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dm:mains.santanna.dm4crm.2016 [11/05/2016 alle 06:35 (8 anni fa)]
Fosca Giannotti [Previous editions] |
dm:mains.santanna.dm4crm.2016 [07/03/2017 alle 16:49 (7 anni fa)] (versione attuale)
Fosca Giannotti [Previous editions] |
| |01. | 11.05.2016 - 09:00-13:00 | Introduction to data mining and big data analytics | {{:dm:1.dm_ml_introduction.pdf| slides: intro}} {{:dm:2.dm_ml-casestudies.ppt.pdf| slides: case studies}} | Giannotti | | |01. | 11.05.2016 - 09:00-13:00 | Introduction to data mining and big data analytics | {{:dm:1.dm_ml_introduction.pdf| slides: intro}} {{:dm:2.dm_ml-casestudies.ppt.pdf| slides: case studies}} | Giannotti | |
| |02. | 11.05.2016 - 14:00-18:00 | Data understanding; data preparation; Knime tutorial | {{:dm:4.dm_ml_data_preparation.pdf| slides}} {{:dm:04_dataunderstanding.pdf| slides data understanding}} {{:dm:knime_slides_mains.pdf| Tutorial Knime}}{{:dm:du-iris.zip|Knime su Iris}} | Pedreschi, Monreale | | |02. | 11.05.2016 - 14:00-18:00 | Data understanding; data preparation; Knime tutorial | {{:dm:4.dm_ml_data_preparation.pdf| slides}} {{:dm:04_dataunderstanding.pdf| slides data understanding}} {{:dm:knime_slides_mains.pdf| Tutorial Knime}}{{:dm:du-iris.zip|Knime su Iris}} | Pedreschi, Monreale | |
| |03. | 12.05.2016 - 09:00-13:00 | Pattern and association rule mining & market basket analysis | | Giannotti | | |03. | 12.05.2016 - 09:00-13:00 | Pattern and association rule mining & market basket analysis | {{:dm:3.dm-ml_patternmining.pdf|PatternMining-AR}}| Giannotti | |
| |04. | 12.05.2016 - 14:00-18:00 | Pattern and association rule mining: esercizi con Knime | | Giannotti, Monreale| | |04. | 12.05.2016 - 14:00-18:00 | Pattern and association rule mining: esercizi con Knime | {{:dm:relation_to_transactional_pima_new.zip|Knime-AR}}| Giannotti, Monreale| |
| |05. | 13.05.2016 - 09:00-13:00 | Clustering analysis & customer segmentation | {{:dm:dm.pedreschi.clustering.2015.pdf| slides clustering}} {{:dm:customersegmentation.pdf| slides customer segmentation}} | Pedreschi | | |05. | 13.05.2016 - 09:00-13:00 | Clustering analysis & customer segmentation | {{:dm:dm.pedreschi.clustering.2015.pdf| slides clustering}} {{:dm:customersegmentation.pdf| slides customer segmentation}} | Pedreschi | |
| |06. | 13.05.2016 - 14:00-18:00 | Clustering analysis: esercizi con Knime | | Pedreschi, Monreale | | |06. | 13.05.2016 - 14:00-18:00 | Clustering analysis: esercizi con Knime | | Pedreschi, Monreale | |
| |07. | 16.05.2016 - 09:00-13:00 | Classification & prediction | {{:dm:dm.giannotti.pedreschi.classification.2015.pdf| slides classification}} | Pedreschi | | |07. | 16.05.2016 - 09:00-13:00 | Classification & prediction | {{:dm:dm.giannotti.pedreschi.classification.2015.pdf| slides classification}} [[http://www.r2d3.us/visual-intro-to-machine-learning-part-1/|Visual Introduction to Classification with Decision Trees]] | Pedreschi | |
| |08. | 16.05.2016 - 14:00-18:00 | Prediction models for promotion performance and churn analysis | {{:dm:5.dml-ml-crm-redemption-churn-promozioni-profili-innovatori.pptx.pdf| slides}} | Giannotti | | |08. | 16.05.2016 - 14:00-18:00 | Prediction models for promotion performance and churn analysis | {{:dm:5.dml-ml-crm-redemption-churn-promozioni-profili-innovatori.pptx.pdf| slides}} {{:dm:crm_dm-survey.pdf|Survey of DM applications in CRM}} {{:dm:change-customer-behavior.pdf|Mining changes in customer behavior in retail marketing}} | Giannotti | |
| |09. | 18.05.2016 - 09:00-13:00 | Classification & prediction: esercizi con Knime | | Pedreschi, Monreale | | |09. | 18.05.2016 - 09:00-13:00 | Classification & prediction: esercizi con Knime | | Pedreschi, Monreale | |
| |10. | 18.05.2016 - 14:00-18:00 | Social network analysis: fundamentals | {{:dm:pedreschi_sna_crash_course_mains.pptx.pdf| slides}} | Pedreschi | | |10. | 18.05.2016 - 14:00-18:00 | Social network analysis: fundamentals | {{:dm:pedreschi_sna_crash_course_mains.pptx.pdf| slides}} | Pedreschi | |
| |11. | 20.05.2016 - 09:00-13:00 | Mobility data mining & big data analytics | | Giannotti | | |11. | 20.05.2016 - 09:00-13:00 | Mobility data mining & big data analytics | | Giannotti | |
| |12. | 20.05.2016 - 14:00-18:00 | Big Data Analytics: Privacy awareness | | Giannotti, Monreale | | |12. | 20.05.2016 - 14:00-18:00 | Big Data Analytics: Privacy awareness | {{:dm:privacy-intro.pdf|Slides Privacy}}| Giannotti, Monreale | |
| ===== Datasets ===== | ===== Datasets ===== |
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| 1. Shuttle dataset.{{:dm:shuttle.data.zip| Shuttle }} | 1. Shuttle dataset.{{:dm:shuttle.data.zip| Shuttle }} |
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| | 2. Pima Indians Diabetes. [[http://archive.ics.uci.edu/ml/datasets/Pima+Indians+Diabetes|Dataset]] |
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| ===== Exercises ===== | ===== Exercises ===== |
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| **Deadline**: send the report by email to all instructors within **1 July 2015**. Specify [MAINS] in the subject of the email. | **Deadline**: send the report by email to all instructors within **4 July 2014**. Specify [MAINS] in the subject of the email. |
| ====== Exams ====== | ====== Exams ====== |
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| ====== Previous editions ====== | ====== Previous editions ====== |
| | * [[MAINS.SANTANNA.DM4CRM.2016]] |
| * [[MAINS.SANTANNA.DM4CRM.2012]] | * [[MAINS.SANTANNA.DM4CRM.2012]] |
| * [[MAINS.SANTANNA.DM4CRM.2014]] | * [[MAINS.SANTANNA.DM4CRM.2014]] |
