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Asymptotic notations are heavily used while analysing runtimes of algorithms. Present paper argues that some of these usages are non trivial, therefore incurring errors in communication of ideas. After careful reconsidera- tion of the…

计算复杂性 · 计算机科学 2015-10-20 Nabarun Mondal , Partha P. Ghosh

We propose a notation for tensors with named axes, which relieves the author, reader, and future implementers of machine learning models from the burden of keeping track of the order of axes and the purpose of each. The notation makes it…

机器学习 · 计算机科学 2023-01-19 David Chiang , Alexander M. Rush , Boaz Barak

The field of computational complexity is concerned both with the intrinsic hardness of computational problems and with the efficiency of algorithms to solve them. Given such a problem, normally one designs an algorithm to solve it and sets…

计算复杂性 · 计算机科学 2017-11-13 Fabiano de S. Oliveira , Valmir C. Barbosa

In Data Science, entities are typically represented by single valued measurements. Symbolic Data Analysis extends this framework to more complex structures, such as intervals and histograms, that express internal variability. We propose an…

机器学习 · 统计学 2025-12-16 Diogo Pinheiro , M. Rosário Oliveira , Igor Kravchenko , Lina Oliveira

Let $n = \mathrm{p}\!\cdot\!\mathrm{q}$ (p < q) and $\Delta = \lvert p-q \rvert$, where p,q are odd integers, then, it is hypothesized that factorizing this composite n will take O(1) time once the steady state value is reached for any…

数论 · 数学 2021-09-21 Vishal Mudgal

By the example of the proof of Minkowski's conjecture on critical determinant we give a category theory framework for interval computation.

范畴论 · 数学 2025-10-20 Nikolaj M. Glazunov

Compressed inverted indices in use today are based on the idea of gap compression: documents pointers are stored in increasing order, and the gaps between successive document pointers are stored using suitable codes which represent smaller…

信息检索 · 计算机科学 2012-06-20 Sebastiano Vigna

For many structured learning tasks, the data annotation process is complex and costly. Existing annotation schemes usually aim at acquiring completely annotated structures, under the common perception that partial structures are of low…

机器学习 · 计算机科学 2019-06-13 Qiang Ning , Hangfeng He , Chuchu Fan , Dan Roth

Allocation of research funding, as well as promotion and tenure decisions, are increasingly made using indicators and impact factors drawn from citations to published work. A debate among scientometricians about proper normalization of…

数字图书馆 · 计算机科学 2012-05-08 Caroline S. Wagner , Loet Leydesdorff

The Fourier Transform is one of the most important linear transformations used in science and engineering. Cooley and Tukey's Fast Fourier Transform (FFT) from 1964 is a method for computing this transformation in time $O(n\log n)$.…

计算复杂性 · 计算机科学 2015-04-16 Nir Ailon

Interval analysis, when applied to the so called problem of experimental data fitting, appears to be still in its infancy. Sometimes, partly because of the unrivaled reliability of interval methods, we do not obtain any results at all.…

数据分析、统计与概率 · 物理学 2009-03-03 Marek W. Gutowski

In the present article, a new method for the evaluation of fractional derivatives of arbitrary real order is proposed. Numerous but inequivalent formulations have been given in the past. Some of them exhibit unsatisfactory properties such…

泛函分析 · 数学 2021-05-04 Cyril Belardinelli

Many large-scale Web applications that require ranked top-k retrieval such as Web search and online advertising are implemented using inverted indices. An inverted index represents a sparse term-document matrix, where non-zero elements…

信息检索 · 计算机科学 2015-03-19 George Beskales , Marcus Fontoura , Maxim Gurevich , Sergei Vassilvitskii , Vanja Josifovski

We introduce a notion of fractional (noninteger order) derivative on an arbitrary nonempty closed subset of the real numbers (on a time scale). Main properties of the new operator are proved and several illustrative examples given.

经典分析与常微分方程 · 数学 2016-09-06 Benaoumeur Bayour , Delfim F. M. Torres

Factor Analysis is about finding a low-rank plus sparse additive decomposition from a noisy estimate of the signal covariance matrix. In order to get such a decomposition, we formulate an optimization problem using the nuclear norm for the…

最优化与控制 · 数学 2024-11-14 Linyang Wang , Wanquan Liu , Bin Zhu

We propose a fast greedy algorithm to compute sparse representations of signals from continuous dictionaries that are factorizable, i.e., with atoms that can be separated as a product of sub-atoms. Existing algorithms strongly reduce the…

信号处理 · 电气工程与系统科学 2020-12-01 Gilles Monnoyer de Galland , Luc Vandendorpe , Laurent Jacques

We propose a novel way of generalizing the class of interval graphs, via a graph width parameter called the simultaneous interval number. This parameter is related to the simultaneous representation problem for interval graphs and defined…

离散数学 · 计算机科学 2024-04-17 Jesse Beisegel , Nina Chiarelli , Ekkehard Köhler , Martin Milanič , Peter Muršič , Robert Scheffler

Social science researchers are generally accustomed to treating ordinal variables as though they are continuous. In this paper, we consider how identification constraints in ordinal factor analysis can mimic the treatment of ordinal…

统计方法学 · 统计学 2026-01-09 Edgar C. Merkle , Sonja D. Winter , Ellen Fitzsimmons

In discriminating between objects from different classes, the more separable these classes are the less computationally expensive and complex a classifier can be used. One thus seeks a measure that can quickly capture this separability…

统计方法学 · 统计学 2008-12-08 Linda Mthembu , Tshilidzi Marwala

The key idea of this contribution is the partial compensation of non-minimum phase zeros or unstable poles. Therefore the integer-order zero/pole is split into a product of fractional-order pseudo zeros/poles. The amplitude and phase…

系统与控制 · 电气工程与系统科学 2022-05-24 Benjamin Voß , Christoph Weise , Michael Ruderman , Johann Reger