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With the advent of open source software, a veritable treasure trove of previously proprietary software development data was made available. This opened the field of empirical software engineering research to anyone in academia. Data that is…

软件工程 · 计算机科学 2022-04-19 Adam Tutko , Austin Z. Henley , Audris Mockus

A main challenge of data-driven sciences is how to make maximal use of the progressively expanding databases of experimental datasets in order to keep research cumulative. We introduce the idea of a modeling-based dataset retrieval engine…

定量方法 · 定量生物学 2015-06-19 Ali Faisal , Jaakko Peltonen , Elisabeth Georgii , Johan Rung , Samuel Kaski

Studies of dataset development in machine learning call for greater attention to the data practices that make model development possible and shape its outcomes. Many argue that the adoption of theory and practices from archives and data…

计算机与社会 · 计算机科学 2024-05-07 Eshta Bhardwaj , Harshit Gujral , Siyi Wu , Ciara Zogheib , Tegan Maharaj , Christoph Becker

Digital libraries that maintain extensive textual collections may want to further enrich their content for certain downstream applications, e.g., building knowledge graphs, semantic enrichment of documents, or implementing novel access…

数字图书馆 · 计算机科学 2024-11-21 Hermann Kroll , Pascal Sackhoff , Bill Matthias Thang , Maha Ksouri , Wolf-Tilo Balke

Scientific information expresses human understanding of nature. This knowledge is largely disseminated in different forms of text, including scientific papers, news articles, and discourse among people on social media. While important for…

计算与语言 · 计算机科学 2025-07-01 Dustin Wright

Abuse in any form is a grave threat to a child's health. Public health institutions in the Netherlands try to identify and prevent different kinds of abuse, and building a decision support system can help such institutions achieve this…

计算机与社会 · 计算机科学 2016-11-17 Chintan Amrit , Tim Paauw , Robin Aly , Miha Lavric

Keeping track of scientific challenges, advances and emerging directions is a fundamental part of research. However, researchers face a flood of papers that hinders discovery of important knowledge. In biomedicine, this directly impacts…

This paper explores the structure of research papers in software engineering. Using text mining, we study 35,391 software engineering (SE) papers from 34 leading SE venues over the last 25 years. These venues were divided, nearly evenly,…

软件工程 · 计算机科学 2018-10-04 George Mathew , Amritanshu Agrawal , Tim Menzies

Text classification is the process of classifying documents into predefined categories based on their content. It is the automated assignment of natural language texts to predefined categories. Text classification is the primary requirement…

信息检索 · 计算机科学 2010-09-28 S. M. Kamruzzaman , Farhana Haider , Ahmed Ryadh Hasan

Data analysis and machine learning are of preeminent importance in the legal domain, especially in tasks like clustering and text classification. In this study, we harnessed the power of natural language processing tools to enhance datasets…

The exponential growth of textual data presents substantial challenges in management and analysis, notably due to high storage and processing costs. Text classification, a vital aspect of text mining, provides robust solutions by enabling…

计算与语言 · 计算机科学 2025-01-22 Kamal Taha , Paul D. Yoo , Chan Yeun , Aya Taha

Curation of literature in life sciences is a growing challenge. The continued increase in the rate of publication, coupled with the relatively fixed number of curators worldwide presents a major challenge to developers of biomedical…

Textual knowledge bases such as Wikipedia require considerable effort to keep up to date and consistent. While automated writing assistants could potentially ease this burden, the problem of suggesting edits grounded in external knowledge…

计算与语言 · 计算机科学 2022-07-14 Robert L. Logan , Alexandre Passos , Sameer Singh , Ming-Wei Chang

Since the beginning of COVID pandemic, there have been around 700000 scientific papers published on the subject. A human researcher cannot possibly get acquainted with such a huge text corpus -- and therefore developing AI-based tools to…

计算与语言 · 计算机科学 2021-11-01 Dmitry Soshnikov , Vickie Soshnikova

Knowledge bases (KBs) and text often contain complementary knowledge: KBs store structured knowledge that can support long range reasoning, while text stores more comprehensive and timely knowledge in an unstructured way. Separately…

计算与语言 · 计算机科学 2021-06-04 Vardaan Pahuja , Yu Gu , Wenhu Chen , Mehdi Bahrami , Lei Liu , Wei-Peng Chen , Yu Su

The number of biomedical research articles published has doubled in the past 20 years. Search engine based systems naturally center around searching, but researchers may not have a clear goal in mind, or the goal may be expressed in a query…

数字图书馆 · 计算机科学 2017-10-25 Jessica Perrie , Yanqi Hao , Zack Hayat , Recep Colak , Kelly Lyons , Shankar Vembu , Sam Molyneux

Information and communication technology has the capability to improve the process by which governments involve citizens in formulating public policy and public projects. Even though much of government regulations may now be in digital form…

数据库 · 计算机科学 2011-09-01 G. Koteswara Rao , Shubhamoy Dey

Following the global COVID-19 pandemic, the number of scientific papers studying the virus has grown massively, leading to increased interest in automated literate review. We present a clinical text mining system that improves on previous…

计算与语言 · 计算机科学 2020-12-09 Veysel Kocaman , David Talby

Knowledge Discovery and Data Mining (KDD) is a multidisciplinary area focusing upon methodologies for extracting useful knowledge from data and there are several useful KDD tools to extracting the knowledge. This knowledge can be used to…

信息检索 · 计算机科学 2012-02-24 Surjeet Kumar Yadav , Brijesh Bharadwaj , Saurabh Pal

Peer-review plays a critical role in the scientific writing and publication ecosystem. To assess the efficiency and efficacy of the reviewing process, one essential element is to understand and evaluate the reviews themselves. In this work,…

计算与语言 · 计算机科学 2019-03-26 Xinyu Hua , Mitko Nikolov , Nikhil Badugu , Lu Wang