PPT-Uncertainty in AI

Birds can fly right Seems like common sense knowledge The problem with FirstOrder Logic is that universal rules are too strict x birdxfliesx mean all bird must fly but there are many exceptions. Jake Blanchard. Spring 2010. Uncertainty Analysis for Engineers. 1. Introduction. We’ve discussed single-variable probability distributions. This lets us represent uncertain inputs. But what of variables that depend on these inputs? How do we represent their uncertainty?. Nick Bloom (Stanford & NBER). Harvard, April 23. rd. and 30. th. Talk summarizes . a forthcoming JEP article (& a work-in-progress longer JEL). Talk summarizes . a forthcoming JEP article (& a work-in-progress longer JEL). Readings. Readings. Baye. 6. th. edition or 7. th. edition, Chapter 3. BA 445 Lesson A.4 Uncertainty. Overview. Overview. Overview. BA 445 Lesson A.4 Uncertainty. Expected Value . distinguishes good decisions from good luck. Gambling with positive expected value virtually guarantees . sources:. sensory/processing noise. ignorance. change. consequences:. inference. learning. coding:. distributional/probabilistic population codes. neuromodulators. Multisensory Integration. +.  . apply the previous analysis:. Rrs. ) and output ocean color data:. a brief review. Stéphane. . Maritorena. – ERI/UCSB. Uncertainties in output products. Ideally, the uncertainties associated with ocean color products should be determined through comparisons with in situ measurements (matchups). Nick Bloom (Stanford & NBER). Harvard, April 23. rd. and 30. th. Talk summarizes . a forthcoming JEP article (& a work-in-progress longer JEL). Talk summarizes . a forthcoming JEP article (& a work-in-progress longer JEL). . Avoidance. in 10 minutes. Geert Hofstede. January. 2015. Origin. of the term “. uncertainty. . avoidance. ”. One. of the . key. . concepts. in a “. behavioral. . theory. of the . firm. environmental research. Liew Xuan Qi (A0157765N). Cheong Hui Ping (A0127945W). Hong Chuan Yin (A0155305M). Best Practice Approaches for Characterizing, Communicating, and Incorporating Scientific Uncertainty in Climate Decision Making. analytical perspective. . Roy Macarthur. roy.macarthur@fera.gsi.gov.uk. Analytical perspective. Uncertainty about quantitative measurements. Chemical, microbiological, biotechnological . analytes. .. 1Overviewe the operationalrisksand deter the investment and the hiring ofnew employees These will give the pressure on the macroeconomy like GDP growth unemployment rateetcRecentlyconsiderable uncerta A. KHINE. DIVISION OF CHEMICAL PATHOLOGY. NHLS TYGERBERG . STELLENBOSCH UNIVERSITY. Laboratory Management workshop 3-6 June 2019. MEASUREMENT UNCERTAINTY. is a parameter, associated with the result of a measurement… that defines the range of the values that could reasonably be attributed to the measured quantity (UKAS). Uncertainty Essentials. Les Coveney, INAB Calibration & Uncertainty Day, 18th June 2018. Les Coveney, INAB Calibration & Uncertainty Day, 18th June 2018. Uncertainty Essentials. Definition of Measurement Uncertainty. Adam Johnson¹, Paul Bremner. 3. Matt Griebel¹, Brent Erickson¹, Joel Sills. 2. 1. Quartus Engineering Incorporated. 2. NASA Engineering and Safety Center. 3. AeroHydroPLUS. Background. Vibration testing of the Orion Multi-Purpose Crew Vehicle (MPCV) Configuration 4 (C4) Structural Test Article (STA) was performed in the reverberant acoustic chamber at Lockheed Martin. High-dimensional Data Analysis. Adel Javanmard. Stanford University. 1. What is . high. -dimensional data?. Modern data sets are both massive and fine-grained.. 2. # Features (variables) > . # . Observations (Samples).