\begingroup \small \contentsline {section}{\numberline {1}Introduction: From Data to Information}{2} \contentsline {section}{\numberline {2}Components}{2} \contentsline {subsection}{\numberline {2.1}Data hooks}{3} \contentsline {subsection}{\numberline {2.2}Model}{3} \contentsline {subsection}{\numberline {2.3}Calibration}{4} \contentsline {subsection}{\numberline {2.4}Anomaly detector}{4} \contentsline {subsection}{\numberline {2.5}Fault Localization}{4} \contentsline {subsection}{\numberline {2.6}Repair}{4} \contentsline {subsection}{\numberline {2.7}Modeling Tools}{4} \contentsline {section}{\numberline {3}QNET}{4} \contentsline {subsection}{\numberline {3.1}Distributions}{4} \contentsline {subsection}{\numberline {3.2}User Distributions}{6} \contentsline {subsection}{\numberline {3.3}Combination Rules}{7} \contentsline {subsection}{\numberline {3.4}Caching Assumptions}{7} \contentsline {subsection}{\numberline {3.5}Summary}{8} \contentsline {section}{\numberline {4}Learning from the Output}{8} \contentsline {subsection}{\numberline {4.1}Multi-Dimensional Optimization using ``BORE''}{8} \contentsline {subsection}{\numberline {4.2}Treatment Learning with TAR3}{8} \contentsline {section}{\numberline {5}Case Study}{10} \contentsline {section}{\numberline {6}Discussion}{10} \contentsline {subsection}{\numberline {6.1}Data Hooks}{10} \contentsline {subsection}{\numberline {6.2}Model}{10} \contentsline {subsection}{\numberline {6.3}Calibration}{10} \contentsline {subsection}{\numberline {6.4}Anomaly Detection}{10} \contentsline {subsection}{\numberline {6.5}Fault Localization}{11} \contentsline {subsection}{\numberline {6.6}Repair}{12} \contentsline {subsection}{\numberline {6.7}Modeling Tools}{12} \contentsline {section}{\numberline {7}Figure Work}{13} \contentsline {subsection}{\numberline {7.1}Better conditional probabilities}{13} \contentsline {subsection}{\numberline {7.2}Scale up}{13} \contentsline {subsection}{\numberline {7.3}Add data hooks}{13} \contentsline {section}{\numberline {8}Conclusion}{13}