURCES FOR MANAGERS; DANIEL J. POWER; QUORUM P. ATZENI, S. CERI, P. FRATERNALI, S. PARABOSCHI, R. TORLONE “BASI DI DATI – QUINTA EDIZIONE” MCGRAW-HILL ITALIA ISBN: 9788838668005 (CHAPTER 17) SISTEMI INFORMATIVI D’IMPRESA; G. BRACCHI, C. FRANCALANCI E G. MOTTA; MCGRAW-HILL (CHAPTER 2; CHAPTER 6 E CHAPTER 9) |
| More Information | |
|---|---|
| ADDITIONAL TEACHING MATERIAL IS AVAILABLE ON THE TEACHER’S WEBSITE. THE COURSE IS HELD IN ITALIAN. |
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