Sunday, August 31, 2025
Science
No Result
View All Result
  • Login
  • HOME
  • SCIENCE NEWS
  • CONTACT US
  • HOME
  • SCIENCE NEWS
  • CONTACT US
No Result
View All Result
Scienmag
No Result
View All Result
Home Science News Technology and Engineering

NJIT and Illinois research on data analytics will measure impact of scientific literature

August 26, 2024
in Technology and Engineering
Reading Time: 2 mins read
0
NJIT and Illinois research on data analytics will measure impact of scientific literature
69
SHARES
623
VIEWS
Share on FacebookShare on Twitter
ADVERTISEMENT

Three distinct problems in data science — trend identification in graphs, the quantitative study of scientific literature and evaluation of single-cell genomics — will all be addressed by new research in large-scale network analytics, jointly led by Distinguished Professor David Bader at New Jersey Institute of Technology.

Three distinct problems in data science — trend identification in graphs, the quantitative study of scientific literature and evaluation of single-cell genomics — will all be addressed by new research in large-scale network analytics, jointly led by Distinguished Professor David Bader at New Jersey Institute of Technology.

The problems have a common challenge of finding patterns, known as community detection, from inside incredibly large datasets. Work is funded by a $648,000 National Science Foundation grant, Cyber-Infrastructure for Community Detection, Extraction, and Search in Large Networks. Bader is a principal investigator, receiving $250,000 for research. He is working with George Chacko and Tandy Warnow, both of University of Illinois Urbana-Champaign.

What will happen now is the development of new algorithms to identify clusters within those graphs. Bader’s role is scalability and performance. He brings Arachne to the table, which is open-source software that he and colleagues have worked on since 2022, designed to organize graphs with trillions of vertices and edges while presenting a Python interface that almost anyone can learn. Chacko is working on project benchmarking and Warnow is developing new algorithms and interoperability with other methods.

They are planning to test the new method for various applications. In one field, single-cell genomics, it will involve “clustering very large networks whose vertices represent cells and where the weight of an edge between two vertices is computed based on gene expression profiles,” the team explained.

But it’s scientometrics that has Bader most excited. This is a meta-field where researchers study how to mathematically evaluate the impact of papers and citations.

“A lot of information can be learned by looking at the metadata of published literature,” said Bader, director of NJIT’s Institute for Data Science. “For instance, looking at which papers cite others, which authors co-published together, and so on. And when there are questions emerging, like who are the experts on the following topic, or what are the papers I need to read to really get an understanding of a particular field, that’s where scientometrics comes into play.”

“Right now, the data sets for scientometrics are very, very large in size, and current tools, for instance, NetworkX in Python, or other such packages, don’t scale to the size problems needed by the scientometrics community. So what this grant is enabling is new algorithms and new implementations that are scalable to be able to solve their problems. And so this is where we’re going to pick up Arkouda and Arachne to work on them,” he noted, referring to his own prior research.

So far, “There are prototypes for some of the algorithms that [Warnow] has developed, and they work on small test cases. So the idea is, we essentially have a proof of concept, but there’s sequential implementations, there’s slow implementations and our challenge is going to be able to get them to scale to the problem sizes that the scientometrics community needs for their data sets, and to be able to make it run fast.”



Share28Tweet17
Previous Post

Li-ion batteries show promise as cheap and sustainable alternative to Ni/Co materials

Next Post

NASA funds Virginia Tech research to investigate space weather

Related Posts

blank
Technology and Engineering

Exploring Cutting-Edge Techniques for Leaf Disease Detection

August 30, 2025
blank
Technology and Engineering

Enhancing Archery Arrow Selection: Importance of Stiffness

August 30, 2025
blank
Technology and Engineering

Transforming Office Waste into Sustainable Cellulose

August 30, 2025
blank
Technology and Engineering

Two-Vehicle Communication Boosts Autonomous Traffic Sixfold

August 30, 2025
blank
Technology and Engineering

Hybrid PSO-Firefly Optimization for Feature Selection

August 30, 2025
blank
Technology and Engineering

Opuntia Ficus Indica: Health Benefits and Protective Properties

August 30, 2025
Next Post
Scott Bailey with optics equipment.

NASA funds Virginia Tech research to investigate space weather

  • Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study

    Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study

    27542 shares
    Share 11014 Tweet 6884
  • University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept

    955 shares
    Share 382 Tweet 239
  • Bee body mass, pathogens and local climate influence heat tolerance

    642 shares
    Share 257 Tweet 161
  • Researchers record first-ever images and data of a shark experiencing a boat strike

    509 shares
    Share 204 Tweet 127
  • Warm seawater speeding up melting of ‘Doomsday Glacier,’ scientists warn

    313 shares
    Share 125 Tweet 78
Science

Embark on a thrilling journey of discovery with Scienmag.com—your ultimate source for cutting-edge breakthroughs. Immerse yourself in a world where curiosity knows no limits and tomorrow’s possibilities become today’s reality!

RECENT NEWS

  • Examining Hope Amid U.S. Religious Fundamentalism
  • Triade Sombria e Práticas de Sexting em Jovens
  • Exploring Nurses’ Social Status: Insights from Shanghai
  • Evaluating Dental Students’ Understanding of Panoramic Radiology

Categories

  • Agriculture
  • Anthropology
  • Archaeology
  • Athmospheric
  • Biology
  • Blog
  • Bussines
  • Cancer
  • Chemistry
  • Climate
  • Earth Science
  • Marine
  • Mathematics
  • Medicine
  • Pediatry
  • Policy
  • Psychology & Psychiatry
  • Science Education
  • Social Science
  • Space
  • Technology and Engineering

Subscribe to Blog via Email

Enter your email address to subscribe to this blog and receive notifications of new posts by email.

Join 5,182 other subscribers

© 2025 Scienmag - Science Magazine

Welcome Back!

Login to your account below

Forgotten Password?

Retrieve your password

Please enter your username or email address to reset your password.

Log In
No Result
View All Result
  • HOME
  • SCIENCE NEWS
  • CONTACT US

© 2025 Scienmag - Science Magazine

Discover more from Science

Subscribe now to keep reading and get access to the full archive.

Continue reading