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Model Assessment & Selection

Model Assessment & Selection

Model Assessment & Selection. Prof. Liqing Zhang Dept. Computer Science & Engineering, Shanghai Jiaotong University. Outline. Bias, Variance and Model Complexity The Bias-Variance Decomposition Optimism of the Training Error Rate Estimates of In-Sample Prediction Error

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672 views • 31 slides
Bayesian Models for Gene expression With DNA Microarray Data

Bayesian Models for Gene expression With DNA Microarray Data

Bayesian Models for Gene expression With DNA Microarray Data Joseph G. Ibrahim , Ming-Hui Chen , and Robert J. Gray Presented by Yong Zhang. Goals: To build a model to compare between normal and tumor tissues and to find the genes that best distinguish between tissue types .

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349 views • 24 slides
Agent Oriented modeling by interleaving formal and informal analysis

Agent Oriented modeling by interleaving formal and informal analysis

Agent Oriented modeling by interleaving formal and informal analysis. Anna Perini 1 , Marco Pistore 2,1 , Marco Roveri 1 , Angelo Susi 1 1 ITC - IRST Via Sommarive, 18, I-38050, Trento-Povo, Italy {perini,roveri,susi}@irst.itc.it 2 DIT, University of Trento

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323 views • 21 slides
Agent Oriented modeling by interleaving formal and informal analysis

Agent Oriented modeling by interleaving formal and informal analysis

Agent Oriented modeling by interleaving formal and informal analysis. Anna Perini 1 , Marco Pistore 2,1 , Marco Roveri 1 , Angelo Susi 1 1 ITC - IRST Via Sommarive, 18, I-38050, Trento-Povo, Italy {perini,roveri,susi}@irst.itc.it 2 DIT, University of Trento

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216 views • 21 slides
Space-time trends in temperature extremes in south central Sweden

Space-time trends in temperature extremes in south central Sweden

Space-time trends in temperature extremes in south central Sweden. Peter Guttorp Norsk Regnesentral University of Washington. Acknowledgements. Joint work with Peter Craigmile , The Ohio State University Data from Swedish Meteorological and Hydrological Institute

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318 views • 19 slides
Heavy metal pollution assessment within EMEP

Heavy metal pollution assessment within EMEP

Heavy metal pollution assessment within EMEP. Oleg Travnikov , Ilia Ilyin, Olga Rozovskaya (MSC-E) Wenche Aas, Katrine Aspmo Pfaffhuber (CCC). Outline. Reports of MSC-E and CCC. Detailed information: www.msceast.org www.nilu.no/projects/ccc /. EMEP reporting 2018 on heavy metals.

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176 views • 12 slides
Owners and Representatives

Owners and Representatives

Neilsoft helps your team develop BIM standards, specifications and templates, to ensure robust integration with existing and future data and project management services, Architectural, Structural, MEP, etc.

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54 views • 1 slides

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