PDF-Finding Progression Stages in Timeevolving Event Sequences Jaewon Yang Julian McAuley

stanfordedu Biomedical Informatics Stanford University plependu nigamstanfordedu ABSTRACT Event sequences such as patients medical histories or users se quences of product reviews trace how individuals progress over time Identifying common patterns o. stanfordedu cristianmpiswsorg Abstract Social media systems rely on user feedback and rating mechanisms for personalization ranking and content 64257ltering However when users evaluate content con tributed by fellow users eg by liking a post or votin edu Jure Leskovec CS Department Stanford University jurecsstanfordedu Abstract Social media forms a central domain for the production and dissemination of realtime information Even though such 64258ows of information have traditionally been thought o CS 665 Christian Devotional Classics. Thomas Merton once wrote…. “Julian is without doubt one of the most wonderful of all Christian voices. She gets greater and greater in my eyes as I grow older and, whereas in the old days I used to be crazy about St. John of the Cross, I would not exchange him now for Julian if you gave me the world and the Indies and all the Spanish mystics rolled up in one bundle. I think that Julian of Norwich is . . . the greatest English theologian.” (. Languages . to Information. Dan Jurafsky. Stanford University. Recommender Systems & Collaborative Filtering. Slides adapted from Jure . Leskovec. Recommender Systems. Customer X. Buys CD of Mozart. CS246: Mining Massive Datasets. Jure Leskovec, . Stanford University. http://cs246.stanford.edu. Recap: Finding similar documents. Task:. . Given a large number (. N. in the millions or billions) of documents, find “near duplicates”. CS246: Mining Massive Datasets. Jure Leskovec, . Stanford University. http://cs246.stanford.edu. Recap: Finding similar documents. Task:. . Given a large number (. N. in the millions or billions) of documents, find “near duplicates”. CS224W: Social and Information Network Analysis. Jure . Leskovec. , . Stanford University. http://cs224w.stanford.edu. Today: Signed Networks. Networks with . positive. . and . negative. relationships. Network Formation Processes: Power-law degree distributions and Preferential Attachment CS224W: Social and Information Network Analysis Jure Leskovec , Stanford University http://cs224w.stanford.edu Languages . to Information. Dan Jurafsky. Stanford University. Recommender Systems & Collaborative Filtering. Slides adapted from Jure . Leskovec. Recommender Systems. Customer X. Buys CD of Mozart. State. Puppy. Dog. Publisher. Conference. Animal. An ontology creates a structure within which we describe the world.. Person. Address. City. Publication. State. Puppy. Dog. Publisher. Conference. Animal. into PA . Education. Stephanie . Neary. , MPA, PAS2. Carl . Garrubba. , MPA, PA-C. Stephanie . Neary. , MPA, PA-S. Midwestern University-Glendale, student. Student Advisory Task Force of the PAEA. Carl . Behavior. CS224W: Social and Information Network Analysis. Jure . Leskovec. , . Stanford University. http://cs224w.stanford.edu. Spreading Through Networks. Spreading through networks:. Cascading behavior. Ranking Nodes on the Graph. Web pages are not equally “important”. www.joe-schmoe.com. vs. . www.stanford.edu. . Since there is large diversity . in the connectivity of the . web graph we can . Sonu Nigam i s an Indian singer who has sung songs mainly in Hindi and Kannada movies in addition to other Indian languages. He began his singing career at the age of 3, when he joined his fathe