465 research outputs found

    Reservoir capacity for periodic-stochastic input and periodic output

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    September 1976.Bibliography: pages 34-35

    PAC Verification of Statistical Algorithms

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    Goldwasser et al. (2021) recently proposed the setting of PAC verification, where a hypothesis (machine learning model) that purportedly satisfies the agnostic PAC learning objective is verified using an interactive proof. In this paper we develop this notion further in a number of ways. First, we prove a lower bound of Ω(d/ε2)\Omega\left(\sqrt{d}/\varepsilon^2\right) i.i.d.\ samples for PAC verification of hypothesis classes of VC dimension dd. Second, we present a protocol for PAC verification of unions of intervals over R\mathbb{R} that improves upon their proposed protocol for that task, and matches our lower bound's dependence on dd. Third, we introduce a natural generalization of their definition to verification of general statistical algorithms, which is applicable to a wider variety of settings beyond agnostic PAC learning. Showcasing our proposed definition, our final result is a protocol for the verification of statistical query algorithms that satisfy a combinatorial constraint on their queries

    Prothrombin gene mutations do not cause recurrent pregnancy loss in the Indian population

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    This is a Letter to the Editor and does not have an abstract

    Impact of 50% ethanolic extract of Calendula officinalis (flower) on the reproductive function of male albino rats (Rattus norvegicus)

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    Oral administration to male rats of 200mg kg-1 body weight of an extract of Calendula officinalis flowers every day for 60 days did not cause loss of body weight, but decreased significantly the weight of the testis, epididymis, seminal vesicle and ventral prostate. Sperm motility as well as sperm density were reduced significantly, resulting in 80% loss of fertility.Serum testosterone levels showed highly significant reduction. Total protein and sialic acid in the testis, epididymis, seminal vesicles and ventral prostate decreased significantly, and testicular cholesterol was elevated. All measured haematological parameters were unchanged

    Jukebox: An Adaptive Collaborative Open Application Development Ecosystem

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    In this day and age products are expected to be delivered to the right consumer at the right time through the right channel, in a way that inspires, informs and excites them. An adaptive, collaborative, open, and flexible mobile application solution has been designed for implementation. This solution undertakes to promote a broad level of inter and intra industry inclusivity, increase efficiency and efficacy, reduce total cost of operations, secure high transactional revenues, optimally channelize investments for better returns with minimum data pilferage and stimulates value for the end-users. The solution uses a jukebox metaphor and proposes conceptual workflows, architectures, protocols, and an application development ecosystem. These artefacts are a call for standards that could potentially evoke a paradigm change in mobile app development and operations

    GLOBOIDS for a Seamless Cross Border Mobility Experience

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    The Covid-19 pandemic has brought the global border management issue to the surface. Policymakers are deliberating on mitigating the situation by employing measures for immediate resolution and are working on future sustainability. The purpose of this research is to address the scale, scope, and complexity of border governance that not only entails minimal human intervention but also global collaborative action. A design science research methodology was utilized to design the proposed artefacts, to enable a high-level understanding of the global border affairs, and to introduce a potential solution for deliberation, discussion, and future digital. A global border management intelligent distributed system has been conceptualized to be contactless and concerted. It also envisions improving efficiency, performance, and seamless and secure cross-border mobility in the post-pandemic new normal

    Robustness for Space-Bounded Statistical Zero Knowledge

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    We show that the space-bounded Statistical Zero Knowledge classes SZK_L and NISZK_L are surprisingly robust, in that the power of the verifier and simulator can be strengthened or weakened without affecting the resulting class. Coupled with other recent characterizations of these classes [Eric Allender et al., 2023], this can be viewed as lending support to the conjecture that these classes may coincide with the non-space-bounded classes SZK and NISZK, respectively

    Studies in Sulphonamides-Part XI

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    In this paper four 1-methyl-3-arylpropane-1, 3-diones, 1methy1-3-(3'4'-dichlorophenyl)-methyl1-3-(2-chloro-5'-methylphenyl)-1-methyl-3-(a-naphthyl)-, 1-methyl1-3-(5'6'7'8'-tetrahydro-naphth-2'-yl)propane-1,3-diones have been synthesised and coupled with different diazotised sulphonamide bases in presence of sodium acetate to give the corresponding 1-methyl-3-aryl-2- (N-substituted p-sulphamylbenezeneazo) propane-1, 3-diones. These azo compounds have been tested in vitro for their antibacterial properties against S. aureus, E.coli and p. pyocyanea and were found to possess considerable activity
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