PPT-“ Coalescence” – a potential method for using ensembles to improve deterministic

Tom Hamill NOAA Earth System Research Lab Physical Sciences Division Boulder CO USA tomhamillnoaagov 1 303 4973060 Presentation to USUKCanada postprocessing group 1 May 2019 1 Problem statement. ZHAXYBAYEVA and GOGARTEN (2004):. Cladogenesis. , Coalescence and the Evolution of the Three Domains of Life.. Trends in Genetics 20 (4): 182- 187. Coalescence. – the process of tracing lineages backwards in time to their common ancestors. Every two extant lineages coalesce to their most recent common ancestor. Eventually, all lineages coalesce to the cenancestor. . VOCALS RF07: Over broken clouds and very thin Stratus clouds at south end of POC region, by Tony Clarke. Coalescence scavenging: . the importance of cloud-driven aerosol sinks. Robert Wood. ,. . University of Washington. 1. Ensembles. CS 478 - Ensembles. 2. A “Holy Grail” of Machine Learning. Automated. Learner. Just a . Data Set. or. just an. explanation. of the problem. Hypothesis. Input Features. Outputs. CS 478 - Ensembles. Tom Irvine. Dynamic Concepts, Inc. Email: tirvine@dynamic-concepts.com. Page: . 1. Page: . 2. The purpose of this presentation is to introduce a customizable framework for enveloping nonstationary random vibration using damage potential.. Jong Youl Choi, Judy . Qiu. , Marlon Pierce, and Geoffrey Fox. School of Informatics and Computing. Pervasive Technology Institute. Indiana University. S. A. L. S. A. project. . http://. salsahpc.indiana.edu. Latest Results on outlier ensembles available at http://www.charuaggarwal.net/theory.pdf (Clickable Link) tsub-topics(eg.bagging,boosting,etc.)intheensembleanalysisareaareverywellformalized.Thisisrem Carbon Measurements . in EPA . Region 10. Robert Kotchenruther, Ph.D.. NW-AIRQUEST . June, 2011. Motivation for this presentation:. 2007-2009 EPA changed the urban (STN network) PM. 2.5. carbon sampling and analysis protocols to bring them in line with those used by the IMPROVE monitoring network. . Jong Youl Choi, Judy . Qiu. , Marlon Pierce, and Geoffrey Fox. School of Informatics and Computing. Pervasive Technology Institute. Indiana University. S. A. L. S. A. project. . http://. salsahpc.indiana.edu. Latest Results on outlier ensembles available at http://www.charuaggarwal.net/theory.pdf (Clickable Link) tsub-topics(eg.bagging,boosting,etc.)intheensembleanalysisareaareverywellformalized.Thisisrem . expand. May 18, 2016. Numerical. . study. . of. the . transitions. . of. . flow. . boiling. in . micro-channels. . Qingming. Liu, Björn . Palm. Department. . of. . energy. . technology. August Shi. , Alex Gyori, Owolabi Legunsen, Darko Marinov. 4/12/2016. ICST 2016. Chicago, Illinois. CCF-1012759. , CCF-1409423, . CCF-1421503, CCF-1439957. Example Code and Test. 2. public. . class. . Introduction to Geophysics. The Self Potential Method. (or Spontaneous Potential). “The ugly duckling of environmental geophysics”. Nyquist. & Corry, 2002. Self Potential Method. Passive geophysical method (like gravity/magnetics). Annealing . Dimension Reduction. and Biology. Indiana University. Environmental Genomics. April 20 2012. Geoffrey Fox. gcf@indiana.edu. . . http://www.infomall.org. . http://www.futuregrid.org. François . Renard, Jessica McBeck, Benoît . Cordonnier. The Njord Centre, Department . of. . Geosciences. , . University. . of. Oslo, Norway. ISTerre. , . University. Grenoble . Alpes. & CNRS, France.