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Assuming there are a total of N boosting iteration rounds, in the round n, we will build K weak classifiers ([h_{i}^{(n)}(mathbb {F}_{k})]_{k=1}^{K}) for each local patch in parallel from the boosting sample subset.
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For the purposes of this paper, only the care home sample has been included in the analysis and merged with the care home sample from Study 2 to boost sample sizes.
To generate accurate national and local prevalence estimates and data on the circumstances of different ethnic groups in the UK, a substantially larger and/or boost sample is required.
With the proposed boosting-like algorithm, we can obtain more convergence stability on training multi-layer network by using the boosted samples.
To maximize the sample size we included the children boost samples when available.
Another similar option is using Adaptive Cluster Sampling (ACS) to boost samples.
Sams Club hopes Rogers, Ark.-based Shopper Events will help boost sampling and showcases of its electronics, personal wellness and food products.
YouGov has outlined various steps that it will take to address these issues, including increasing the number of apolitical people on their panel and boosting the sample targets for older age groups.
For this purpose, apart from the core sample (representative sample of people between 10 and 65 years old), we also use the youth-boost sample (only young people between 10 and 25 years old) and the ethnic-boost sample (only non-white individuals between 10 and 65 years old).
In 2004, in addition to the minority ethnic boost sample, a further Chinese boost sample was obtained by screening the electoral register for individuals with 'Chinese-sounding' surnames.
The household response rate was higher for the Boost sample than the Core sample.
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