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Show that the prediction errors y − f (x; ˆ w) are necessarily uncorrelated with any linear function of the training inputs. That is, show that for any a ∈ R d+1ˆσ(e, a T x) = 0, where e i = y i − ˆ w T x i is the prediction error for the i th training example.
1 BIOTEC Culture Collection, National Center for Genetic Engineering and Biotechnology, National Science and Technology Development Agency, Pathumthani 12120, Thailand 2 Department of Applied Biology, Faculty of Science and Technology, Suan Sunandha Rajabhat University, Bangkok 10300, Thailand 3 Biological Resource Center (NBRC), Department of Biotechnology, National Institute of Technology and...
195, Words: 5640, Figures: 3, Tables: 2, References: 60, Supplements: 8. ACCEPTED MANUSCRIPT
The informal sector in West Africa has become increasingly internationalized in the last few decades. This chapter explores informal cross-border trade— that is, smuggling—in West Africa, focusing on Senegal and Benin. According to official trade data, regional trade flows are minimal despite the West African Economic and Monetary Union (WAEMU) and Economic Community of West African States (ECO...
A fundamental requirement for the success of a manipulation task is the capability to handle the physical contact between a robot and the environment. Pure motion control turns out to be inadequate because the unavoidable modeling errors and uncertainties may cause a rise of the contact force, ultimately leading to an unstable behavior during the interaction, especially in the presence of rigid...
During a 2-year retrospective study, 195 non-HIV-infected patients with extrapulmonary tuberculosis (EPT) were diagnosed at the National Tuberculosis Center, Kuala Lumpur, representing 10% of all patients with tuberculosis. Their mean age was 39 (+/- SD) 14 years old (range 14-81). The largest age group was 25-34 years, while 78.5% were less than 50 years of age. The subjects were mainly female...
Purpose: To investigate expression, regulation, potential role and targets of miR-195 and miR-497 in
Recombinant cDNA clones representing the fusion (F) and hemagglutinin-neuraminidase (HN) proteins of two mumps virus strains different in fusogenicity were constructed. Upon transfection of COS7 cells, extensive cell fusion was observed only when cells expressed the F protein of the fusing strain together with the HN protein derived from either strain. Mutational analyses further showed that th...
Influence of vitamin B12 and cocultures on the growth of Dehalococcoides isolates in defined medium.
Bacteria belonging to the genus Dehalococcoides play a key role in the complete detoxification of chloroethenes as these organisms are the only microbes known to be capable of dechlorination beyond dichloroethenes to vinyl chloride (VC) and ethene. However, Dehalococcoides strains usually grow slowly with a doubling time of 1 to 2 days and have complex nutritional requirements. Here we describe...
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