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1.
Pessimistic cost-sensitive active learning of decision trees for profit maximizing targeting campaigns 总被引:1,自引:0,他引:1
In business applications such as direct marketing, decision-makers are required to choose the action which best maximizes
a utility function. Cost-sensitive learning methods can help them achieve this goal. In this paper, we introduce Pessimistic
Active Learning (PAL). PAL employs a novel pessimistic measure, which relies on confidence intervals and is used to balance
the exploration/exploitation trade-off. In order to acquire an initial sample of labeled data, PAL applies orthogonal arrays
of fractional factorial design. PAL was tested on ten datasets using a decision tree inducer. A comparison of these results
to those of other methods indicates PAL’s superiority. 相似文献
2.
I. Zahi P. MurPh. Blaise A. EstèveM. Djafari Rouhani H. VergnesB. Caussat 《Thin solid films》2011,519(22):7650-7658
A multi-scale model has been developed in order to represent the nucleation and growth phenomena taking place during silicon nanocrystal (NC) synthesis on SiO2 substrates by Low Pressure Chemical Vapor Deposition from pure silane SiH4. Intrinsic sticking coefficients and H2 desorption kinetic parameters were established by ab initio modelling for the first three stages of silicon chemisorption on SiO2 sites, i.e. silanol Si―OH bonds and siloxane Si―O―Si bridges. This ab initio study has revealed that silane cannot directly chemisorb on SiO2 sites, the first silicon chemisorption proceeds from homogeneously born unsaturated species like silylene SiH2. These kinetic data were implemented into the Computational Fluid Dynamics Fluent code at the industrial reactor scale, by activating its system of surface site control in transient conditions. NC area densities and radii deduced from Fluent calculations were validated by comparison with experimental data. Information about the deposition mechanisms was then obtained. In particular, hydrogen desorption has been identified as the main limiting step of NC nucleation and growth, and the NC growth rate highly increases with run duration due to the autocatalytic nature of deposition. 相似文献
3.
Hicham Jediyi Khalid Naamani Abderrahim Ait Elkoch Abdelhey Dihazi Naima Lemjiber 《Journal of Food Safety》2020,40(2):e12756
Vitis vinifera (L) crops, covers an area of about 54,000 ha corresponding to a production of 230,000 t of grapes, representing 5.5% of the national perennial corps. However, this plant is sensitive to various ravages and diseases, among others, the cryptogrammic by fungi. The degrading enzymes of the cell wall are among the factors of pathogenicity the more important than fungi use to colonize their host plants. In this study, the first step was devoted to the antioxidant activity and phenols composition (phenylalanine-ammonia-lyase [PAL], tyrosine-ammonia-lyase [TAL], flavonoids, and tannins) as well as high-performance liquid chromatography analysis in five vineyard leaves extract, which are “Superior, Early sweet and Flame” (Allochthonous), “Abbou and Adari” (endemic). In the second step, the lytic activities “pectinase, polygalacturonase, xylanase, mannanase, glucanase, and cellulase” were investigated among six epiphytic fungus to compare their hydrolytic aggressiveness. Subsequently, as a third part, phenols antifungal potency and Trichoderma biocontrol were displayed in the study. The phenolic compounds observed in the attributes leaves were different among varieties (p < .05), and show that the endemic variety “Abbou” leads the phytochemical amount, which has the highest quantities of PAL, and TAL, as well as the DPPH and FRAP antioxidant activity, while the introduced variety show a higher amount in total phenol and flavonoids. The polygalacturonase, mannanase, and pectinase activities are probably the main factors responsible for the aggressiveness of the studied fungus. Phenols potency showed a good mycelial inhibition with 82.09% as compared to the biocontrol (64.45%). Given the efficacy of the phytochemical control in this study, the phenols could be a part of integrated management strategies for sustainable control of vineyard disease. 相似文献
4.
In the study, fracture behaviour of short bamboo fibre reinforced polyester composites is investigated. The matrix is reinforced with fibres ranging from 10 to 50, 30 to 50 and 30 to 60 vol.% at increments of 10 vol.% for bamboo fibres at 4, 7 and 10 mm lengths respectively. The results reveal that at 4 mm of fibre length, the increment in fibre content deteriorates the fracture toughness. As for 7 and 10 mm fibre lengths, positive effect of fibre reinforcement is observed. The optimum fibre content is found to be at 40 vol.% for 7 mm fibre and 50 vol.% for 10 mm fibre. The highest fracture toughness is achieved at 10 mm/50 vol.% fibre reinforced composite, with 340% of improvement compared to neat polyester. Fractured surfaces investigated through the Scanning Electron Microscopy (SEM) describing different failure mechanisms are also reported. 相似文献
5.
Grimandi G Soueidan A Anjrini AA Badran Z Pilet P Daculsi G Faucheux C Bouler JM Guicheux J 《Microscopy research and technique》2006,69(8):606-612
The increased generation and up-regulated activity of bone resorbing cells (osteoclasts) play a part in the impairment of bone remodeling in many bone diseases. Numerous drugs (bisphosphonates, calcitonin, selective estrogen receptor modulators) have been proposed to inhibit this increased osteoclastic activity. In this report, we describe a pit resorption assay quantified by scanning electron microscopy coupled with image analysis. Total rabbit bone cells with large numbers of osteoclasts were cultured on dentin slices. The whole surface of the dentin slice was scanned and both the number of resorption pits and the total resorbed surface area were measured. Resorption pits appeared at 48 h and increased gradually up to 96 h. Despite the observation of a strong correlation between the total resorption area and the number of pits, we suggest that area measurement is the most relevant marker for osteoclastic activity. Osteotropic factors stimulating or inhibiting osteoclastic activity were used to test the variations in resorption activity as measured with our method. This reproducible and sensitive quantitative method is a valuable tool for screening for osteoclastic inhibitors and, more generally, for investigating bone modulators. 相似文献
6.
Bram F. Coolen Claudia Calcagno Pim van Ooij Zahi A. Fayad Gustav J. Strijkers Aart J. Nederveen 《Magma (New York, N.Y.)》2018,31(1):201-222
The past decade has witnessed the rapid development of new MRI technology for vessel wall imaging. Today, with advances in MRI hardware and pulse sequences, quantitative MRI of the vessel wall represents a real alternative to conventional qualitative imaging, which is hindered by significant intra- and inter-observer variability. Quantitative MRI can measure several important morphological and functional characteristics of the vessel wall. This review provides a detailed introduction to novel quantitative MRI methods for measuring vessel wall dimensions, plaque composition and permeability, endothelial shear stress and wall stiffness. Together, these methods show the versatility of non-invasive quantitative MRI for probing vascular disease at several stages. These quantitative MRI biomarkers can play an important role in the context of both treatment response monitoring and risk prediction. Given the rapid developments in scan acceleration techniques and novel image reconstruction, we foresee the possibility of integrating the acquisition of multiple quantitative vessel wall parameters within a single scan session. 相似文献
7.
Lipid-polymer hybrid (LPH) nanoparticles can deliver a wide range of therapeutic compounds in a controlled manner. LPH nanoparticle syntheses using microfluidics improve the mixing process but are restricted by a low throughput. In this study, we present a pattern-tunable microvortex platform that allows mass production and size control of LPH nanoparticles with superior reproducibility and homogeneity. We demonstrate that by varying flow rates (i.e., Reynolds number (30-150)) we can control the nanoparticle size (30-170 nm) with high productivity (~3 g/hour) and low polydispersity (~0.1). Our approach may contribute to efficient development and optimization of a wide range of multicomponent nanoparticles for medical imaging and drug delivery. 相似文献
8.
Reducing the number of joints in robotic arms can save both space and number of actuators. Incubation of spherical joint carrying inserted permanent magnets on its surface by a semi-spherical stator implanted with electromagnets can provide such advantages. The developed forces between the permanent magnets arranged on the rotor surface (rotor poles) and the activated electromagnets inside the stator can produce the required torque for joint motion. Such arrangements are called spherical stepper motors (SSM). This work presents a modeling and configuration design for such joints. An intelligent scheme is developed for activating the appropriate pairs of electromagnetic stator poles to achieve the targeted motion. In addition, an algorithm is built for obtaining numbers, positions and an effective arrangement of rotor and stator poles. Reaching acceptable arrangements can produce wider motion range in different directions. Dimensionless charts for electromagnetic forces are created using the FEM. These charts are used in investigating a single step motion using a simple fuzzy scheme. 相似文献
9.
A computational fluid dynamics 3D modeling of a planar miniature proton exchange membrane fuel cell (PEMFC) is presented to optimize the current collector shape and dimensions in order to obtain the best electrochemical performances. Three geometries of current collector have been investigated and compared: serpentine, parallel and square openings. We showed that the current collector geometries giving the greatest performance (highest current and power density) appear to be the serpentine and parallel openings permitting a better distribution of the reactant to the catalyst layers. Influences of the ribs and openings current collectors dimensions of the serpentine design are analyzed. We found that the best electrochemical performances of the cell are reached for the tradeoff between ohmic loss and overvoltages. The important role of activation potential and ohmic potential to find this tradeoff is also introduced for the first time and demonstrated. Finally, we calculated that the power density supplied by the PEMFC stack can be increased by 55% by replacing the 1 μm thick continuous current collector (80 mW/cm2) by an optimized serpentine current collector design (124 mW/cm2), while keeping the same current collector thickness. 相似文献
10.
Cormode DP Briley-Saebo KC Mulder WJ Aguinaldo JG Barazza A Ma Y Fisher EA Fayad ZA 《Small (Weinheim an der Bergstrasse, Germany)》2008,4(9):1437-1444
Cardiovascular disease is one of the prime causes of mortality throughout the world and there is a need for targeted and effective contrast agents to allow noninvasive imaging of the cholesterol-rich atherosclerotic plaques in arteries. A new, fully synthetic, high-density lipoprotein (HDL)-mimicking MRI contrast agent is developed, which enhances macrophage-rich areas of plaque in a mouse model of atherosclerosis by 94%. Confirmation of the targeting of this nanoparticulate agent is achieved using confocal microscopy by tracking a fluorescent lipid incorporated into the nanoparticle. 相似文献