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This is a survey on the use of low-degree polynomials to predict and explain the apparent statistical-computational tradeoffs in a variety of average-case computational problems. In a nutshell, this framework measures the complexity of a…

Statistics Theory · Mathematics 2025-06-13 Alexander S. Wein

Purpose: To provide a critical review of Bergman's 2001 study on the Deep Web. In addition, we bring a new concept into the discussion, the Academic Invisible Web (AIW). We define the Academic Invisible Web as consisting of all databases…

Digital Libraries · Computer Science 2019-01-15 Dirk Lewandowski , Philipp Mayr

We discuss the advantages of searchable, collaborative, language-independent databases of mathematical results, indexed by "fingerprints" of small and canonical data. Our motivating example is Neil Sloane's massively influential On-Line…

History and Overview · Mathematics 2013-04-16 Sara C. Billey , Bridget E. Tenner

We provide a brief, and inevitably incomplete overview of the use of Machine Learning (ML) and other AI methods in astronomy, astrophysics, and cosmology. Astronomy entered the big data era with the first digital sky surveys in the early…

Instrumentation and Methods for Astrophysics · Physics 2022-12-06 S. G. Djorgovski , A. A. Mahabal , M. J. Graham , K. Polsterer , A. Krone-Martins

Bayesian networks (BNs) are widely used for modeling complex systems with uncertainty, yet repositories of pre-built BNs remain limited. This paper introduces bnRep, an open-source R package offering a comprehensive collection of documented…

Artificial Intelligence · Computer Science 2024-10-01 Manuele Leonelli

Upcoming surveys such as the Vera C. Rubin Observatory Legacy Survey of Space and Time (LSST) will detect up to 10 million time-varying sources in the sky every night for ten years. This information will be transmitted in a continuous…

Instrumentation and Methods for Astrophysics · Physics 2022-07-12 Anais Möller , Thibault de Boissière

Over the past few years, we have seen fundamental breakthroughs in core problems in machine learning, largely driven by advances in deep neural networks. At the same time, the amount of data collected in a wide array of scientific domains…

Machine Learning · Computer Science 2020-03-27 Maithra Raghu , Eric Schmidt

The ${\mathbb B}_n^{(k)}$ poly-Bernoulli numbers --- a natural generalization of classical Bernoulli numbers ($B_n={\mathbb B}_n^{(1)}$) --- were introduced by Kaneko in 1997. When the parameter $k$ is negative then ${\mathbb B}_n^{(k)}$ is…

Combinatorics · Mathematics 2015-10-21 Beáta Bényi , Peter Hajnal

From more than half a century ago indexing scientific articles has been studied intensively to provide a more efficient data retrieval and to conserve researchers invaluable time. In the last two decades with the emergence of the World Wide…

Digital Libraries · Computer Science 2014-01-07 Azam Majooni , Mona Masood , Amir Akhavan

The rise of multi-million-item dataset initiatives has enabled data-hungry machine learning algorithms to reach near-human semantic classification at tasks such as object and scene recognition. Here we describe the Places Database, a…

Computer Vision and Pattern Recognition · Computer Science 2016-10-10 Bolei Zhou , Aditya Khosla , Agata Lapedriza , Antonio Torralba , Aude Oliva

The multidisciplinary and socially anchored nature of Feminist Studies presents unique challenges for bibliometric analysis, as this research area transcends traditional disciplinary boundaries and reflects discussions from feminist and…

Digital Libraries · Computer Science 2024-11-28 Natsumi S. Shokida , Diego Kozlowski , Vincent Larivière

Developing large-scale foundational datasets is a critical milestone in advancing artificial intelligence (AI)-driven scientific innovation. However, unlike AI-mature fields such as natural language processing, materials science,…

Chemical Physics · Physics 2025-11-18 Ryo Yoshida , Yoshihiro Hayashi , Hidemine Furuya , Ryohei Hosoya , Kazuyoshi Kaneko , Hiroki Sugisawa , Yu Kaneko , Aiko Takahashi , Yoh Noguchi , Shun Nanjo , Keiko Shinoda , Tomu Hamakawa , Mitsuru Ohno , Takuya Kitamura , Misaki Yonekawa , Stephen Wu , Masato Ohnishi , Chang Liu , Teruki Tsurimoto , Arifin , Araki Wakiuchi , Kohei Noda , Junko Morikawa , Teruaki Hayakawa , Junichiro Shiomi , Masanobu Naito , Kazuya Shiratori , Tomoki Nagai , Norio Tomotsu , Hiroto Inoue , Ryuichi Sakashita , Masashi Ishii , Isao Kuwajima , Kenji Furuichi , Norihiko Hiroi , Yuki Takemoto , Takahiro Ohkuma , Keita Yamamoto , Naoya Kowatari , Masato Suzuki , Naoya Matsumoto , Seiryu Umetani , Hisaki Ikebata , Yasuyuki Shudo , Mayu Nagao , Shinya Kamada , Kazunori Kamio , Taichi Shomura , Kensaku Nakamura , Yudai Iwamizu , Atsutoshi Abe , Koki Yoshitomi , Yuki Horie , Katsuhiko Koike , Koichi Iwakabe , Shinya Gima , Kota Usui , Gikyo Usuki , Takuro Tsutsumi , Keitaro Matsuoka , Kazuki Sada , Masahiro Kitabata , Takuma Kikutsuji , Akitaka Kamauchi , Yusuke Iijima , Tsubasa Suzuki , Takenori Goda , Yuki Takabayashi , Kazuko Imai , Yuji Mochizuki , Hideo Doi , Koji Okuwaki , Hiroya Nitta , Taku Ozawa , Hitoshi Kamijima , Toshiaki Shintani , Takuma Mitamura , Massimiliano Zamengo , Yuitsu Sugami , Seiji Akiyama , Yoshinari Murakami , Atsushi Betto , Naoya Matsuo , Satoru Kagao , Tetsuya Kobayashi , Norie Matsubara , Shosei Kubo , Yuki Ishiyama , Yuri Ichioka , Mamoru Usami , Satoru Yoshizaki , Seigo Mizutani , Yosuke Hanawa , Shogo Kunieda , Mitsuru Yambe , Takeru Nakamura , Hiromori Murashima , Kenji Takahashi , Naoki Wada , Masahiro Kawano , Yosuke Harada , Takehiro Fujita , Erina Fujita , Ryoji Himeno , Hiori Kino , Kenji Fukumizu

Artificial intelligence (AI) is gradually changing the planet. Data digitisation, computing infrastructure and machine learning are helping AI tools to spread across all sectors of society. This article presents the results of a…

Computers and Society · Computer Science 2023-12-19 Juan-Jose Prieto-Gutierrez , Francisco Segado-Boj , Fabiana Da Silva França

Enumeration of hypermaps is widely studied in many fields. In particular, enumerating hypermaps with a fixed edge-type according to the number of faces and genus is one topic of great interest. However, it is challenging and explicit…

Combinatorics · Mathematics 2024-06-17 Zi-Wei Bai , Ricky X. F. Chen

Insights into complex, high-dimensional data can be obtained by discovering features of the data that match or do not match a model of interest. To formalize this task, we introduce the "data selection" problem: finding a lower-dimensional…

Methodology · Statistics 2021-09-10 Eli N. Weinstein , Jeffrey W. Miller

The complexity of human biology and its intricate systems holds immense potential for advancing human health, disease treatment, and scientific discovery. However, traditional manual methods for studying biological interactions are often…

Other Quantitative Biology · Quantitative Biology 2025-01-24 Himanshu Buckchash , Gyanendra Kumar Verma , Dilip K. Prasad

Method of parameterizing and smoothing the unknown underling distributions using Bernstein polynomials is proposed, verified and investigated. Any distribution with bounded and smooth enough density can be approximated by the proposed…

Methodology · Statistics 2015-06-23 Zhong Guan

Face recognition is a biometric which is attracting significant research, commercial and government interest, as it provides a discreet, non-intrusive way of detecting, and recognizing individuals, without need for the subject's knowledge…

Computer Vision and Pattern Recognition · Computer Science 2019-08-14 Andrew Jason Shepley

Bibliometric techniques are not yet widely used to enhance retrieval processes in digital libraries, although they offer value-added effects for users. In this paper we will explore how statistical modelling of scholarship, such as…

Digital Libraries · Computer Science 2016-11-17 Philipp Mayr , Peter Mutschke

Half a century ago, Charles Bachman foresaw the significance and centrality of data in the digital world. In this short paper, we delve into the evolution of these ideas within the database community over the past decades. We believe that…

Databases · Computer Science 2023-06-16 Claudio Gutierrez