{"id":75,"date":"2016-05-04T13:33:26","date_gmt":"2016-05-04T13:33:26","guid":{"rendered":"https:\/\/chato.cl\/science\/teaching\/"},"modified":"2024-09-25T08:22:53","modified_gmt":"2024-09-25T08:22:53","slug":"teaching","status":"publish","type":"page","link":"https:\/\/chato.cl\/science\/teaching\/","title":{"rendered":"Teaching"},"content":{"rendered":"\n
\n
\n

Slides and materials from recent courses and tutorials.<\/p>\n\n\n\n

Courses<\/h2>\n\n\n\n

Fairness, Accountability, Transparency, and Ethics in Data Processing.<\/a> (2020-)<\/h3>\n\n\n\n

Instructors: Carlos Castillo, Catia Faria, Antoni Rubi-Puig, David Casacuberta, Ariel Guersenzvaig. Degree: Mathematical Engineering in Data Science at Universitat Pompeu Fabra<\/em>. Time: 12 theory sessions x 2 hours + 12 practical sessions x 2 hours. Slides and materials \u00bb<\/a><\/span><\/strong><\/p>\n\n\n\n

Mining Massive Datasets<\/a> (2019-)<\/h3>\n\n\n\n

Instructor: Carlos Castillo. Degree: Mathematical Engineering in Data Science at Universitat Pompeu Fabra<\/em>. Time: 11 theory sessions x 2 hours + 12 practical sessions x 2 hours.<\/p>\n\n\n\n

Topics: data preparation, near duplicate detection, association rules mining, recommender systems, outlier analysis, time series analysis, data streams. Slides and materials \u00bb<\/a><\/strong><\/p>\n\n\n\n

Introduction to Network Science<\/a> (2018-)<\/h3>\n\n\n\n

Instructor: Carlos Castillo. Degree: Mathematical Engineering in Data Science at Universitat Pompeu Fabra<\/em>. Time: 11 theory sessions x 2 hours + 12 practical sessions x 2 hours.<\/p>\n\n\n\n

Topics: basic graph theory concepts, random networks, scale-free networks, storage of large graphs, centrality, dense sub-graphs, graph clustering, viral phenomena. Slides and materials \u00bb<\/a><\/strong><\/p>\n\n\n\n

Social media mining: a multi-disciplinary toolbox<\/a> (2017)<\/h3>\n\n\n\n

Instructor: Carlos Castillo. Institution: Universidad Carlos III de Madrid<\/em>. Time: 4 sessions x 3 hours.<\/p>\n\n\n\n

Topics: vector space model, text indexing and search, information extraction, text summarization, supervised learning, text classification, sentiment analysis, graph models, link-based ranking, dense sub-graphs, graph partitioning, social influence model, influence maximization, mining social media, natural experiments, matching studies. Slides and materials \u00bb<\/a><\/strong><\/p>\n\n\n\n

Tutorials<\/h2>\n\n\n\n

Algorithmic Bias: from Discrimination Discovery to Fairness-Aware Data Mining<\/a> (2016)<\/h3>\n\n\n\n

Instructors: Sara Hajian, Francesco Bonchi, and Carlos Castillo. KDD Conference, San Francisco, USA, 2016. Time: 1 sessions x 3 hours.<\/p>\n\n\n\n

Topics: Context and applications; Data biases and representativeness; Methodological pitfalls and evaluation; Ethics of handling social data. Slides and materials \u00bb<\/a><\/strong><\/p>\n\n\n\n

Graphs and Social Networks<\/a> (2016)<\/h3>\n\n\n\n

Instructor: Carlos Castillo. Computer Science and Informatics School (ECI), Buenos Aires, Argentina 2016.<\/p>\n\n\n\n

Topics: Graph models; Link-based ranking Other centrality metrics; Social influence; Influence maximization; Dense sub-graphs; Graph partitioning; Recommending links; Recommending content; Mining social media; Observational studies. Slides and materials \u00bb<\/a><\/strong><\/p>\n\n\n\n

A Critical Review of Online Social Data: Limitations, Ethical Challenges, and Current Solutions<\/a> (2016)<\/h3>\n\n\n\n

Instructors (in alphabetical order): Carlos Castillo, Fernando Diaz, Emre K\u0131c\u0131man, and Alexandra Olteanu. ICWSM Conference, Cologne, Germany, 2016.<\/p>\n\n\n\n

Topics: Context and applications; Data biases and representativeness; Methodological pitfalls and evaluation; Ethics of handling social data. Slides and materials \u00bb<\/a><\/strong><\/p>\n\n\n\n

Data Mining Technologies for Business and Society<\/a> (2016)<\/h3>\n\n\n\n

Instructor: Stefano Leonardi. Guest: Carlos Castillo. Sapienza University of Rome, 2016.<\/p>\n\n\n\n

Topics: Link Prediction; Link Prediction Using Content; Natural Experiments; Observational Studies. Slides and materials \u00bb<\/a><\/strong><\/p>\n\n\n\n

Algorithmic Methods of Data Science<\/a> (2015)<\/h3>\n\n\n\n

Instructors: Aris Anagnostopoulos, Ioannis Chatzigiannakis, Carlos Castillo. Sapienza University of Rome, Fall 2015.<\/p>\n\n\n\n

Topics: Vector Space Model; Clustering; K-Means Algorithm; Hierarchical Clustering; Summarization; Indexing; Text Indexing; Link-Based Ranking; Graph Evolution Models; Dense Sub-Graphs; Spectral Graph Clustering; Recommender Systems; Mining Social Media. Slides and materials \u00bb<\/a><\/strong><\/p>\n\n\n\n

\n\n\n\n

See also: slideshare.net\/chatox<\/a>.<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

Slides and materials from recent courses and tutorials. Courses Fairness, Accountability, Transparency, and Ethics in Data Processing. (2020-) Instructors: Carlos Castillo, Catia Faria, Antoni Rubi-Puig, David Casacuberta, Ariel Guersenzvaig. Degree: Mathematical Engineering in Data Science at Universitat Pompeu Fabra. Time: 12 theory sessions x 2 hours + 12 practical sessions x 2 hours. Slides and […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"nf_dc_page":"","footnotes":""},"class_list":["post-75","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/chato.cl\/science\/wp-json\/wp\/v2\/pages\/75","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/chato.cl\/science\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/chato.cl\/science\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/chato.cl\/science\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/chato.cl\/science\/wp-json\/wp\/v2\/comments?post=75"}],"version-history":[{"count":5,"href":"https:\/\/chato.cl\/science\/wp-json\/wp\/v2\/pages\/75\/revisions"}],"predecessor-version":[{"id":314,"href":"https:\/\/chato.cl\/science\/wp-json\/wp\/v2\/pages\/75\/revisions\/314"}],"wp:attachment":[{"href":"https:\/\/chato.cl\/science\/wp-json\/wp\/v2\/media?parent=75"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}