Women immigrants -- Australia -- History.

Australia -- History -- 1901-1945.

School districts have "unconscionably and impermissibly shifted operating costs of the classrooms directly on the financial backs of our teachers," the lawsuit alleges.

London : Blackie, 1903.

Rockville, Maryland : National Institute on Drug Abuse, 1985.

[London] : [publisher not identified], [2019]

Rahul Mazumder, Haolei Weng.

Source: Electronic Journal of Statistics, Volume 14, Number 1, 1348--1385.

Abstract:
Estimating a low rank matrix from its linear measurements is a problem of central importance in contemporary statistical analysis. The choice of tuning parameters for estimators remains an important challenge from a theoretical and practical perspective. To this end, Stein’s Unbiased Risk Estimate (SURE) framework provides a well-grounded statistical framework for degrees of freedom estimation. In this paper, we use the SURE framework to obtain degrees of freedom estimates for a general class of spectral regularized matrix estimators—our results generalize beyond the class of estimators that have been studied thus far. To this end, we use a result due to Shapiro (2002) pertaining to the differentiability of symmetric matrix valued functions, developed in the context of semidefinite optimization algorithms. We rigorously verify the applicability of Stein’s Lemma towards the derivation of degrees of freedom estimates; and also present new techniques based on Gaussian convolution to estimate the degrees of freedom of a class of spectral estimators, for which Stein’s Lemma does not directly apply.

We study derivative-free methods for policy optimization over the class of linear policies. We focus on characterizing the convergence rate of these methods when applied to linear-quadratic systems, and study various settings of driving noise and reward feedback. Our main theoretical result provides an explicit bound on the sample or evaluation complexity: we show that these methods are guaranteed to converge to within any pre-specified tolerance of the optimal policy with a number of zero-order evaluations that is an explicit polynomial of the error tolerance, dimension, and curvature properties of the problem. Our analysis reveals some interesting differences between the settings of additive driving noise and random initialization, as well as the settings of one-point and two-point reward feedback. Our theory is corroborated by simulations of derivative-free methods in application to these systems. Along the way, we derive convergence rates for stochastic zero-order optimization algorithms when applied to a certain class of non-convex problems.

Model Stealing (MS) attacks allow an adversary with black-box access to a Machine Learning model to replicate its functionality, compromising the confidentiality of the model. Such attacks train a clone model by using the predictions of the target model for different inputs. The effectiveness of such attacks relies heavily on the availability of data necessary to query the target model. Existing attacks either assume partial access to the dataset of the target model or availability of an alternate dataset with semantic similarities.

This paper proposes MAZE -- a data-free model stealing attack using zeroth-order gradient estimation. In contrast to prior works, MAZE does not require any data and instead creates synthetic data using a generative model. Inspired by recent works in data-free Knowledge Distillation (KD), we train the generative model using a disagreement objective to produce inputs that maximize disagreement between the clone and the target model. However, unlike the white-box setting of KD, where the gradient information is available, training a generator for model stealing requires performing black-box optimization, as it involves accessing the target model under attack. MAZE relies on zeroth-order gradient estimation to perform this optimization and enables a highly accurate MS attack.

Our evaluation with four datasets shows that MAZE provides a normalized clone accuracy in the range of 0.91x to 0.99x, and outperforms even the recent attacks that rely on partial data (JBDA, clone accuracy 0.13x to 0.69x) and surrogate data (KnockoffNets, clone accuracy 0.52x to 0.97x). We also study an extension of MAZE in the partial-data setting and develop MAZE-PD, which generates synthetic data closer to the target distribution. MAZE-PD further improves the clone accuracy (0.97x to 1.0x) and reduces the query required for the attack by 2x-24x.

The drones and programs will be fully paid for by the DOJ as part of the $850 million funding that has been allocated to help public safety departments fight the spread of COVID-19. This includes...

(PRWeb April 30, 2020)

Read the full story at https://www.prweb.com/releases/suntuity_airworks_offering_free_assistance_in_drone_acquisition_through_850mm_federal_grant_assistance_program_for_public_safety_agencies/prweb17090555.htm

Jeng-Min Chiou, Yu-Ting Chen, Tailen Hsing.

Source: The Annals of Applied Statistics, Volume 13, Number 3, 1430--1463.

Abstract:
Motivated by the study of road segmentation partitioned by shifts in traffic conditions along a freeway, we introduce a two-stage procedure, Dynamic Segmentation and Backward Elimination (DSBE), for identifying multiple changes in the mean functions for a sequence of functional data. The Dynamic Segmentation procedure searches for all possible changepoints using the derived global optimality criterion coupled with the local strategy of at-most-one-changepoint by dividing the entire sequence into individual subsequences that are recursively adjusted until convergence. Then, the Backward Elimination procedure verifies these changepoints by iteratively testing the unlikely changes to ensure their significance until no more changepoints can be removed. By combining the local strategy with the global optimal changepoint criterion, the DSBE algorithm is conceptually simple and easy to implement and performs better than the binary segmentation-based approach at detecting small multiple changes. The consistency property of the changepoint estimators and the convergence of the algorithm are proved. We apply DSBE to detect changes in traffic streams through real freeway traffic data. The practical performance of DSBE is also investigated through intensive simulation studies for various scenarios.

Andreas Buja, Lawrence Brown, Arun Kumar Kuchibhotla, Richard Berk, Edward George, Linda Zhao.

Source: Statistical Science, Volume 34, Number 4, 545--565.

Abstract:
We develop a model-free theory of general types of parametric regression for i.i.d. observations. The theory replaces the parameters of parametric models with statistical functionals, to be called “regression functionals,” defined on large nonparametric classes of joint ${x extrm{-}y}$ distributions, without assuming a correct model. Parametric models are reduced to heuristics to suggest plausible objective functions. An example of a regression functional is the vector of slopes of linear equations fitted by OLS to largely arbitrary ${x extrm{-}y}$ distributions, without assuming a linear model (see Part I). More generally, regression functionals can be defined by minimizing objective functions, solving estimating equations, or with ad hoc constructions. In this framework, it is possible to achieve the following: (1) define a notion of “well-specification” for regression functionals that replaces the notion of correct specification of models, (2) propose a well-specification diagnostic for regression functionals based on reweighting distributions and data, (3) decompose sampling variability of regression functionals into two sources, one due to the conditional response distribution and another due to the regressor distribution interacting with misspecification, both of order $N^{-1/2}$, (4) exhibit plug-in/sandwich estimators of standard error as limit cases of ${x extrm{-}y}$ bootstrap estimators, and (5) provide theoretical heuristics to indicate that ${x extrm{-}y}$ bootstrap standard errors may generally be preferred over sandwich estimators.

London (33 Stillness Road, London SE23 ING) : Cleanair, [198-?]

[London?], [199-?]

JS Taube
Feb 1, 1990; 10:420-435
Articles

Merchants soon will be able to sell products on Google Shopping at no charge. Previously, they had to pay per click, but the cost was not fixed. There was no minimum, but they had to set a maximum for ad spend and Google would stop displaying their ads once the maximum was reached. Starting next week, search results on the Google Shopping tab will consist primarily of free product listings.

Once known as “the gold of the Incas,” quinoa has been one of the world’s neglected crops but is currently becoming more and more popular. For centuries, quinoa remained a hidden treasure grown almost exclusively by indigenous communities in the Andean heights. Lately, quinoa has been growing in popularity with foodies and health-conscious consumers around the world. It was even [...]

E-learning was quite the buzzword a couple of decades ago – then when the internet started in earnest it became even more so. Today e-learning is mainstreamed in many organization, including FAO with more than 400 000 learners taking advantage of FAO’s offerings. FAO’s e-learning center offers free interactive courses – in English, French and Spanish - on topics ranging [...]

The vineyard deploys a daily bird-based battalion to pluck snails and insects off their plants

The California landmark is closed, but you can explore its bizarre architectural features from afar

Audible's new service is aimed at school-age children participating in distance learning but features selections likely to appeal to all

Select Andrew Lloyd Webber productions will stream on YouTube for 48 hours at a time

The nine classes span contemporary art, fashion and photography

The sites include the 5,000-year-old tomb of Meresankh III, the Red Monastery and the Mosque-Madrassa of Sultan Barquq

"Occupy White Walls" allows players to design their own art galleries—and explore others' out-of-the-box creations

The Rubin Museum of Art and the Smithsonian's National Museum of Asian Art offer an array of relaxing experiences

The 20th-century architect defined a uniquely American style that used nature-inspired motifs and horizontal lines

The London institution's online offerings include 280,000 newly added Creative Commons images

Each night, the institution will post an encore showing of an opera from its "Met Live in HD" series

The app features a database of some two million artworks housed at more than 120 venues

Narrated by Smithsonian Distinguished Scholar Richard Kurin, the 24-part video series blends history with modern mainstays

Catch the musical event, featuring Sting, Death Cab for Cutie front man Ben Gibbard and other artists, on YouTube tonight at 8 p.m. Eastern time

Do some armchair traveling and see the breathtaking vistas of all 50 states while learning about their histories

The Heritage neighbourhood's free little libraries are being transformed.

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While the STM is strongly urging passengers to wear a face mask or face covering at all times, it won't be mandatory, said chair Philippe Schnobb.

Legal experts and leading scientists have teamed up with Creative Commons to create the Open COVID Pledge to help speed up the battle against the coronavirus pandemic. The Pledge gives broad permission to anyone to use intellectual property not otherwise accessible to the public, and generally replaces the need for any other license or royalty agreement.

Merchants soon will be able to sell products on Google Shopping at no charge. Previously, they had to pay per click, but the cost was not fixed. There was no minimum, but they had to set a maximum for ad spend and Google would stop displaying their ads once the maximum was reached. Starting next week, search results on the Google Shopping tab will consist primarily of free product listings.

Safe Wings Ottawa is urging cat owners to help protect the city's bird population by keeping their felines fenced in.

The National Capital Commission (NCC) says tulip admirers can "feel free" to take photos of the colourful flowers while visiting the Canadian Tulip Festival after placing signs saying photography wasn't allowed in tulip beds earlier this week.

It's not often people want to hang onto winter, but a Summerside, P.E.I. woman has kept a piece of it in her freezer for over a decade: a snowball in a ziplock bag.

Boston Bruins goaltender Jaroslav Halak signed a one-year contract worth $2.25 million US, the team announced Friday. He was playing in the final season of a two-year contract.

Let go last week after a decade-long run with skip Rachel Homan's Ottawa-based rink, lead Lisa Weagle has joined Team Jennifer Jones, which will operate with five members.

The time was right for Lisa Weagle to join forces with Olympic champion Jennifer Jones. Jones told CBC Sports' Anastasia Bucsis that the latest addition to her five-person rink "was like the clouds parted and the sun came out."

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