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Prediction and estimation consistency of sparse multi-class penalized optimal scoring

Irina Gaynanova.

Source: Bernoulli, Volume 26, Number 1, 286--322.

Abstract:
Sparse linear discriminant analysis via penalized optimal scoring is a successful tool for classification in high-dimensional settings. While the variable selection consistency of sparse optimal scoring has been established, the corresponding prediction and estimation consistency results have been lacking. We bridge this gap by providing probabilistic bounds on out-of-sample prediction error and estimation error of multi-class penalized optimal scoring allowing for diverging number of classes.




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Cliques in rank-1 random graphs: The role of inhomogeneity

Kay Bogerd, Rui M. Castro, Remco van der Hofstad.

Source: Bernoulli, Volume 26, Number 1, 253--285.

Abstract:
We study the asymptotic behavior of the clique number in rank-1 inhomogeneous random graphs, where edge probabilities between vertices are roughly proportional to the product of their vertex weights. We show that the clique number is concentrated on at most two consecutive integers, for which we provide an expression. Interestingly, the order of the clique number is primarily determined by the overall edge density, with the inhomogeneity only affecting multiplicative constants or adding at most a $log log (n)$ multiplicative factor. For sparse enough graphs the clique number is always bounded and the effect of inhomogeneity completely vanishes.




en

Needles and straw in a haystack: Robust confidence for possibly sparse sequences

Eduard Belitser, Nurzhan Nurushev.

Source: Bernoulli, Volume 26, Number 1, 191--225.

Abstract:
In the general signal$+$noise (allowing non-normal, non-independent observations) model, we construct an empirical Bayes posterior which we then use for uncertainty quantification for the unknown, possibly sparse, signal. We introduce a novel excessive bias restriction (EBR) condition, which gives rise to a new slicing of the entire space that is suitable for uncertainty quantification. Under EBR and some mild exchangeable exponential moment condition on the noise, we establish the local (oracle) optimality of the proposed confidence ball. Without EBR, we propose another confidence ball of full coverage, but its radius contains an additional $sigma n^{1/4}$-term. In passing, we also get the local optimal results for estimation , posterior contraction problems, and the problem of weak recovery of sparsity structure . Adaptive minimax results (also for the estimation and posterior contraction problems) over various sparsity classes follow from our local results.




en

A new method for obtaining sharp compound Poisson approximation error estimates for sums of locally dependent random variables

Michael V. Boutsikas, Eutichia Vaggelatou

Source: Bernoulli, Volume 16, Number 2, 301--330.

Abstract:
Let X 1 , X 2 , …, X n be a sequence of independent or locally dependent random variables taking values in ℤ + . In this paper, we derive sharp bounds, via a new probabilistic method, for the total variation distance between the distribution of the sum ∑ i =1 n X i and an appropriate Poisson or compound Poisson distribution. These bounds include a factor which depends on the smoothness of the approximating Poisson or compound Poisson distribution. This “smoothness factor” is of order O( σ −2 ), according to a heuristic argument, where σ 2 denotes the variance of the approximating distribution. In this way, we offer sharp error estimates for a large range of values of the parameters. Finally, specific examples concerning appearances of rare runs in sequences of Bernoulli trials are presented by way of illustration.




en

English given names : popularity, spelling variants, diminutives and abbreviations / by Carol Baxter.

Names, Personal -- England.




en

The Thomson family : fisherman in Buckhaven, retailers in Kapunda / compiled by Elizabeth Anne Howell.

Thomson (Family)




en

My dear sir / Gwen Waters.

Braddock, William, 1798-1869 -- Correspondence.




en

From the coalfields of Somerset to the Adelaide Hills and beyond : the story of the Hewish Family : three centuries of one family's journey through time / Maureen Brown.

Hewish Henry -- Family.




en

The Yangya Hicks : tales from the Hicks family of Yangya near Gladstone, South Australia, written from the 12th of May 1998 / by Joyce Coralie Hale (nee Hicks) (28.12.1923-17.12.2003).

Hicks (Family)




en

By the richest of God's grace / Anna Penney.

Penney, Anna -- Travels.




en

The Klemm family : descendants of Johann Gottfried Klemm and Anna Louise Klemm : these forebears are honoured and remembered at a reunion at Gruenberg, Moculta 11th-12th March 1995.

Klemm (Family)




en

Discover Protestant nonconformity in England and Wales / Paul Blake.

Dissenters, Religious -- Great Britain.




en

Welsh given names : popularity, spelling variants, diminutives and abbreviations / by Carol Baxter.

Names, Personal -- Welsh.




en

Scottish given names : popularity, spelling variants, diminutives and abbreviations / by Carol Baxter.

Names, Personal -- Scottish.




en

GEDmatch : tools for DNA & genealogy research / by Kerry Farmer.

Genetic genealogy -- Handbooks, manuals, etc.




en

Our Lady of Grace family page of history : a bookweek bicentennial project / edited by Janeen Brian.

Our Lady of Grace School (Glengowrie, S.A.)




en

A family history Siglin to Siegele 1530 to 2019 : from Ditzingen, Germany over land and sea / Ian G. Siegele.

Germans -- South Australia.




en

Descendants of John & Barbara Cheesman, 1839-1999 / Gary Cheesman.

Cheesman, John -- Family.




en

Traegers in Australia. 3, Ernst's story : the story of Ernst Wilhelm Traeger and Johanne Dorothea nee Lissmann, and their descendants, 1856-2018.

Traeger, Ernst Wilhelm, 1805-1874.




en

Genealogy and family trees

Rungie (Family)




en

Living through English history : stories of the Urlwin, Brittridge, Vasper, Partridge and Ellerby families / Janet McLeod.

Urlwin (Family).




en

From Wends we came : the story of Johann and Maria Huppatz & their descendants / compiled by Frank Huppatz and Rone McDonnell.

Huppatz (Family).




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How States, Assessment Companies Can Work Together Amid Coronavirus Testing Cancellations

Scott Marion, who consults states on testing, talks about why it's important for vendors and public officials to work cooperatively in renegotiating contracts amid assessment cancellations caused by COVID-19.

The post How States, Assessment Companies Can Work Together Amid Coronavirus Testing Cancellations appeared first on Market Brief.




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Economists Expect Huge Future Earnings Loss for Students Missing School Due to COVID-19

Members of the future American workforce could see losses of earnings that add up to trillions of dollars, depending on how long coronavirus-related school closures persist.

The post Economists Expect Huge Future Earnings Loss for Students Missing School Due to COVID-19 appeared first on Market Brief.




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McGraw-Hill and Cengage Abandon Merger Plans

The two major companies cited what they considered onerous divestiture requirements from the U.S. Department of Justice as the reason behind their joint decision.

The post McGraw-Hill and Cengage Abandon Merger Plans appeared first on Market Brief.



  • Marketplace K-12
  • Business Strategy
  • COVID-19
  • Curriculum / Digital Curriculum
  • Mergers and Acquisitions
  • Online / Virtual Learning

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Austin-Area District Looks for Digital/Blended Learning Program; Baltimore Seeks High School Literacy Program

The Round Rock Independent School District in Texas is looking for a digital curriculum and blended learning program. Baltimore is looking for a comprehensive high school literacy program.

The post Austin-Area District Looks for Digital/Blended Learning Program; Baltimore Seeks High School Literacy Program appeared first on Market Brief.



  • Purchasing Alert
  • Curriculum / Digital Curriculum
  • Educational Technology/Ed-Tech
  • Learning Management / Student Information Systems
  • Procurement / Purchasing / RFPs

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4 Ways to Help Students Cultivate Meaningful Connections Through Tech

The CEO of Move This World isn't big on screen time, but in the midst of the coronavirus pandemic, technology--when used with care--can help strengthen relationships.

The post 4 Ways to Help Students Cultivate Meaningful Connections Through Tech appeared first on Market Brief.




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What Districts Want From Assessments, as They Grapple With the Coronavirus

EdWeek Market Brief asked district officials in a nationwide survey about their most urgent assessment needs, as they cope with COVID-19 and tentatively plan for reopening schools.

The post What Districts Want From Assessments, as They Grapple With the Coronavirus appeared first on Market Brief.




en

Item 07: A Journal of ye [the] Proceedings of his Majesty's Sloop Swallow, Captain Phillip [Philip] Carteret Commander, Commencing ye [the] 23 of July 1766 and ended [4 July 1767]




en

Item 08: A Logg [Log] Book of the proceedings on Board His Majesty's Ship Swallow, Captain Philip Carteret Commander Commencing from the 20th August 1766 and Ending [21st May 1768]




en

Item 13: Swallow 1767, A journal of the proceedings on Board His Majesty's Sloop Swallow, commencing the 1st of March 1767 and Ended the 7th of July 1767




en

Box 3: Children's book illustrations by various artists, Peg Maltby and Dorothy Wall, , ca. 1932-1975




en

Box 4: Children's book illustrations by various artists, Dorothy Wall, ca. 1932




en

Box 6: Children's book illustrations by various artists, Dorothy Wall and Noela Young, ca. 1932-1964




en

Item 01: Notebooks (2) containing hand written copies of 123 letters from Major William Alan Audsley to his parents, ca. 1916-ca. 1919, transcribed by his father. Also includes original letters (2) written by Major Audsley.




en

Item 01: Scorebook of the Aboriginal Cricket Tour of England being a copy in Charles Lawrence's hand, 1868




en

Sydney in 1848 : illustrated by copper-plate engravings of its principal streets, public buildings, churches, chapels, etc. / from drawings by Joseph Fowles.




en

Smart research for HSC students: Better searching with online resources

In this online session, we simplify searching for you so that the skills you need in one resource will work wherever you are.




en

Smart research for HSC students: Citing your work and avoiding plagiarism

This session brings together the key resources for HSC subjects, including those that are useful for studying Advanced and Extension courses.




en

Smart research for HSC students: Essential Library resources for your research and study

This session brings together the key resources for HSC subjects, including those that are useful for studying Advanced and Extension courses.




en

Art Around the Library - Zentangles

Discover the enjoyment of a meandering line with decoration and zentangle your way into the holidays!




en

3 NY children die from syndrome possibly linked to COVID-19

Three children have now died in New York state from a possible complication from the coronavirus involving swollen blood vessels and heart problems, Gov. Andrew Cuomo said Saturday. At least 73 children in New York have been diagnosed with symptoms similar to Kawasaki disease — a rare inflammatory condition in children — and toxic shock syndrome.





en

Anarchy in Venezuela's jails laid bare by massacre over food

Three weeks before he was shot dead, Miguel Calderon, an inmate in the lawless Los Llanos jail on Venezuela's central plains, sent a voice message to his father. Like many of the prisoners in Venezuela's overcrowded and violent penitentiaries, Los Llanos's 4,000 inmates normally subsist on food relatives bring them. The guards, desperate themselves amid national shortages, began stealing the little food getting behind bars, inmates said, forcing some prisoners to turn to eating stray animals.





en

Russia probe transcripts released by House Intelligence Committee

Reaction and analysis from Fox News contributor Byron York and former Florida Attorney General Pam Bondi.





en

Pence aimed to project normalcy during his trip to Iowa, but coronavirus got in the way

Vice President Pence’s trip to Iowa shows how the Trump administration’s aims to move past coronavirus are sometimes complicated by the virus itself.





en

Boeing says it's about to start building the 737 Max plane again in the middle of the coronavirus pandemic, even though it already has more planes than it can deliver

Boeing CEO Dave Calhoun said the company was aiming to resume production this month, despite the ongoing grounding and coronavirus pandemic.





en

As Trump returns to the road, some Democrats want to bust Biden out of his basement

While President Donald Trump traveled to the battleground state of Arizona this week, his Democratic opponent for the White House, Joe Biden, campaigned from his basement as he has done throughout the coronavirus pandemic. The freeze on in-person campaigning during the outbreak has had an upside for Biden, giving the former vice president more time to court donors and shielding him from on-the-trail gaffes. "I personally would like to see him out more because he's in his element when he's meeting people," said Tom Sacks-Wilner, a fundraiser for Biden who is on the campaign's finance committee.





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'We Cannot Police Our Way Out of a Pandemic.' Experts, Police Union Say NYPD Should Not Be Enforcing Social Distance Rules Amid COVID-19

The New York City police department (NYPD) is conducting an internal investigation into a May 2 incident involving the violent arrests of multiple people, allegedly members of a group who were not social distancing





en

Pence staffer who tested positive for coronavirus is Stephen Miller's wife

The staffer of Vice President Mike Pence who tested positive for coronavirus is apparently his press secretary and the wife of White House senior adviser Stephen Miller.Reports emerged on Friday that a member of Pence's staff had tested positive for COVID-19, creating a delay in his flight to Iowa amid concern over who may have been exposed. Later in the day, Trump said the staffer is a "press person" named Katie.Politico reported he was referring to Katie Miller, Pence's press secretary and the wife of Stephen Miller. This report noted this raises the risk that "a large swath of the West Wing's senior aides may also have been exposed." She confirmed her positive diagnosis to NBC News, saying she does not have symptoms.Trump spilled the beans to reporters, saying Katie Miller "hasn't come into contact with me" but has "spent some time with the vice president." This news comes one day after a personal valet to Trump tested positive for COVID-19, which reportedly made the president "lava level mad." Pence and Trump are being tested for COVID-19 every day.Asked Friday if he's concerned about the potential spread of coronavirus in the White House, Trump said "I'm not worried, no," adding that "we've taken very strong precautions."More stories from theweek.com Outed CIA agent Valerie Plame is running for Congress, and her launch video looks like a spy movie trailer 7 scathing cartoons about America's rush to reopen Trump says he couldn't have exposed WWII vets to COVID-19 because the wind was blowing the wrong way





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The accusation against Joe Biden has Democrats rediscovering the value of due process

Some Democrats took "Believe Women" literally until Joe Biden was accused. Now they're relearning that guilt-by-accusation doesn't serve justice.