3,917 research outputs found

    Bayesian methods for hackers: probabilistic programming and Bayesian inference

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    Bayesian methods of inference are deeply natural and extremely powerful. However, most discussions of Bayesian inference rely on intensely complex mathematical analyses and artificial examples, making it inaccessible to anyone without a strong mathematical background. Now, though, Cameron Davidson-Pilon introduces Bayesian inference from a computational perspective, bridging theory to practice–freeing you to get results using computing power. Bayesian Methods for Hackers illuminates Bayesian inference through probabilistic programming with the powerful PyMC language and the closely related Python tools NumPy, SciPy, and Matplotlib. Using this approach, you can reach effective solutions in small increments, without extensive mathematical intervention. Davidson-Pilon begins by introducing the concepts underlying Bayesian inference, comparing it with other techniques and guiding you through building and training your first Bayesian model. Next, he introduces PyMC through a series of detailed examples and intuitive explanations that have been refined after extensive user feedback. You’ll learn how to use the Markov Chain Monte Carlo algorithm, choose appropriate sample sizes and priors, work with loss functions, and apply Bayesian inference in domains ranging from finance to marketing. Once you’ve mastered these techniques, you’ll constantly turn to this guide for the working PyMC code you need to jumpstart future projects

    Slide: Cameron Davidson, “Entrance to Tandem Computer Headquarters in Reston," September 1982

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    Slide: color, photograph, 2” x 2” (5.08 cm x 5.08 cm)Slide by Cameron Davidson entitled “Entrance to Tandem Computer Headquarters in Reston" dated September 1982. This is an image of the entrance to Tandem Computers. In the foreground, a bed containing shrubs is visible. The Tandem building is brick. The entrance to the building is visible in the background. The entrance is mostly glass. Planned Community Archives Collection, 627.0

    Virtual Book Launch: Russ Davidson author of: Joaquín Ortega: Forging Pan-Americanism at the University of New Mexico

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    Russ Davidson, author of Joaquín Ortega: Forging Pan-Americanism at the University of New Mexico In conversation with Felipe Gonzales and Christine Sierra Russ Davidson served as a curator of Latin American and Iberian collections and was a professor of librarianship at the University of New Mexico from 1979 to 2004. Phillip b. (Felipe) Gonzales is a professor emeritus of sociology at the University of New Mexico. As a historical sociologist, his research has primarily focused on the Nuevomexicano Hispanic group of New Mexico. He is the author, co-author, or editor of four books and numerous articles on Nuevomexicano identity, politics, and economic status. Christine Marie Sierra is a professor emerita of political science at the University of New Mexico and a former director of the Southwest Hispanic Research Institute. Her teaching career at UNM spanned twenty-eight years, and her research has focused on the study of race, ethnicity, and gender in US politics, Mexican American activism on immigration policy, and Hispanic politics in New Mexico.https://digitalrepository.unm.edu/laii_events/1091/thumbnail.jp

    Q & A - Eric Davidson

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    Eric Davidson graduated from the University of Pennsylvania in 1954 and received his PhD from Rockefeller University in 1963. He remained at Rockefeller until 1971 when he moved to Caltech in Pasadena, California. He was elected to the U.S. National Academy of Sciences in 1985, and is at present Norman Chandler Professor of Cell Biology in the Division of Biology, Caltech. He is the author of 5 books and over 400 papers on developmental gene regulation and evolution of genomic programs for development. For the last decade his work has focused on theory and operation of developmental gene regulatory networks

    stajichlab/AAFTF: Fixes for pilon memory and update assess report

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    Changelog Release version 0.2.5 This release addresses some small additions by adding extra cmdline options to pilon (--mem) and assemble (--tmpdir). Features/Fixes Added Issue #10 added GC% in the assessment report table Added --mem option to pilon to up the heapsize for java runs merged changes in namespace by @gamcil and a tmpdi

    Frege and Davidson on Predication

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    Davidson's conception of predication is examined and critically discussed with reference to Frege's functional conception of concept and first-and higher order predication. The author argues that Frege's account of predication for all its difficulties, included the ones pointed aout by Davidson, is still the best at our disposal

    Gertrude M. Davidson telegram to Franklin County Woman Suffrage Association, October 22, 1914

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    This telegram was sent on October 22, 1914, to the Woman Suffrage Headquarters in Franklin County, Ohio. Gertrude M. Davidson, a member of the Scioto County Association for women's suffrage, sent the telegram to request fliers in support of women's suffrage. Davidson said she needed the fliers by her organization's Saturday afternoon meeting. She requested the flier titled "Women in the Home," but stated that if there weren't enough of those to send the best fliers they had on hand. The Franklin County Woman Suffrage Association was formed in 1912, after the Ohio Constitutional Convention elected to bring to a vote the question of removing the words "white male" from the state constitution with regard to voting rights. Headquartered in the Chamber of Commerce building in Columbus, Ohio, the organization put out regular publications, organized public speeches and meetings, distributed literature and held parades in support of the suffrage movement. Women's suffrage in Ohio was defeated in a special election in 1912 and again in 1914 and 1916 before a resolution narrowly passed in 1917 allowing municipal voting by women in Columbus. In 1920, the 19th Amendment passed, extending the vote to women and prohibiting state and federal government from denying suffrage on the basis of sex

    Base composition of RNA obtained from motor neurons in amyotrophic lateral sclerosis

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    PT: J; CR: DANEHOLT B, 1966, J NEUROCHEM, V13, P913 DAVIDSON TJ, J NEUROPATHOL EXP NE DAVIDSON TJ, 1981, J NEUROPATH EXP NEUR, V40, P32 EDSTROM JE, 1964, METHODS CELL PHYSL, V1, P417 HARTMANN HA, 1968, ACTA NEUROPATH BERL, V11, P275 KOENIG H, 1969, MOTOR NEURON DISEASE, P347 RINGBORG U, 1966, BRAIN RES, V2, P296 SLAGEL DE, 1966, J NEUROPATH EXP NEUR, V25, P244; NR: 8; TC: 16; J9: J NEUROPATHOL EXP NEUROL; PG: 6; GA: LF726Source type: Electronic(1
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