Probability-confidence-kernel-based localized multiple kernel learning with lp norm

Localized multiple kernel learning (LMKL) is an attractive strategy for combining multiple heterogeneous features in terms of their discriminative power for each individual sample. However, models excessively fitting to a specific sample would obstacle the extension to unseen data, while a more general form is often insufficient for diverse locality characterization. Hence, both learning sample-specific local models for each training datum and extending the learned models to unseen test data should be equally addressed in designing LMKL algorithm. In this paper, for an integrative solution, we propose a probability confidence kernel (PCK), which measures per-sample similarity with respect to probabilistic-prediction-based class attribute: The class attribute similarity complements the spatial-similarity-based base kernels for more reasonable locality characterization, and the predefined form of involved class probability density function facilitates the extension to the whole input space and ensures its statistical meaning. Incorporating PCK into support-vectormachine-based LMKL framework, we propose a new PCK-LMKL with arbitrary l(p)-norm constraint implied in the definition of PCKs, where both the parameters in PCK and the final classifier can be efficiently optimized in a joint manner. Evaluations of PCK-LMKL on both benchmark machine learning data sets (ten University of California Irvine (UCI) data sets) and challenging computer vision data sets (15-scene data set and Caltech-101 data set) have shown to achieve state-of-the-art performances.     

The calcium-phosphorus and the simultaneous calcium-oxygen and calcium-sulfur equilibria in liquid iron

The equilibrium Ca₃P_2(s) = 3[Ca] + 2[P] was studied at 1600 ° by equilibrating liquid iron, saturated with Ca₃P₂, and contained in a TiN crucible, with Ca vapor. The source of Ca was liquid Ca contained in an Mo crucible, and the vapor pressure of Ca was varied by varying the position of the Mo crucible in the temperature gradient of a vertical tube furnace. A least-squares analysis of the data gave and. The simultaneous equilibria CaO_(s) = [Ca] + [O] and CaS_(s) = [Ca] + [S] were studied at 1600 ° by equilibrating liquid iron, contained in a pressed and sintered CaO-CaS crucible with Ca vapor. The advantage of this technique is that two equilibrium constants,K _cas andK _cao, and two interaction coefficients, and can be determined from one set of experiments. It was determined that, at 1600 °,K _cas = 5.9 × 10⁻⁸ K _cao = 5.5 × 10⁻⁹,, and. Formerly Graduate Students     

混沌信号的主要测量特性分析

初步分析了混沌信号(以Logistic为例)应用于测量中的主要特性。仿真分析了Logistic信号的频谱特性、相关特性、模糊函数。说明了混沌信号在具有较高的距离速度分辨力,同时具备强抗干扰性。对比分析了混沌码和伪随机码的多普勒容限能力。初步分析Logistic信号的抗干扰特性。     

低电压氧化锌压敏电阻器的研究

研究了一种制造低电电压氧化锌压敏电阻器的方法。在基本成分的基础上适当加入二氧化钛可降低梯度电压（Ｖ１ｍＡ／ｍｍ），适量掺硼和改进热处理工艺可减小元件的漏电流和提高其稳定性。     

赋权学生:混合式学习模式的应有之意——以通识类课程社会学的教学实践为例

工业化时代的传统教学模式已滞后于后福特主义生产模式对劳动者的需要。混合式学习模式在最近二十年发展起来,具有知识载体的多元化、知识获取的易得性,以及知识形式的丰富性等显著特征。在社会学的课程实践中,运用混合式学习模式,将赋权学生的教学理念融入课前、课中和课后三个阶段,精心的教学设计激发学生的主体意识,取得较好的教学效果。     

"双元三段式"现代学徒制模式的探索与实践 ——以安徽冶金科技职业学院酒店管理专业为例

大力推行现代学徒制是深化产教融合,推动职业教育内涵发展的有力举措.探索现代学徒制育人模式,重在创新现代学徒制教学管理与运行机制,做到"四个对接":对接培养模式建立管理制度、对接职业标准构建课程体系、对接学习过程设计教学形式、对接岗位转换实施评价考核.     

基于模型平均方法的糖尿病病人生存时间预测研究

针对糖尿病病人生存时间的不确定性及影响因素的复杂性,将模型平均理论引入病人生存时间分析与预测研究,基于糖尿病病人的数据,利用OPT、S-AIC、S-BIC、AIC和BIC 5种方法预测病人的生存时间.研究表明,模型平均方法要比模型选择方法的预测效果更好.     

岗位体验式教学法在雷达装备实践教学中的应用

针对雷达装备实践教学中演示式教学法对于学员能力的拓展和装备的综合运用等方面存在的问题,将岗位体验式教学法运用于雷达装备实践教学中.首先分析岗位体验式教学法的基本内涵;然后提出前期准备、场景设置、教学实施、交流研讨和总结讲评等5个方面的具体实施方法,进行实例分析;最后给出岗位体验式教学法的实施效果.教学实践结果验证了该方法的有效性.     

An Analytical Model Including Interface Traps and Temperature Effects in Negative Capacitance Double Gate Field Effect Transistor

Silicon - In this paper, an analytical model for negative capacitance double gate field effect transistor (NC-DG-FET) is proposed. This model includes interface traps and temperature effects, which...     

二氧化硅包覆CsPbI3纳米晶薄膜的制备

卤化钙钛矿型(ABX3)纳米材料是近几年兴起的光电新材料,由于全无机钙钛矿CsPbX3(X=Cl,Br,I)纳米晶体的稳定性差,严重阻碍了实际应用,但因其具有窄带隙,在太阳能电池领域有着重要的应用前景.本研究在CsPbI3纳米晶周围使硅酸四甲酯(TMOS)发生水解反应,形成CsPbI3@SiO2纳米晶体复合材料,促使甲苯悬浮液的稳定性显著提高,发光稳定性可增加到29 d.通过进一步以聚(苯乙烯-乙烯-丁二烯-苯乙烯)三嵌共聚物(SEBS)对复合材料进行包裹,得到具有良好透明性和可拉伸性的SEBS/CsPbI3@SiO2薄膜,在水中有保持24 h稳定荧光现象,在水中12 h能保持原有发光强度的53％,而未经二氧化硅包裹的SEBS/CsPbI3纳米晶薄膜在水中仅8 h就失去荧光.本研究不仅为CsPbX3的表面改性提供了一种新方法,有助于解决稳定性问题,而且以聚合物复合的薄膜具有可拉伸性,也可应用在柔性器件中,具有重要的应用价值.