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. 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 . Lecture One. Paul . Constantine. March 29, 2011. What is UQ???. Uncertainty Quantification – ME470. Paul Constantine. Combining computational models, physical observations, and possibly expert . judgment . Joseph B. Kadane. Carnegie Mellon University. kadane@stat.cmu.edu. “Prediction is difficult, especially about the future”. Niels. Bohr. Robert Storm Peterson. Yogi Berra. Samuel Goldwyn. Mark Twain. John L. Campbell. 1. , Ruth D. Yanai. 2. , Mark B. . Green. 1,3. , Carrie . Rose . Levine. 2. , Mary Beth Adams. 1. , Douglas A. Burns. 4. ,. . Donald C. Buso. 5. , . Mark E. Harmon. 6. , Trevor Keenan. . 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. by Angela Campbell, Ph.D. and Andrew Cheng, Ph.D.. ICRAT. Angela Campbell, Ph.D.. June 21, 2016. The findings and conclusions in this paper are those of the author(s) and do not necessarily represent the views of the FAA. in Measurement. (IB text - Ch 11; AP text - section 1.4 pgs. 10-13 and A10-A13). All measurements have some degree of . uncertainty. . Therefore, we need to give some indication of the reliability of measurements and the uncertainties in the results calculated from these measurements. . Marcia McNutt. Editor-in-Chief. Science . family of Journals. Challenges with scientific uncertainty ...... Public perception that if scientists express uncertainty, they “don’t know they are talking about.”. 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. OUTLINE. Accelerator Pre-alignment background. Uncertainty and GUM supplement 1. PACMAN pre-alignment budgeting . CMM uncertainty modeling. Thermal uncertainty compensation and modeling. First stochastic modeling results. Manipulating symbols. Last class. Typology of signs. Sign systems. Symbols. Tremendously important distinctions for informatics and computational sciences. Computation = symbol manipulation. Symbols can be manipulated without reference to content (syntactically. Brian Clough. 1. , Matt Russell. 1. , Grant Domke. 2. , Chris Woodall. 2. . 2016 Western Mensurationist’s Meeting. 1. University of Minnesota. 2. US Forest Service Northern Research Station. 3 tiered approach for identifying and . Erzo F. P. Luttmer. Andrew A. Samwick. Dartmouth College and NBER. March 2017. Motivating Question. Future government policy is subject to uncertainty. How costly is this uncertainty?. When does policy uncertainty matter most?.