PAC-Bayes bound provides a formal framework for deducing the tightest risk bounds of the classifiers. After formulating the concept space as a Reproducing Kernel Hilbert Space (RKHS), the Markov Chain Monte Carlo (MCM...
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ISBN:
(纸本)9781479902590
PAC-Bayes bound provides a formal framework for deducing the tightest risk bounds of the classifiers. After formulating the concept space as a Reproducing Kernel Hilbert Space (RKHS), the Markov Chain Monte Carlo (MCMC) sampling algorithm for simulating posterior distributions of the concept space can realize the calculation of PAC-Bayes bound. A major issue is the computational complexity in geometric growth when the dimension of concept space increases. In this paper, we store a portion of the sampling data and calculate its variance, after which the variance minimization method is proposed to investigate the support vectors. Finally, we optimize the support vectors coupled with their weight vectors, and compare the PAC-Bayes bounds. The experimental results of our artificial data sets in low-dimensional spaces show that the optimization is reasonable and effective in practice.
Motivated by the recent biomimic design of microstructured adhesive surfaces,we study adhesion between a film-terminated fibrillar array and a rigid *** a two-dimensional model and ignoring the deformation of the fibe...
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Motivated by the recent biomimic design of microstructured adhesive surfaces,we study adhesion between a film-terminated fibrillar array and a rigid *** a two-dimensional model and ignoring the deformation of the fibers and the backing layer,we show that the adhesion behavior is dominated by a dimensionless parameter reflecting the global flexibility of the terminal *** particular,if the parameter is larger than 0.4,the adhesion is reversible;otherwise one or more hysteresis loops will appear after an approach-retraction cycle,leading to significant increase in the specific separation *** result is expected to help not only optimal design of the structure,but also other applications such as micro-manipulation in micromechanical systems.
The Solar Granulation is an ubiquitous structure in the quiet *** brighter features called "Photospheric Bright Points(PBPs)" are found within inter-granules in G-band images *** are the small-scale feature ...
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ISBN:
(纸本)9781479900305
The Solar Granulation is an ubiquitous structure in the quiet *** brighter features called "Photospheric Bright Points(PBPs)" are found within inter-granules in G-band images *** are the small-scale feature on the solar *** their characteristics may reveal the significant problems such as coronal hearting,local dynamo theory and the relation of magnetic *** the presented paper,we utilized Laplacian and morphological dilation(LMD) technique to detect and extract PBPs within inter-granular lanes.A data set has been taken with the Dutch Open Telescope(DOT) on July 2, *** was employed to analyze the geometrical feature of *** statistical distributions of PBPs were obtained by the proposed *** diameter distribution of PBPs is consistent with lognormal *** peak diameter occurs at about *** histogram of geometrical features is derived from the PBPs *** distribution of eccentricity indicates that approximately 50%PBPs have a near circular,the average eccentricity occurs at *** distribution accords with an Exponential fit.
It is a great challenge for information technology that how to organize and manage large amount of document data, and find users' interested information quickly and exactly. Text classification can achieve the goa...
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In this paper, we demonstrate 253% improvement in the off-state breakdown voltage (BV) of the lattice-matched In 0.17 Al 0.83 N/GaN high-electron-mobility transistors (HEMTs) by using a new Schottky-Source technology....
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In this paper, we demonstrate 253% improvement in the off-state breakdown voltage (BV) of the lattice-matched In 0.17 Al 0.83 N/GaN high-electron-mobility transistors (HEMTs) by using a new Schottky-Source technology. Based on this concept, the Schottky-Source (SS) InAlN/GaN HEMTs are proposed. The SS HEMTs with a L GD of 15 μm showed a three-terminal BV of 650 V, while conventional InAlN/GaN HEMTs of the same geometry showed a maximum BV of 184 V. Without using any field-plate the result measured in the proposed device is the highest BV ever achieved on InAlN/GaN HEMTs. The corresponding specific on-resistance (R sp, on ) is as low as 3.4 mΩ·cm 2 . A BV of 118 V was also obtained in an SS InAlN/GaN HEMTs with L GD =1 μm, which is the highest BV in GaN-based HEMTs featuring such a short L GD with GaN buffer.
Exact single pattern string matching is a fundamental problem in computer science. To date, the performance of existing string matching algorithms for very short patterns is poor. In this article, based on the most ba...
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ISBN:
(纸本)9781849196413
Exact single pattern string matching is a fundamental problem in computer science. To date, the performance of existing string matching algorithms for very short patterns is poor. In this article, based on the most basic exact single pattern string matching algorithm-BF, we presented a serial improved algorithms named HBF by introducing the q-grams method, the loop unrolling method, and modifying the smallest processing unit from byte to integer. Experimental results indicated that HBF is obviously faster than known algorithms for very short patterns on our platform. Meanwhile, the pre-processing phase of HBF just need constant time and space, the worst and the best time complexity are linear and 0(n/w), separately, which w is the number of characters involved in an integer.
In this paper, we developed an extensible HL7 middleware to exchange the heterogeneous healthcare information. A semantic structure mapping, which can be configured dynamically, is presented to guide the data conversi...
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String matching is a basic problem of computer science and it has been widely used in many important application fields. To date, QF is one of the fastest exact single pattern string matching algorithms for long patte...
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ISBN:
(纸本)9781849196413
String matching is a basic problem of computer science and it has been widely used in many important application fields. To date, QF is one of the fastest exact single pattern string matching algorithms for long patterns. In this paper, we improved the QF algorithm by introducing the greedy jump method and gained a serial of exact single pattern string matching algorithms named Greedy QF. Experimental results indicated that Greedy QF is faster than QF in most of case and Greedy QF is faster than other known algorithms in many cases for long patterns on our platform.
String matching is a fundamental problem in computer science. It has been widely used in many important fields. In this article, we presented an integer comparison method to improve the branch performance, and we impr...
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ISBN:
(纸本)9781849196413
String matching is a fundamental problem in computer science. It has been widely used in many important fields. In this article, we presented an integer comparison method to improve the branch performance, and we improved an exact single pattern string matching algorithm-TSW by introducing the multi-window method and the integer comparison method. Therefore, we presented a new serial of algorithms named kSWXC (k Sliding Windows with X Comparison, X is the data type for comparison). Experiment results indicated that kSWXC is faster than other known algorithms for short patterns on our platform.
Considering the important reference value of weather radar data in the process of weather modification and based on the analysis of historical weather modification data of Yunnan province, china, and the study of vari...
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