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1. chinaXiv:201904.00081 [pdf]


Subjects: Mathematics >> Computational Mathematics.

本文提出一个名为接圆回归的点击率预测新方法,尝试替代常用的因子分解机(FM)。接圆回归用超平面拼接出一个封闭凸多面体,圈出正样本,有直观的几何解释, 能从任意初始值一次收敛到全局最优解。 拟合出来的曲面Lipschitz连续,变化平缓。在人工设计的星环集、双堆集、双月集上,接圆回归的分类准确性、解释性、平滑性全面超过FM。在同量级参数量、计算量 的条件下,接圆回归在Avazu集和Criteo集上的AUC超过FM。

submitted time 2019-04-10 Hits1796Downloads228 Comment 0

2. chinaXiv:201705.00829 [pdf]

Entropy-partition of Complex Systems and Emergence of Human Brain’s Consciousness

Xi Guangcheng
Subjects: Mathematics >> Statistics and Probability

The three frameworks for theories of consciousness taken moust seriously by neuroscientists are that consciousness is a biological state of the brain,the global workspace perspective,and the perspective of higher state. Consciousness is discussed from viewpoint of theory of Entropy—partition of complex system in present article. Human brain’s system self-organizably and adaptively implements partition、aggregation and integration, and consciousness emerges.

submitted time 2019-01-10 Hits1748Downloads1010 Comment 0

3. chinaXiv:201803.01556 [pdf]

Gibbsian representation of knowledge in infinite dimensional random neural networks(IDRNN)

xi guangcheng
Subjects: Mathematics >> Statistics and Probability

Abstract. In studying of a class of random neural network, some of relative researchers have proposed Markov model of neural network. Wherein Markov property of the neural network is based on “assuming”. To reveal mechanism of generating of Markov property in neural network, it is studied how infinite-dimensional random neural network (IDRNN) forms inner Markov representation of environment information in this paper.Because of equivalence between markov property and Gibbsian our conclusion is that knowledge is eventually expressed by extreme Gibbs probability measure—ergodic Gibbs probability measure in IDRNN. This conclusion is also applicable to quantum mechanical level of IDRNN. Hence one can see “ concept “- “ consciousness” is generated at particle(ion) level in the brain and is experienced at the level of the neurons; We have discussed also ergodicity of IDRNN with random neural potential.

submitted time 2018-11-07 Hits1167Downloads615 Comment 0

4. chinaXiv:201810.00001 [pdf]


Subjects: Physics >> The Physics of Elementary Particles and Fields


submitted time 2018-10-08 Hits1410Downloads494 Comment 0

5. chinaXiv:201810.00100 [pdf]


Subjects: Mathematics >> Logic

为了从根本上消灭存在于数学基础中的各种悖论,使数学建筑在高度可靠的基础上,发现形式逻辑只能用于同一律,矛盾律和排中律这三大规律都成立的讨论域 (称为可行域) 内,否则就会产生包括悖论在内的各种错误,而在形式逻辑的适用范围即可行域内,只要前提可靠,推导严格,悖论是不存在的。根据该结论,分析了说谎者悖论和理发师悖论等一些历史上比较著名的悖论的形成原因,同时指出了数学基础中皮亚诺公理的应用和康托尔定理、区间套和对角线法证明中的一些逻辑错误,提出了能够避免这些错误的统一的定义自然数、有理数和无理数的建议。

submitted time 2018-09-28 Hits867Downloads454 Comment 0

6. chinaXiv:201809.00178 [pdf]

Regularity for a minimum problem with free boundary in Orlicz spaces

Jun Zheng; Leandro S. Tavares; Claudianor O. Alves
Subjects: Mathematics >> Mathematics (General)

The aim of this paper is to study the heterogeneous optimization problem \begin{align*} \mathcal {J}(u)=\int_{\Omega}(G(|\nabla u|)+qF(u^+)+hu+\lambda_{+}\chi_{\{u>0\}} )\text{d}x\rightarrow\text{min}, \end{align*} in the class of functions $ W^{1,G}(\Omega)$ with $ u-\varphi\in W^{1,G}_{0}(\Omega)$, for a given function $\varphi$, where $W^{1,G}(\Omega)$ is the class of weakly differentiable functions with $\int_{\Omega}G(|\nabla u|)\text{d}x<\infty$. The functions $G$ and $F$ satisfy structural conditions of Lieberman's type that allow for a different behavior at $0$ and at $\infty$. Given functions $q,h$ and constant $\lambda_+\geq 0$, we address several regularities for minimizers of $\mathcal {J}(u)$, including local $C^{1,\alpha}-$, and local Log-Lipschitz continuities for minimizers of $\mathcal {J}(u)$ with $\lambda_+=0$, and $\lambda_+>0$ respectively. We also establish growth rate near the free boundary for each non-negative minimizer of $\mathcal {J}(u)$ with $\lambda_+=0$, and $\lambda_+>0$ respectively. Furthermore, under additional assumption that $F\in C^1([0,+\infty); [0,+\infty))$, local Lipschitz regularity is carried out for non-negative minimizers of $\mathcal {J}(u)$ with $\lambda_{+}>0$.

submitted time 2018-09-23 Hits3047Downloads423 Comment 0

7. chinaXiv:201809.00180 [pdf]

Regularity in the two-phase free boundary problems under non-standard growth conditions

Jun Zheng
Subjects: Mathematics >> Mathematics (General)

In this paper, we prove several regularity results for the heterogeneous, two-phase free boundary problems $\mathcal {J}_{\gamma}(u)=\int_{\Omega}\big(f(x,\nabla u)+(\lambda_{+}(u^{+})^{\gamma}+\lambda_{-}(u^{-})^{\gamma})+gu\big)\text{d}x\rightarrow \text{min}$ under non-standard growth conditions. Included in such problems are heterogeneous jets and cavities of Prandtl-Batchelor type with $\gamma=0$, chemical reaction problems with $0<\gamma<1$, and obstacle type problems with $\gamma=1$. Our results hold not only in the degenerate case of $p> 2$ for $p-$Laplace equations, but also in the singular case of $1

submitted time 2018-09-22 Hits2655Downloads414 Comment 0

8. chinaXiv:201809.00179 [pdf]

H\"{o}lder continuity of solutions to the $G$-Laplace equation

Jun Zheng; Yan Zhang
Subjects: Mathematics >> Mathematics (General)

We establish regularity of solutions to the $G$-Laplace equation $-\text{div}\ \bigg(\frac{g(|\nabla u|)}{|\nabla u|}\nabla u\bigg)=\mu$, where $\mu$ is a nonnegative Radon measure satisfying $\mu (B_{r}(x_{0}))\leq Cr^{m}$ for any ball $B_{r}(x_{0})\subset\subset \Omega$ with $r\leq 1$ and $m>n-1-\delta\geq 0$. The function $g(t)$ is supposed to be nonnegative and $C^{1}$-continuous in $[0,+\infty)$, satisfying $g(0)=0$, and for some positive constants $\delta$ and $g_{0}$, $\delta\leq \frac{tg'(t)}{g(t)}\leq g_{0}, \forall t>0$, that generalizes the structural conditions of Ladyzhenskaya-Ural'tseva for an elliptic operator.

submitted time 2018-09-22 Hits323Downloads323 Comment 0

9. chinaXiv:201611.00721 [pdf]

A Note on Elliptic Coordinates

Sun, Che
Subjects: Mathematics >> Mathematics (General)

Explicit equations are obtained to convert Cartesian coordinates to elliptic coordinates, based on which an elliptic-coordinate function can be readily mapped on a uniform Cartesian mesh.Application to Kirchhoff vortex is provided.

submitted time 2018-09-22 Hits11857Downloads990 Comment 0

10. chinaXiv:201809.00176 [pdf]


郭旭; 王浩帆; 郑军
Subjects: Mathematics >> Mathematics (General)

本文研究一类高阶非线性微分方程的Lyapunov 不等式,是对《Lyapunov-type inequalities for $\psi$-Laplacian equations》有关结论的进一步探讨和推广.

submitted time 2018-09-18 Hits3363Downloads502 Comment 0

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