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» Predictions as Statements and Decisions

187

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ICDE
2009
IEEE

140views Database» more ICDE 2009»

Predicting Multiple Metrics for Queries: Better Decisions Enabled by Machine Learning

15 years 11 months ago

Download radlab.cs.berkeley.edu

One of the most challenging aspects of managing a very large data warehouse is identifying how queries will behave before they start executing. Yet knowing their performance charac...

Archana Ganapathi, Harumi A. Kuno, Umeshwar Dayal,...

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ACMICEC
2007
ACM

97views ECommerce» more ACMICEC 2007»

A predictive empirical model for pricing and resource allocation decisions

15 years 1 months ago

Download www.dtc.umn.edu

We present a semi-parametric model that describes pricing behaviors in a market environment, and we show how that model can be used to guide resource allocation and pricing decisi...

Wolfgang Ketter, John Collins, Maria L. Gini, Paul...

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DIS
2003
Springer

202views Theoretical Computer Science» more DIS 2003»

Prediction of Molecular Bioactivity for Drug Design Using a Decision Tree Algorithm

15 years 2 months ago

Download mllab.sogang.ac.kr

Abstract. A machine learning-based approach to the prediction of molecular bioactivity in new drugs is proposed. Two important aspects are considered for the task: feature subset s...

Sanghoon Lee, Jihoon Yang, Kyung-Whan Oh

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SC
2003
ACM

181views Applied Computing» more SC 2003»

Conservative Scheduling: Using Predicted Variance to Improve Scheduling Decisions in Dynamic Environments

15 years 2 months ago