PPT-Theoretical Justification for Popular Link Prediction Heuri

Purnamrita Sarkar Carnegie Mellon Deepayan Chakrabarti Yahoo Research Andrew W Moore Google Inc Link Prediction Which pair of nodes ij should be connected Variant node . Elad. . Hazan. (. Technion. ). Satyen Kale . (Yahoo! Labs). Shai. . Shalev-Shwartz. (Hebrew University). Three Prediction Problems: . I. Online Collaborative Filtering. Users: . {1, 2, …, m}. Movies: . . Practical Graph Mining with R. Outline. Link Analysis Concepts. Metrics for Analyzing Networks. PageRank. HITS. Link Prediction. 2. Link Analysis Concepts. Link. A relationship between two entities. Learning Goal: (You should be able to…). Describe some characteristics about the processes of science.. Identify characteristics of a Masterful Scientist. Success Criteria: (Can you …). Create some rules to help predict the unknown faces of cubes?. Debajit. B. h. attacharya. Ali . JavadiAbhari. ELE 475 Final Project. 9. th. May, 2012. Motivation. Branch Prediction. Simulation Setup & Testing Methodology. Dynamic Branch Prediction. Single Bit Saturating Counter. Prediction is important for action selection. The problem:. prediction of future reward. The algorithm:. temporal difference learning. Neural implementation:. dopamine dependent learning in BG. A precise computational model of learning allows one to look in the brain for “hidden variables” postulated by the model. Presentation to AMS Board on Enterprise Communications. September 2012. ESPC Overview. Introduction. ESPC is an . interagency collaboration . between DoD (Navy, Air Force), NOAA, DoE, NASA, and NSF for coordination of research to operations for an earth system analysis and extended range prediction capability. . Experimental probability. : . Probability based on a collection of data.. Will have a table of results or data from the experiment(s)!. What is the difference between . theoretical probability. and . Self-Justification. People are motivated to justify their own actions, beliefs, and feelings. When they do something, they will try, if at all possible, to convince themselves and others that it was a logical, reasonable thing to do. Facilitators/Scribes: Gil . Zussman. (Columbia University), Justin Shi (Temple University) . Attendees: . Ioannis. . Stavrakakis. , Gustavo de . Veciana. , . Svetha. . Venkatesh. , Bill . Schilit. Outline. Link Analysis Concepts. Metrics for Analyzing Networks. PageRank. HITS. Link Prediction. 2. Link Analysis Concepts. Link. A relationship between two entities. Network or Graph. A collection of entities and links between them. . SYFTET. Göteborgs universitet ska skapa en modern, lättanvänd och . effektiv webbmiljö med fokus på användarnas förväntningar.. 1. ETT UNIVERSITET – EN GEMENSAM WEBB. Innehåll som är intressant för de prioriterade målgrupperna samlas på ett ställe till exempel:. L09. Radiation Protection in Dental . Radiology. Training material developed by the . International . Atomic Energy Agency . in . collaboration . with:. . World Health Organization. , . FDI World . Dental Federation, International Association of . 0010203040506070809010011012013014015016017018019020021022023024025026027028029030031032033034035010005000StandardAugmentedGraph Maximum 5000 mV/mPower 350 kWFacility ID 356872 Towers0 AugmentationsTh 00102030405060708090100110120130140150160170180190200210220230240250260270280290300310320330340350100500StandardAugmentedGraph Maximum 500 mV/mPower 0225 kWFacility ID 356872 Towers0 AugmentationsTheo