PPT-Mining High-Speed Data Streams

Presented by Tyler J Sawyer UVM Spring 2014 CS 332 Data Mining Pedro Domingos Geoff Hulten Sixth ACM SIGKDD International Conference 2000 Outline Introduction Hoeffding Trees The VFDT System. Email and news articles are natural examples of suc streams eac haracterized topics that app ear gro in in tensit for erio of time and then fade The published literature in particular researc 57356eld can seen to exhibit similar phenomena er uc long WHY More teens die from car crashes than any other cause and the first year is the most dangerous WHEN 64 National Teen Driver Safety Week October 1524 2014 WHO High school students age 14 along with their schools communities friends and families u Pedersen, . Kristensen. , . Friberg. , 2014, . PlosOne. , Volume 9, 1-10. Katie Halvorson. Introduction to area. Methods and ideas on project. Results from project. S. ummary. Overview. Catchment areas of Jutland, Denmark. NOV. 12. th. . , 2013 : New Delhi. LARSEN & TOUBRO. REENERGISING INDIAN COAL SECTOR. Trends. Mining Equipment Size. Equipment Operating Systems. Equipment Tracking Systems. Equipment Management Systems.. Anthony T. Iannacchione, . engineer. (mining). Stephen J. Tonsor, . biologist. (ecology). Associate Professors, University of Pittsburgh.  . The Question “Can We Conduct Underground Coal Mining and Protect PA Streams?”. Streams in karst areas sometimes lose large volumes of surface water through gradual loss into underground caverns. . Environmental Concerns with Karst. More Concerns. Cow manure in streams can lead directly to underground cavern systems.. Ricardo H. Taniwaki, Jeremy J. Piggott, Silvio F. B. Ferraz, Christoph D. Matthaei. Department of Forest Sciences, University of São Paulo, . ESALQ, São Paulo, Brazil.. Department of Zoology, University of Otago, Dunedin, New Zealand.. The Backcountry’s resources made it relatively easy to start a small farm.. Region had many streams and . Forests provided wood that settlers used to build log houses. The Backcountry!!!. The Backcountry’s resources made it relatively easy to start a small farm.. Men’s Olympic Speed Skating What is speed skating? Speed skating is a competitive form of ice skating where competitors race each other in travelling a certain distance on skates. Men compete in 500m, 1,000m, 1,500m, 5,000m and a 10,000. In each event, skaters race in pairs against the clock on a standard 400m oval ring. All events are skated once, apart from the 500m, which is skated twice. In this case, the final result is based on the total time of the two races. Streams Declarative— More concise and readable Composable— Greater flexibility Parallelizable— Better performance What is a stream? A stream is “a sequence of elements from a source that supports data processing operations.” Tao Huang, . Shrideep. . Pallickara. , Geoffrey Fox. Community Grids Lab. Indiana University, Bloomington. . {. taohuang. , . spallick. , . gcf}@indiana.edu. Outline. Analysis of existing Collaboration and Annotation Systems. http://www.cs.uic.edu/~. liub. CS583, Bing Liu, UIC. 2. General Information. Instructor: Bing Liu . Email: liub@cs.uic.edu . Tel: (312) 355 1318 . Office: SEO 931 . Lecture . times: . 9:30am-10:45am. Vermont Monitoring Cooperative’s. Annual Meeting. December 11, 2015. A LITTLE PERSPECTIVE . VT DEC has monitored the effects of acid deposition on remote lakes since the summer of 1980. This program is referred to as the Vermont Long-Term Monitoring Program or LTM. It is funded in part by the US EPA.. Adeetya's Kitchen & Furniture in Pune offers a selection of top-quality kitchen trolleys to maximize storage space and improve the functionality of any kitchen. https://adeetyas.com/high-quality-kitchen-trolleys-in-pune.php