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The need for interpreting machine learning models is addressed through prototype explanations within the context of tree ensembles. An algorithm named Adaptive Prototype Explanations of Tree Ensembles (A-PETE) is proposed to automatise the…

机器学习 · 计算机科学 2024-06-03 Jacek Karolczak , Jerzy Stefanowski

In 2005, Kayal suggested that Schoof's algorithm for counting points on elliptic curves over finite fields might yield an approach to factor polynomials over finite fields in deterministic polynomial time. We present an exposition of his…

数论 · 数学 2017-10-04 Bjorn Poonen

In this paper, we extend the iterated integrals from smooth manifolds to digraphs and develop the associated algebraic and geometric structures. Iterated integrals on a digraph naturally give rise to the iterated path algebra and the…

代数拓扑 · 数学 2026-03-03 Shing-Tung Yau , Mengmeng Zhang , Yunpeng Zi

We give a polynomial time algorithm for computing the Igusa local zeta function $Z(s,f)$ attached to a polynomial $f(x)\in \QTR{Bbb}{Z}[x]$, in one variable, with splitting field $\QTR{Bbb}{Q}$, and a prime number $p$. We also propose a new…

符号计算 · 计算机科学 2007-05-23 W. A. Zuniga-Galindo

We introduce a notion of finite sampling consistency for phylogenetic trees and show that the set of finitely sampling consistent and exchangeable distributions on n leaf phylogenetic trees is a polytope. We use this polytope to show that…

组合数学 · 数学 2019-03-06 Ben Hollering , Seth Sullivant

We define a new algebraic structure called a \emph{pointed rack} and use it to construct ambient isotopy invariants of $ n $-braids. We first introduce an integer-valued invariant of braids using pointed racks. This is then strengthened by…

几何拓扑 · 数学 2025-08-06 Angel Apollos , Jose Ceniceros

Since the beginning of the development of interior-point methods, there exists a puzzling gap between the results in theory and the observations in numerical experience, i.e., algorithms with good polynomial bound are not computationally…

最优化与控制 · 数学 2018-03-02 Yaguang Yang

For smooth finite fields $F_q$ (i.e., when $q-1$ factors into small primes) the Fast Fourier Transform (FFT) leads to the fastest known algebraic algorithms for many basic polynomial operations, such as multiplication, division,…

数据结构与算法 · 计算机科学 2021-10-13 Eli Ben-Sasson , Dan Carmon , Swastik Kopparty , David Levit

The joint spectral radius of a set of matrices is a measure of the maximal asymptotic growth rate that can be obtained by forming long products of matrices taken from the set. This quantity appears in a number of application contexts but is…

动力系统 · 数学 2007-05-23 Vincent Blondel , Yurii Nesterov

We present novel algorithms to factor polynomials over a finite field $\F_q$ of odd characteristic using rank $2$ Drinfeld modules with complex multiplication. The main idea is to compute a lift of the Hasse invariant (modulo the polynomial…

数论 · 数学 2016-06-06 Anand Kumar Narayanan

We introduce a quantum-like classical computational model, called affine computation, as a generalization of probabilistic computation. After giving the basics of affine computation, we define affine finite automata (AfA) and compare it…

形式语言与自动机理论 · 计算机科学 2016-06-07 Alejandro Díaz-Caro , Abuzer Yakaryılmaz

Environmental processes often exhibit complex, non-linear patterns and discontinuities across space and time, posing significant challenges for traditional geostatistical modeling approaches. In this paper, we propose a hybrid…

统计方法学 · 统计学 2026-05-06 Mario Figueira , Michela Cameletti , Luca Patelli

Studying phenotype-gene association can uncover mechanism of diseases and develop efficient treatments. In complex disease where multiple phenotypes are available and correlated, analyzing and interpreting associated genes for each…

统计方法学 · 统计学 2021-12-14 Yujia Li , Yusi Fang , Peng Liu , George C. Tseng

Transformers have emerged as the state of the art neural network architecture for natural language processing and computer vision. In the foundation model paradigm, large transformer models (BERT, GPT3/4, Bloom, ViT) are pre-trained on…

机器学习 · 计算机科学 2023-09-06 Guruprasad Raghavan , Bahey Tharwat , Surya Narayanan Hari , Dhruvil Satani , Matt Thomson

Let $\mathcal{T}$ be a locally finite tree, $\Gamma$ be a discrete subgroup of $\textrm{Aut}(\mathcal{T})$ and $\widetilde{F}$ be a $\Gamma$-invariant potential. Suppose that the length spectrum of $\Gamma$ is not arithmetic. In this case,…

动力系统 · 数学 2015-06-16 Sanghoon Kwon

We present two hypermatrix formulations of the Cayley Hamilton theorem. One of the proposed formulation naturally extends to hypermatrices the combinatorial interpretations of the classical Cayley Hamilton theorem. We conclude by discussing…

组合数学 · 数学 2015-03-18 Edinah K. Gnang

We give a new fpt algorithm testing isomorphism of $n$-vertex graphs of tree width $k$ in time $2^{k\operatorname{polylog} (k)}\operatorname{poly} (n)$, improving the fpt algorithm due to Lokshtanov, Pilipczuk, Pilipczuk, and Saurabh (FOCS…

数据结构与算法 · 计算机科学 2018-03-20 Martin Grohe , Daniel Neuen , Pascal Schweitzer , Daniel Wiebking

In this work we shall present a survey on problems and results on singular holomorphic foliations and Pfaff systems on complex manifolds assuming that these objects possess invariant analytic varieties. We will focus on recent results which…

代数几何 · 数学 2021-08-13 Maurício Corrêa

We address univariate root isolation when the polynomial's coefficients are in a multiple field extension. We consider a polynomial $F \in L[Y]$, where $L$ is a multiple algebraic extension of $\mathbb{Q}$. We provide aggregate bounds for…

符号计算 · 计算机科学 2023-06-08 Christina Katsamaki , Fabrice Rouillier

We present a method for computing the zeta function of a smooth projective variety over a finite field which proceeds by induction on the dimension. We have implemented our approach for some surfaces using the Magma programming language,…

数论 · 数学 2007-05-23 Alan G. B. Lauder