1,223 research outputs found
No.129, Rex Campbell, interview by Helen B. Gibbons
No full textTranscript (15 pages) of interview by Helen B. Gibbons with Rex Campbell, on Apil 23, 1985. This interview is no. 129 in the Everett L. Cooley Oral History Project, and tape no. U-364Campbell (b. 1920) recalls his career in broadcasting at KSL and KUED, 1940s-1980s; teaching at the University of Utah, 1950s-1980s; and evaluates the role of women in broadcasting generally and specifically Alene Dalton, Margaret Masters, and Louise Hill Howe. Interviewer: Helen Gibbon
No. 1, Rex Campbell, interview by Sherry Baker
No full textTranscript (35, 10 pages) of an interview (in two parts) by Sherry Baker with Rex Campbell, longtime KSL radio broadcaster and University of Utah professor, on May 23, 1984. This interview is part of the Everett L. Cooley Oral History Project, interview no. 1Campbell (b. 1920) recalls his early life, his work at KSL Radio and Television, and his later career at the University of Utah where he was involved in establishing both KUER and KUED and where he continues as a member of the faculty teaching in the area of the Humanities. 1940s-1980s. Interviewer: Sherry Bake
Waratah, Telopea speciosissima [picture] /
No full textIn: Australian and New Zealand watercolours of wild flowers & orchids / Marrianne Campbell.; Title from inscription l.l.; Rex Nan Kivell Collection NK7166/72.; T2513
Cain, Rex Clark interview
No full textOral history interview of Mr. Rex C. Cain. Interview conducted by Tyler Campbell at the Masonic Home of Florida in St. Petersburg, Florida on 03/22/2018
Understanding Risk Extrapolation (REx) and when it finds Invariant Relationships
No full textGeneralizing models for new unknown datasets is a common problem in machine learning. Algorithms that perform well for test instances with the same distribution as their training dataset often perform severely on new datasets with a different distribution. This problem is caused by distributional shifts between the training of the model and applying that model to a test domain. This paper addresses whether and in what situations Risk Extrapolation (REx) can tackle this problem of Out-Of-Distribution generalization by exploiting invariant relationships. These relationships are based on features that are invariant across all domains. By learning these relationships, REx aims to learn the concept of the problem we are trying to solve. We show in what situations REx can learn these invariant relationships and when it does not. We translate the definition of an invariant relationship into a homoscedastic synthetic dataset with either covariate, confounded, anti-causal, or hybrid shift. We expose REx to experiments in sample complexity, the number of training domains, and the training domain distance. We show that REx performs better for invariant prediction in situations with larger sample sizes and training domain distance and that if these criteria are met, REx performs equivalently in all four distributional shifts. We also compare REx to Invariant- and Empirical Risk Minimization and show that; REx is less sensitive and thus robust to the shifting of the average distributional variance in the training domains; REx asymptotically out-performs the methods in the more complex distributional shifts.https://gitlab.com/hofland.jeroen/rex-distributional-shift CodeCSE3000 Research ProjectComputer Science and Engineerin
Rex J. Rowley
No full textAudio recording of the 10/06/13 UNLV Libraries Author Series event featuring Rex. J. Rowley, author of Everyday Las Vegas: Local Life in a Tourist Town. Includes remarks by Libraries Dean Patricia Iannuzzi, CGR Director Dave Schwartz, and Rowley
Flowers of Australia [picture] /
No full textIn: Australian and New Zealand watercolours of wild flowers & orchids.; Names of varieties of flowers inscribed on reverse.; Title from inscription on reverse.; Rex Nan Kivell Collection NK7166/35.; T2549
Tattersall's Horse Bazaar, Melbourne, John Black, proprietor [picture] /
No full textRex Nan Kivell Collection NK429.; Exhibited: Street where you live NLA 1992, Albury 1992, Sydney 1993.; U2277
Ozone - greenhouse what's the difference? by Dr Rex Campbell
No full textAre you confused between ozone and greenhouse issues, between the Montreal and Toronto goals
Bushranger's flight [picture] /
No full textOne of the plates in: Sketches in Victoria.; Rex Nan Kivell Collection NK 9841/7A.; Exhibited: NLA Visitor Centre 1992.; U41 and U42 NK9841/7B on trimmed grey letterhead paper; S3278 in bound set
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