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Data integration has been recently challenged by the need to handle large volumes of data, arriving at high velocity from a variety of sources, which demonstrate varying levels of veracity. This challenging setting, often referred to as big…

数据库 · 计算机科学 2022-05-02 Avigdor Gal , Roee Shraga

The pursue of what are properties that can be identified to permit an automated reasoning program to generate and find new and interesting theorems is an interesting research goal (pun intended). The automatic discovery of new theorems is a…

人工智能 · 计算机科学 2024-01-23 Pedro Quaresma , Pierluigi Graziani , Stefano M. Nicoletti

Scientists often think of the world (or some part of it) as a dynamical system, a stochastic process, or a generalization of such a system. Prominent examples of systems are (i) the system of planets orbiting the sun or any other classical…

物理学史与哲学 · 物理学 2021-04-30 Christian List , Marcus Pivato

The striking fractal geometry of strange attractors underscores the generative nature of chaos: like probability distributions, chaotic systems can be repeatedly measured to produce arbitrarily-detailed information about the underlying…

机器学习 · 计算机科学 2023-01-31 William Gilpin

The paper elaborates an endeavor on applying the algorithmic information-theoretic computational complexity to meta-social-sciences. It is motivated by the effort on seeking the impact of the well-known incompleteness theorem to the…

混沌动力学 · 物理学 2007-05-23 Hokky Situngkir

In certain real-world optimization scenarios, practitioners are not interested in solving multiple problems but rather in finding the best solution to a single, specific problem. When the computational budget is large relative to the cost…

机器学习 · 计算机科学 2026-02-10 Judith Echevarrieta , Etor Arza , Aritz Pérez , Josu Ceberio

Animals are equipped with a rich innate repertoire of sensory, behavioral and motor skills, which allows them to interact with the world immediately after birth. At the same time, many behaviors are highly adaptive and can be tailored to…

机器学习 · 计算机科学 2022-05-03 Robert Tjarko Lange , Henning Sprekeler

The study of complex systems has attracted widespread attention from researchers in the fields of natural sciences, social sciences, and engineering. Prediction is one of the central issues in this field. Although most related studies have…

物理与社会 · 物理学 2025-10-21 En Xu , Yilin Bi , Hongwei Hu , Xin Chen , Zhiwen Yu , Yong Li , Yanqing Hu , Tao Zhou

We hypothesize that curiosity is a mechanism found by evolution that encourages meaningful exploration early in an agent's life in order to expose it to experiences that enable it to obtain high rewards over the course of its lifetime. We…

机器学习 · 计算机科学 2020-03-12 Ferran Alet , Martin F. Schneider , Tomas Lozano-Perez , Leslie Pack Kaelbling

Inferential decision-making algorithms typically assume that an underlying probabilistic model of decision alternatives and outcomes may be learned a priori or online. Furthermore, when applied to robots in real-world settings they often…

机器人学 · 计算机科学 2023-09-15 Yucheng Chen , Pingping Zhu , Anthony Alers , Tobias Egner , Marc A. Sommer , Silvia Ferrari

Bio-inspired algorithms utilize natural processes such as evolution, swarm behavior, foraging, and plant growth to solve complex, nonlinear, high-dimensional optimization problems. However, a plethora of these algorithms require a more…

In a wide array of areas, algorithms are matching and surpassing the performance of human experts, leading to consideration of the roles of human judgment and algorithmic prediction in these domains. The discussion around these…

计算机视觉与模式识别 · 计算机科学 2019-04-01 Maithra Raghu , Katy Blumer , Greg Corrado , Jon Kleinberg , Ziad Obermeyer , Sendhil Mullainathan

Machine learning techniques not only offer efficient tools for modelling dynamical systems from data, but can also be employed as frontline investigative instruments for the underlying physics. Nontrivial information about the original…

数据分析、统计与概率 · 物理学 2021-02-24 Francesco Borra , Marco Baldovin

Behavioral scientists have classically documented aversion to algorithmic decision aids, from simple linear models to AI. Sentiment, however, is changing and possibly accelerating AI helper usage. AI assistance is, arguably, most valuable…

人工智能 · 计算机科学 2023-07-28 Nikolos Gurney , John H. Miller , David V. Pynadath

Insightful interdisciplinary collaboration is essential to the principled governance of technology. When such efforts address the interaction between computation and society, they often focus on modeling, the process by which computer…

计算机与社会 · 计算机科学 2025-05-29 Samuel Judson , Joan Feigenbaum

The string-matching field has grown at a such complicated stage that various issues come into play when studying it: data structure and algorithmic design, database principles, compression techniques, architectural features, cache and…

数据结构与算法 · 计算机科学 2008-01-16 Paolo Ferragina

The rapid growth and diversity in service offerings and the ensuing complexity of information technology ecosystems present numerous management challenges (both operational and strategic). Instrumentation and measurement technology is, by…

软件工程 · 计算机科学 2012-06-26 Moises Goldszmidt

Multi-objective portfolio optimisation is a critical problem researched across various fields of study as it achieves the objective of maximising the expected return while minimising the risk of a given portfolio at the same time. However,…

机器学习 · 计算机科学 2023-04-14 Sonia Bullah , Terence L. van Zyl

While bibliometrics are widely used for research evaluation purposes, a common theoretical framework for conceptually understanding, empirically studying, and effectively teaching its usage is lacking. In this paper, we outline such a…

数字图书馆 · 计算机科学 2019-06-26 Lutz Bornmann , Julian N. Marewski

Comprehensive benchmarking of clustering algorithms is rendered difficult by two key factors: (i)~the elusiveness of a unique mathematical definition of this unsupervised learning approach and (ii)~dependencies between the generating models…

神经与进化计算 · 计算机科学 2022-01-11 Cameron Shand , Richard Allmendinger , Julia Handl , Andrew Webb , John Keane