Differenze

Queste sono le differenze tra la revisione selezionata e la versione attuale della pagina.

--- dm:start [26/03/2026 alle 08:52 (7 settimane fa)] – [Second Semester (DM2 - Data Mining: Advanced Topics and Applications)] Riccardo Guidotti
+++ dm:start [11/05/2026 alle 06:45 (4 giorni fa)] (versione attuale) – [Second Semester (DM2 - Data Mining: Advanced Topics and Applications)] Riccardo Guidotti
@@ Linea 35: / Linea 35: @@
 ====== News ======
-     * **[10.03.2026] The lecture of the09.03.2026 will be recovered Wed 18.03.2026 at 11-13 in Room H. The lecture of the 23.03.2026 will be recovered Wed 25.03.2026 at 11-13 in Room D3**
+     * **[04.05.2026] Despite the stop, we can keep the planned lectures for these days if we stay as follows: (a) Tomorrow Tuesday 5/5 we start at 14.00 sharp and we end at 15.30 without break; (b) Thursday 7/5 we start at 11.00 sharp and we end at 12.30 without break (as usual); (c) Next Monday 11/5 we can have regular lecture 9.15-11.00.**
+     * [10.03.2026] The lecture of the09.03.2026 will be recovered Wed 18.03.2026 at 11-13 in Room H. The lecture of the 23.03.2026 will be recovered Wed 25.03.2026 at 11-13 in Room D3*
      * [17.12.2025] DM Exam Registration instruction available in Exam section.
      * [01.12.2025] The lecture of Thursday 04/12/2025 is moved to Friday 05/12/2025 9-11 in room C (project presentation of Prof.ssa Pierotti will start at 11 after DM lecture). The last lecture will be held on Tuesday 09/12/2025 9-11 in room M1 (as Monday 08/12/2025 is holiday), while the lecture of P4DS is moved to 09/12/2025 16-18 in room C1.
@@ Linea 88: / Linea 89: @@
   * Alessio Cascione
-      * Google Meet slot - https://calendly.com/alessio-cascione-phd/30min
+      * Appointment by email
-      * Alternative appointment by email
 ===== DM 2 =====
@@ Linea 194: / Linea 194: @@
 |05.| 02.03.2026 | 9-11 |C| Outlier Detection | {{ :dm:19_dm2_anomaly_detection_2025_26.pdf | Outlier Detection}}, {{ :dm:dm2_lab03_outlier_det.zip | OutDetLab}} | Guidotti|
 |06.| 05.03.2026 | 11-13 |C| Outlier Detection | {{ :dm:19_dm2_anomaly_detection_2025_26.pdf | Outlier Detection}}, {{ :dm:dm2_lab03_outlier_det.zip | OutDetLab}} | Guidotti|
-|| 09.03.2026 | 9-11 |C| Canceled. |  | Guidotti|
+| | 09.03.2026 | 9-11 |C| Canceled. |  | Guidotti|
 |07.| 12.03.2026 | 11-13 |C| Gradient Descent, Maximum Likelihood Estimation, Odds, Log Odds, Logistic Regression Intro | {{ :dm:20_dm2_gradient_descent_2024_25.pdf | GD}}, {{ :dm:21_dm2_maximum_likelihood_estimation_2024_25.pdf | MLE}}, {{ :dm:22_dm2_odds_2024_25.pdf | Odds}} | Guidotti|
 |08.| 16.03.2026 | 9-11 |C| Logistic Regression, (Linear)SVM | {{ :dm:23_dm2_logistic_regression_2024_25.pdf | LogReg}}, {{ :dm:24_dm2_svm_2024_25.pdf | SVM}} {{ :dm:dm2_lab04_logistic_reg.zip | LabLogReg}}, {{ :dm:dm2_lab05_svm.zip | LabSVM}} | Guidotti|
 |09.| 18.03.2026 | 11-13 |H| (NonLinear)SVM, MulticlassSVM | {{ :dm:24_dm2_svm_2024_25.pdf | SVM}}, {{ :dm:dm2_lab05_svm.zip | LabSVM}}, {{ :dm:lecture_dm2_18032026-20260318_110905-registrazione_della_riunione.mp4.zip | Video}} | Guidotti|
 |10.| 19.03.2026 | 11-13 |C| Perceptron, Deep Neural Networks | {{ :dm:25_dm2_perceptron_2025_26.pdf | Perceptron}}, {{ :dm:26_dm2_neural_network_2025_26.pdf | DeepNN}}, {{ :dm:dm2_lab06_neural_networks.zip | LabNN}} | Guidotti|
-|| 25.03.2026 | 11-13 |D3| Canceled. |  | Guidotti|
+| | 25.03.2026 | 11-13 |D3| Canceled. |  | Guidotti|
 |11.| 25.03.2026 | 11-13 |C| Deep Neural Networks | {{ :dm:26_dm2_neural_network_2025_26.pdf | DeepNN}}, {{ :dm:dm2_lab06_neural_networks.zip | LabNN}}, [[https://teams.microsoft.com/l/meetingrecap?driveId=b%21QA1jctLIDE64FfG19mu_Nx4mwwNHakNDnAi4RNBfIaMcyFt3qLxlRYLToXC1_X-T&driveItemId=014DKTY7OQZVRE5GJ4AZA3RCTIU7XW2OTW&sitePath=https%3A%2F%2Funipiit.sharepoint.com%2Fsites%2Fa__td_67046%2FShared+Documents%2FGeneral%2FRecordings%2FLecture+25032026+DM2-20260325_110434-Registrazione+della+riunione.mp4%3Fweb%3D1&fileUrl=https%3A%2F%2Funipiit.sharepoint.com%2Fsites%2Fa__td_67046%2FShared+Documents%2FGeneral%2FRecordings%2FLecture+25032026+DM2-20260325_110434-Registrazione+della+riunione.mp4%3Fweb%3D1&threadId=19%3AA99QBNb1DnWuizOEPgD10J1NevGAZWpJsBX7NBRgams1%40thread.tacv2&organizerId=3a6de3a8-02d0-4ed1-ac54-9c64624000c2&tenantId=c7456b31-a220-47f5-be52-473828670aa1&callId=1bdbbf3c-7ae9-4fcd-9918-61b3ccf2ac2d&threadType=space&meetingType=Unknown&channelType=Standard&replyChainId=1774432913511&subType=RecapSharingLink_RecapChiclet|Video]] | Guidotti|
 |12.| 26.03.2026 | 11-13 |C| Ensemble Models: Bagging and Random Forest | {{ :dm:27_dm2_ensemble_2025_26.pdf | EnsembleModels}}, {{ :dm:dm2_lab07_ensemble.zip | LabEnsemble}} | Guidotti|
+|13.| 30.03.2026 | 9-11 |C| Ensemble Models: Boosting | {{ :dm:27_dm2_ensemble_2025_26.pdf | EnsembleModels}}, {{ :dm:28_dm2_gradient_boost_2025_26.pdf | GradientBoosting}}, {{ :dm:dm2_lab07_ensemble.zip | LabEnsemble}} | Guidotti|
+|14.| 09.04.2026 | 11-13 |C| Ensemble Models: Boosting, Introduction to XAI | {{ :dm:28_dm2_gradient_boost_2025_26.pdf | GradientBoosting}}, {{ :dm:dm2_lab07_ensemble.zip | LabEnsemble}}, {{ :dm:29_dm2_explainability_2025_26.pdf | XAI}} | Guidotti|
+|15.| 13.04.2026 | 9-11 |C| Explainable Artificial Intelligence | {{ :dm:29_dm2_explainability_2025_26.pdf | XAI}}, {{ :dm:dm2_lab08_xai.zip | LabXAI}} | Guidotti|
+|16.| 16.04.2026 | 11-13 |C| Transactional Clustering | {{ :dm:30_dm2_transactional_clustering_2025_26.pdf | Transactional Clustering}} | Guidotti|
+|17.| 20.04.2026 | 9-11 |C| Sequential Pattern Mining | {{ :dm:31_dm2_sequential_pattern_mining_2025_26.pdf | SeqPatternMining}} | Guidotti|
+|18.| 23.04.2026 | 11-13 |C| Sequential Pattern Mining | {{ :dm:31_dm2_sequential_pattern_mining_2025_26.pdf | SeqPatternMining}},{{ :dm:gsp_example.zip | LabGSP}} | Guidotti|
+|19.| 27.04.2026 | 9-11 |C| Time Series Analytics Introduction | {{ :dm:32_dm2_time_series_preprocessing_2025_26.pdf | TimeSeriesPreprocessing}}, {{ :dm:dm2_lab09_ts_preprocessing.zip | LabTSPrep}}  | Guidotti|
+|  | 30.04.2026 | 11-13 |C| No Lecture |  | Guidotti|
+|20.| 04.05.2026 | 9-11 |C| Time Series Distances | {{ :dm:33_dm2_time_series_similarity_2025_26.pdf |  TimeSeriesDistances}}, {{ :dm:dm2_lab10_ts_dist.zip | LabTSDist}}  | Guidotti|
+|21.| 05.05.2026 | 14-16 |C| Time Series Approximation and Clustering | {{ :dm:34_dm2_time_series_approximation_clustering_2025_26.pdf | TimeSeriesApproxClustering}}, {{ :dm:dm2_lab11_ts_approx_clustering.zip | LabTSAppClus}}  | Guidotti|
+|22.| 07.05.2026 | 11-13 |C| Time Series Motif and Discords | {{ :dm:35_dm2_time_series_matrix_profile_2025_26.pdf | Matrix Profile}}, {{ :dm:dm2_lab12_ts_matrixprofile.zip | LabMatrixProfile}}  | Guidotti|
+|23.| 11.05.2026 | 9-11 |C| Time Series Classification (part 1) | {{ :dm:36_dm2_time_series_classification_2025_26.pdf | TimeSeriesClassification}}, {{ :dm:dm2_lab13_ts_classification.zip | LabTSClf}}  | Guidotti|
+|24.| 14.05.2026 | 11-13 |C| Time Series Classification (part 2) | {{ :dm:36_dm2_time_series_classification_2025_26.pdf | TimeSeriesClassification}}, {{ :dm:dm2_lab13_ts_classification.zip | LabTSClf}}  | Guidotti|
 ====== Exams ======
@@ Linea 265: / Linea 278: @@
     - Final Submission: one week before the oral exam (complete project required).
     - Dataset: Download Tabular Dataset here: {{ :dm:dm2_25_26_dataset_tabular.zip |}}
+    - Dataset: Download Time-Series Dataset here: {{ :dm:cmi_timeseries_dataset_dm2_25_26.zip |}}
 ** DM2 Project Guidelines **