Beginning from a basic neural-network architecture, we test the potential benefits offered by a range of advanced techniques for machine learning, in particular deep learning, in the context of a typical classification problem encountered in the domain of high-energy physics, using a well-studied dataset: the 2014 Higgs ML Kaggle dataset. The advantages are evaluated in terms of both performance metrics and the time required to train and apply the resulting models. Techniques examined include domain-specific data-augmentation, learning rate and momentum scheduling, (advanced) ensembling in both model-space and weight-space, and alternative architectures and connection methods.

Following the investigation, we arrive at a model which achieves equal performance to the winning solution of the original Kaggle challenge, whilst being significantly quicker to train and apply, and being suitable for use with both GPU and CPU hardware setups. These reductions in timing and hardware requirements potentially allow the use of more powerful algorithms in HEP analyses, where models must be retrained frequently, sometimes at short notice, by small groups of researchers with limited hardware resources. Additionally, a new wrapper library for PyTorch called LUMINis presented, which incorporates all of the techniques studied.

Nicole Bohme Carnegie.

Source: Statistical Science, Volume 34, Number 1, 90--93.

Abstract:
With a thorough exposition of the methods and results of the 2016 Atlantic Causal Inference Competition, Dorie et al. have set a new standard for reproducibility and comparability of evaluations of causal inference methods. In particular, the open-source R package aciccomp2016, which permits reproduction of all datasets used in the competition, will be an invaluable resource for evaluation of future methodological developments. Building upon results from Dorie et al., we examine whether a set of potential modifications to Bayesian Additive Regression Trees (BART)—multiple chains in model fitting, using the propensity score as a covariate, targeted maximum likelihood estimation (TMLE), and computing symmetric confidence intervals—have a stronger impact on bias, RMSE, and confidence interval coverage in combination than they do alone. We find that bias in the estimate of SATT is minimal, regardless of the BART formulation. For purposes of CI coverage, however, all proposed modifications are beneficial—alone and in combination—but use of TMLE is least beneficial for coverage and results in considerably wider confidence intervals.

KH Britten
Dec 1, 1992; 12:4745-4765
Articles

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

<span class="topsy_trackback_comment"><span class="topsy_twitter_username"><span class="topsy_trackback_content">FCC Launches New Round of Audits of Radio Station EEO Performance http://bit.ly/anoP3q</span></span>

The following is a post by Kristi Finefield, Reference Specialist in the Prints & Photographs Division, and member of the Picture This blog team. Images have a way of opening our eyes to new aspects of a well-known story. When I think of singer Marian Anderson, an image of her performing at the Lincoln Memorial […]

LACO AT HOME Features Sheku Kanneh-Mason Interview and Performance & More  Broadway World

Bank of Italy Working Papers by Giorgio Albareto, Andrea Cardillo, Andrea Hamaui and Giuseppe Marinelli

SOLIDWORKS Image Quality settings have the biggest impact on file size and system performance. We always assumed that it would have an impact on overall performance also. The effect varies widely across different files, so we decided to do SOLIDWORKS

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

The rates will be effective after the close of business on April 22, 2020.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

The rates will be effective after the close of business on 04/22/2020.

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20-170

As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

The rates will be effective after the close of business on 4/23/2020.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory in the link below. Please email any questions to Clearing.RiskManagement@cmegroup.com

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below. Please email any questions to Clearing.RiskManagement@cmegroup.com

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

The rates will be effective after the close of business on 5/6/2020.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below.

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As per the normal review of market volatility to ensure adequate collateral coverage, the Chicago Mercantile Exchange Inc., Clearing House Risk Management staff approved the performance bond requirements for the following products listed in the advisory at the link below. Please email any questions to Clearing.RiskManagement@cmegroup.com

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A state court ruled that Virginia must turn over growth data by school and classroom teacher, without redacting the teachers' names.

Marc Tucker explores the critical importance of trust in successful education systems and how trust was lost in U.S. education.

Extreme preterm birth is associated with developmental shortcomings that may reduce exercise capacity and participation in physical activities in later life. The number of studies addressing these issues in adolescent populations is limited, test methods differ, and results are diverging.

Exercise capacity after preterm birth was in the same range as in term-born control subjects. Participation in physical activity was lower in preterm subjects compared with control subjects; however, the response to exercise in terms of increased aerobic capacity was similar. (Read the full article)

Although developmental care in NICUs reduces the stress experienced by preterm infants, the actual level of developmental care may vary and little is known about how the level of developmental care relates to preterm infants’ neurobehavioral performance.

The study demonstrates the relationship between variations in developmental care in NICUs and the neurobehavior of preterm infants. Infants from NICUs with high-quality developmental care compared with infants from units with low quality of care evidenced a better neurobehavioral profile. (Read the full article)

Significant variation in congenital hypothyroidism screening operations/performance has been observed in the United States. The origin of this variation remains unknown, in part because of a lack of evaluation. Accordingly, debates persist about optimal screening operations including laboratory testing methods.

Four distinct screening protocols applied to Michigan resident infants are compared in detecting congenital hypothyroidism overall and specific to cases characterized by high initial thyrotropin concentrations thought to have a more severe form of the disease. (Read the full article)

The impact of relative age at school entry on academic progress and the risk of being diagnosed with ADHD remains controversial. Stimulants are widely used as a therapeutic option for ADHD in the United States and increasingly in Europe.

Relative age among classmates affects academic performance among boys and girls into puberty, as well as children’s risk of being prescribed stimulants for ADHD. This should be taken into account when evaluating children’s performance and behavior in school to prevent unnecessary stimulant prescribing. (Read the full article)

There are a few longitudinal studies that suggest that attention-deficit/hyperactivity disorder (ADHD) in adolescence is associated with later psychiatric disorders, substance use disorders, and impaired work performance.

Adolescent ADHD is associated with a variety of internal and external stresses in adulthood. Consequently, it is essential to focus intervention efforts on adolescents with ADHD to prevent or alleviate adult difficulties in functioning. (Read the full article)

Violence from school staff toward children is anecdotally widespread, but there are few empirical data on prevalence and health consequences, especially in low-income settings.

Despite a ban on corporal punishment, just over 52% of children in Luwero District experienced physical violence from school staff members in the previous week. This was associated with poor mental health in boys and girls and poor educational performance in girls. (Read the full article)

The Centers for Disease Control and FITNESSGRAM BMI percentile thresholds are commonly used for obesity screening in youth. It is assumed that these thresholds are predictive of metabolic health risk, but little diagnostic data are available.

Both thresholds are predictive of metabolic syndrome, more so for boys than for girls, although with differing sensitivity and specificity. The diagnostic details of the thresholds can inform clinicians and practitioners about how these standards perform in practice. (Read the full article)

Many children experience the death of a parent during childhood. The long-term consequences of this life event, including school performance, and the importance of the psychosocial circumstances of the home have not been well elucidated in previous studies.

Both maternal and paternal deaths during childhood were associated with lower grades and school failure. Many of the associations (and especially for death due to external causes) were associated with socioeconomic disadvantage and psychosocial problems in the family. (Read the full article)

After neonatal extracorporeal membrane oxygenation treatment, children are at risk for neurodevelopmental problems including delayed motor function. So far this has only been studied cross-sectionally until age 7 years.

We describe, in a nationwide evaluation, the longitudinal course of motor function development after neonatal extracorporeal membrane oxygenation with persisting problems up to 12 years. At risk are children with congenital diaphragmatic hernia and those with chronic lung disease. (Read the full article)

More than 70% of all preterm deliveries are late preterm (34–36 weeks of gestation). Existing evidence suggests that compared with those born at term, those born late preterm score lower on neurocognitive tests in childhood and young adulthood.

The effect of late preterm birth on neurocognitive performance persists up to late adulthood, especially among those who have only a basic or upper secondary level of education. Late preterm birth is also associated with a risk of memory impairments. (Read the full article)

Hospital quality-of-care measures are publicly reported to inform consumer choice and stimulate quality improvement. The number of hospitals and states with a sufficient number of pediatric hospital discharges to detect worse-than-average pediatric inpatient care quality remains unknown.

Most children are admitted to hospitals in which all-condition measures of inpatient quality are powered to show differences in performance from average, but most condition-specific measures are not. Policy on incentives for pediatric inpatient quality should take these findings into account. (Read the full article)

Rudeness is routinely experienced by hospital-based medical teams. Individuals exposed to mildly rude behavior perform poorly on cognitive tasks, exhibit reduced creativity and flexibility, and are less helpful and prosocial.

Rudeness had adverse consequences on diagnostic and procedural performance of members of the NICU medical teams. Information-sharing mediated the adverse effect of rudeness on diagnostic performance, and help-seeking mediated the effect of rudeness on procedural performance. (Read the full article)

Pennsylvania College of Technology’s National Sustainable Structures Center is adding a training site in Westmoreland County to enhance delivery of building science and energy efficiency training for the U.S. Department of Energy’s Weatherization Assistance Program.

BACKGROUND:

The ability of the decades-old Boston and Philadelphia criteria to accurately identify infants at low risk for serious bacterial infections has not been recently reevaluated.

David Gozal
Sep 1, 1998; 102:616-620
ARTICLES

"While policy-system enthusiasm for the idea is building, the research-and-evaluation jury is still out on educator performance pay," say James W. Guthrie and Patrick J. Schuermann.

“How about defining student and teacher performance based on what parents and citizens actually want for their children—all of the goals, not just one,” suggests Donald B. Gratz.

A survey by the American Association of School Administrators finds fewer than half interested in such compensation plans.

Iowa appears to be poised to consider a pay-for-performance compensation plan for teachers, following the lead of a handful of districts and schools that have embraced the controversial policy.

Teacher performance pay may soon be coming to the Cornhusker State.

Catherine Awsumb Nelson and Richard Wertheimer offer Pittsburgh’s City High as a case study of basing pay decisions on the quality of classroom teaching, rather than standardized-test scores.

Amid bad feelings between the union and district administrators, Cincinnati teachers overwhelmingly rejected a groundbreaking plan that would have based their pay on performance.

The end of the year is a propitious time to take a closer look at the proposal that teachers should be paid like workers in business because it's when bonuses are handed out. In this regard, no group is more fitting to examine than executives, whose pay is ostensibly based on company performance. Bu