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This paper builds off recent work from Kiperwasser & Goldberg (2016) using neural attention in a simple graph-based dependency parser. We use a larger but more thoroughly regularized parser than other recent BiLSTM-based approaches, with…

Computation and Language · Computer Science 2017-03-13 Timothy Dozat , Christopher D. Manning

We introduce a new survey of professors at roughly 150 of the most research-intensive institutions of higher education in the US. We document seven new features of how research-active professors are compensated, how they spend their time,…

General Economics · Economics 2023-12-05 Kyle R. Myers , Wei Yang Tham , Jerry Thursby , Marie Thursby , Nina Cohodes , Karim Lakhani , Rachel Mural , Yilun Xu

Graph labelling is a key activity of network science, with broad practical applications, and close relations to other network science tasks, such as community detection and clustering. While a large body of work exists on both unsupervised…

Social and Information Networks · Computer Science 2019-06-18 Max Glonek , Jonathan Tuke , Lewis Mitchell , Nigel Bean

We review the most important statistical ideas of the past half century, which we categorize as: counterfactual causal inference, bootstrapping and simulation-based inference, overparameterized models and regularization, Bayesian multilevel…

Methodology · Statistics 2021-06-04 Andrew Gelman , Aki Vehtari

Over nearly three decades at the University of Wisconsin, Jeff Naughton has left an indelible mark on computer science. He has been a global leader of the database research field, deepening its core and pushing its boundaries. Many of…

General Literature · Computer Science 2016-05-19 Joseph M. Hellerstein

New data sources, and artificial intelligence (AI) methods to extract information from them are becoming plentiful, and relevant to decision making in many societal applications. An important example is street view imagery, available in…

Computers and Society · Computer Science 2025-01-31 Miao Zhang , Salman Rahman , Vishwali Mhasawade , Rumi Chunara

Here we extract the geographical addresses of authors in the Citeseer database of computer science papers. We show that the productivity of research centres in the United States follows a power-law regime, apart from the most productive…

Physics and Society · Physics 2007-05-23 Rui Carvalho , Michael Batty

Growth of science is a prevalent issue in science of science studies. In recent years, two new bibliographic databases have been introduced which can be used to study growth processes in science from centuries back: Dimensions from Digital…

Digital Libraries · Computer Science 2021-09-22 Lutz Bornmann , Robin Haunschild , Ruediger Mutz

Fast-growing scientific publications present challenges to the scientific community. In this paper, we describe their implications to researchers. As references form explicit foundations for researchers to conduct a study, we investigate…

Digital Libraries · Computer Science 2023-07-14 Guoxiu He , Aixin Sun , Wei Lu

Twitter is often used in quantitative studies that identify geographically-preferred topics, writing styles, and entities. These studies rely on either GPS coordinates attached to individual messages, or on the user-supplied location field…

Computation and Language · Computer Science 2015-08-25 Umashanthi Pavalanathan , Jacob Eisenstein

The undergraduate curriculum in statistics and data science is undergoing changes to accommodate new methods, newly interested students, and the changing role of statistics in society. Because of this, it is more important than ever that…

Other Statistics · Statistics 2025-12-17 Lee Kennedy-Shaffer

Understanding the how the distribution of an economic outcome, such as income, changes with respect to space and covariates is a key concern for policy makers. To address this, we develop a Bayesian nonparametric model, the Normalised…

Methodology · Statistics 2026-04-28 Ziyou Wang , Jim Griffin , Maria Kalli

Annotating data is a time-consuming and costly task, but it is inherently required for supervised machine learning. Active Learning (AL) is an established method that minimizes human labeling effort by iteratively selecting the most…

Machine Learning · Computer Science 2025-06-05 Julius Gonsior , Tim Rieß , Anja Reusch , Claudio Hartmann , Maik Thiele , Wolfgang Lehner

Childhood and graduate school at Ann Arbor Michigan prepared Bill for an interesting and rewarding career in physics. Along the way came Carol and many joint discoveries with our many colleagues to whom we both owe this good life. This…

History and Philosophy of Physics · Physics 2016-08-04 William Graham Hoover

In the United States as in other countries, political and economic divisions cut along geographic and demographic lines. Richer people are more likely to vote for Republican candidates while poorer voters lean Democratic; this is consistent…

Methodology · Statistics 2014-05-20 Andrew Gelman

As research becomes an ever more globalized activity, there is growing interest in national and international comparisons of standards and quality in different countries and regions. A sign for this trend is the increasing interest in…

Digital Libraries · Computer Science 2011-05-25 Lutz Bornmann , Loet Leydesdorff , Christiane Walch-Solimena , Christoph Ettl

This study evaluates the efficacy of two machine learning (ML) techniques, namely artificial neural networks (ANN) and gene expression programming (GEP) that use data-driven modeling to predict wall pressure spectra (WPS) underneath…

Fluid Dynamics · Physics 2024-02-27 Nachiketa Narayan Kurhade , Nagabhushana Rao Vadlamani , Akash Haridas

This longitudinal study explores persistence in research productivity over time. We examine the trajectories of the academic careers of 2,326 current full professors in 14 STEMM disciplines, studying their lifetime biographical histories…

Digital Libraries · Computer Science 2023-05-09 Marek Kwiek , Wojciech Roszka

Science advances by pushing the boundaries of the adjacent possible. While the global scientific enterprise grows at an exponential pace, at the mesoscopic level the exploration and exploitation of research ideas is reflected through the…

Physics and Society · Physics 2022-10-12 Chakresh Singh , Emma Barme , Robert Ward , Liubov Tupikina , Marc Santolini

The composition of the scientific workforce shapes the direction of scientific research, directly through the selection of questions to investigate, and indirectly through its influence on the training of future scientists. In most fields,…

Digital Libraries · Computer Science 2019-03-19 Allison C. Morgan , Samuel F. Way , Aaron Clauset