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Information, Communication + Data Science

15 papers presented at NeurIPS

Topics of accepted ECE NeurIPS papers include diffusion models, large language models, multi-armed bandit models, and more.

Using ML to design new types of medicine

Doctoral student Matthew Raymond wants to facilitate the development of new and groundbreaking nanomedicines.
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Best Student Paper Award for work in universal training of neural networks

ECE alum Mohammadreza Tavasoli Naeini, a former student of Prof. Al Hero, was first author on the paper and award recipient.

Wei Lu earns 2024 Best Paper Award for work in spiking neural networks

The paper was published in Proceedings of the IEEE in September 2023, and already has more than 500 citations.

Fifteen papers by ECE researchers to be presented at the Conference on Neural Information Processing Systems

Topics of accepted ECE NeurIPS papers include diffusion models, large language models, multi-armed bandit models, and more.

Matthew Raymond recognized for research using ML techniques to design new types of medicine

Doctoral student Matthew Raymond wants to facilitate the development of new and groundbreaking nanomedicines.

Can Yaras recognized for his research aimed at efficient algorithms for LLMs

Doctoral student Can Yaras wants to reduce the carbon footprint of AI.

Vijay Subramanian awarded $7.5M MURI to rethink game theory in dynamic environments

Prof. Subramanian is the lead PI on a collaborative project to improve the accuracy of modern game theory predictions and produce better outcomes.

Fourteen papers by ECE researchers to be presented at the International Conference on Machine Learning

Accepted papers for the ICML conference span topics including deep representation learning, language model fine-tuning, generative modeling, and more.

GenAI diffusion models learn to generate new content more consistently than expected

Award-winning research led by Prof. Qing Qu discovered an intriguing phenomenon that diffusion models consistently produce nearly identical content starting from the same noise input, regardless of model architectures or training procedures.

Linking online and offline social networks to better predict real world impact

Prof. Lei Ying leads a new MURI that is focused on the interplay between online and offline networks and how they could impact disruptive behavior and events.

Research describing quantum-inspired computational imaging earns impact award

This Q&A with award co-recipient Alfred Hero offers a glimpse into the emerging field of single photon imaging.

Research to simplify big data graphs earns Best Paper Award at IEEE SSP 2023

Research by PhD student Neophytos Charalambides and Professor Alfred Hero addresses computational and storage bottlenecks for graphs used in statistical problems, signal processing, large networks, combinatorial optimization, and data analysis.

Yan Long awarded Predoctoral Fellowship to support research impacting secure communications

Long aims to ensure that the information received from sensing devices is both trustworthy and confidential.

Bahareh Hadidian awarded Barbour Scholarship to support research impacting wireless communications

Hadidian’s research is focused on high-frequency fully integrated circuits for the next generation of wireless communications and sensing technologies.

Six ECE faculty will help shape the future of semiconductors as part of the JUMP 2.0 program

Elaheh Ahmadi, David Blaauw, Michael Flynn, Hun-Seok Kim, Hessam Mahdavifar, and Zhengya Zhang bring their expertise and creativity to this nationwide undertaking in the area of semiconductors and information & communication technologies.

Neophytos Charalambides receives Best Poster Award for research in the area of Data Science

The research can be applied to a wide range of big data applications that rely on the multiplication of two matrices in linear algebra.

Designing Synthetic Human Gut Microbiome with AI

Prof. Al Hero was interviewed and gave a presentation about his research using machine learning to improve our understanding of the human gut

Machine learning begins to understand the human gut

The new computer model accurately predicts the behavior of millions of microbial communities from hundreds of experiments, an advance toward precision medicine.

Teaching Machine Learning in ECE

With new courses at the UG and graduate level, ECE is delivering state-of-the-art instruction in machine learning for students in ECE, and across the University

Immune to hacks: Inoculating deep neural networks to thwart attacks

The adaptive immune system serves as a template for defending neural nets from confusion-sowing attacks

Qing Qu receives CAREER award to explore the foundations of machine learning and data science

His research develops computational methods for learning succinct representations from high-dimensional data.

Lei Ying named IEEE Fellow for fundamental research in cloud computing systems and wireless networks

Prof. Ying’s theoretical research addresses a broad range of fundamental problems arising from big-data analytics.

New grant aims to create better algorithms to manage big data by getting “non-real”

Professors Laura Balzano and Hessam Mahdavifar are developing new ways to compress data through randomized algorithms to remove redundancies

$1 Million DARPA contract to empower the wireless systems of the future

Prof. Elaheh Ahmadi is working to design a new kind of semiconductor that can provide high power at high frequencies

$20M NSF AI-EDGE Institute aims to transform 5G and beyond networks

University of Michigan is a core member of a new NSF-led Institute that is a collaboration between 11 institutions, three government research labs, and four global companies

Embracing Risk: Cyber insurance as an incentive mechanism for cybersecurity

This new book by Mingyan Liu offers an engineering and strategic approach to improving cybersecurity through cyber insurance

Tracking COVID-19 spread faster, and more accurately

A new application for an ongoing NSF project could bolster contract tracing efforts.

Elaheh Ahmadi receives ONR Young Investigator Award to prepare for the next generation of wireless technology

Prof. Ahmadi will contribute to the science and technology of efficient, high-frequency, high-power transistors for 5G and beyond

Could a smartwatch identify an infection before you start spreading it?

A wrist-worn device detected disrupted sleep 24 hours before study participants began shedding flu viruses.

Using machine learning to detect disease before symptoms manifest

Prof. Alfred Hero speaks to ECE about his work using data to predict the transmission of infectious disease among people who are pre-symptomatic or asymptomatic and how it relates to COVID-19.

Hun-Seok Kim receives CAREER Award to facilitate Internet of Things connectivity

Kim takes an interdisciplinary approach to tackle challenges in heterogeneous classes of energy-efficient and versatile communication systems.

Wireless Communication Under the Sea

U-M researchers have created a new means of enabling reliable wireless underwater communication, which could aid military, environmental, and conservation purposes.

Machine Learning and Systems: A conversation with 2020 Field Award winners Al Hero and Anders Lindquist

Hero and Lindquist took a few minutes to talk about the impact of machine learning on Signal Processing and Control Systems, and what they plan to do about it

Channel Coding for Next Generation 5G and Beyond

With the help of two NSF awards totaling $1.7m, Prof. Hessam Mahdavifar is tackling new problems to improve the reliability of communication systems for 5G and beyond.

AI-powered Whatsapp Bot fights fake news in India

CE undergrad Amulya Parmar designed a machine learning algorithm to curb fake news as part of the Tavtech Fellowship program.

ECE and data science: a natural connection

Electrical and Computer Engineering (ECE) faculty and students at Michigan are part of the revolution in data science that is happening today.

Miniature satellites to maximize global communication

Havel Liu is working on a project to revolutionize satellite systems, improving communications during natural disasters and providing a blueprint for receiving future interplanetary voicemails

It takes two photonic qubits to make quantum computing possible

Professors Ku and Steel are applying their expertise to take key next steps toward practical quantum computing

Solving impossible equations

Eric Michielssen has discovered a new way to rapidly analyze electromagnetic phenomena, and it’s catching on.

The new law that will guide the future of information processing

The law of small numbers could impact the next generation of tools that deal with data.

Mingyan Liu, 2018 Distinguished University Innovator, talks about her company and data science commercialization

Mingyan Liu, recipient of the 2018 Distinguished Innovator of the Year award, gave a talk about her startup company and participated on a panel discussing data science commercialiation.

$6.25M MURI project will decode world’s most complex networks

New tools could fight crime, protect financial system

Improving communication between humans and robots in 20 noisy questions

Hero and his team may have discovered a better way to facilitate communication using a twist on the classic game of 20 Questions.

$1.6M toward artificial intelligence for data science

DARPA is trying to build a system that can turn large data sets into models that can make predictions, and U-M is in on the project.

Mingyan Liu: Confessions of a pseudo data scientist

Liu’s most recent research involves online learning, modeling of large-scale internet measurement data, and incentive mechanisms for security games.

COVE: a tool for advancing progress in computer vision

Centralizing available data in the intelligent systems community through a COmputer Vision Exchange for Data, Annotations and Tools, called COVE.

Jasprit Singh: Seeking a better life through engineering

During his 30-year career, Prof. Singh enlightened students into the physics and mysteries of electrical engineering, and sharing his belief that technology can enhance healthy and peaceful living

A new way to test low-frequency antennas for long-range communication

Choi has developed a new technique for testing these antennas based on very-near-field measurements and a newly-developed, high-precision formula to compute the antenna’s radiation fields.

U-M cyber security startup purchased by FICO

Analytic software company FICO of San Jose, Calif., bought QuadMetrics to help in its development of a FICO Enterprise Security Score.

Fighting cyber crime with data analytics

QuadMetrics offers a pair of services to help companies both assess the effectiveness of their security and decide the best way to allocate (or increase) their security budget.

How the Net Was Won: Michigan Built the Budding Internet

The ARPANET came before it. And the World Wide Web and browser technology would later make it accessible for the masses. But in between, a small Ann Arbor-based group labored on the NSFNET in relative obscurity to build—and ultimately to save—the Internet.

Claude Shannon centennial celebrants recall U-M grad’s advances, societal impact

Shannon theorized the binary code of zeros and ones that makes cell phones, email and the Internet possible.

Zhaoshi Meng receives Best Paper Award at CAMSAP 2013

This work will provide a way to efficiently reveal relationships between even distant entities in a network.

Pin-Yu Chen receives Rackham Chia-Lun Lo Fellowship

Chen’s work can be used in community detection in social networks, network vulnerability assessment in communication systems, and more.

New algorithms and theory for shining light through non-transparent media

Their technique utilizes backscatter analysis to construct “perfectly transmitting” wavefronts.

Research in distributed networks earns Notable Paper Award at AISTATS

The research provides a way to efficiently reveal relationships between even distant entities in a network.

ECE alum Kevin Xu wins Social Computing Challenge Competition

The challenge problem required the participants to interpret data sets in a way that could be used to predict social behavior.

Advancing secure communications: A better single-photon emitter for quantum cryptography

The new device improves upon the current technology and is much easier to make.

Predicting your risk of illness

Imagine a future when you could predict whether or not you are at risk of becoming sick.

U-M researcher involved in $10 million project to advance computer programming

The five year project includes multiple research institutions, partners in industry, and educational outreach to the next generation of computer scientists.

New technology allows CT scans to be done with a fraction of the conventional radiation dose

“We’re excited to be adding Veo to the measures we already have in place to ensure that we get diagnostic images using the lowest amount of radiation possible.”

Raj Nadakuditi receives AFOSR Young Investigator Award

Prof. Nadakuditi plans to provide an analytical characterization of the fundamental limits of multi-modal sensing of weak signals.

Prof. Raj Nadakuditi receives 2012 SPS Young Author Best Paper Award

Nadakuditi’s research has applications in biomedical signal processing, wireless communications, geophysical signal processing, array processing, and finance.

Next-generation Systems Information Theory

This MURI has the goal of laying the foundation for a new systems information theory that applies to general controlled information gathering and inference systems.

Breakthrough: Researchers find wide gap in immune responses of people who did or didnt get the flu after exposure

If scientists can understand what happens at the genome level that makes people more or less susceptible to viral illness, they could potentially develop therapies to prevent illness.

New techniques in medical informatics lead to improved diagnosis of MDS

The technique involves a visualization method that renders clinical flow cytometry data more interpretable to pathologists.

Gyemin Lee receives Best Paper Award for research in machine learning for biomedical diagnosis

Lee’s primary motivation is to apply his research methods to hematopathology, the study of blood-related diseases.

Wayne Stark and Changhun Bae receive 2011 JCN Best Paper Award

Prof. Stark’s research relates to wireless networks and understanding their fundamental limits in terms of energy efficiency and bandwidth efficiency.

Zhengya Zhang receives NSF CAREER Award

The proposed research addresses the frontiers of error-correction coding and very-large-scale integration by advancing algorithms and circuit techniques.

Ellersick Prize for Best Paper Awarded to authors in communications

“The paper studies the key enabling technologies of Cognitive Radio and makes contributions in two key areas: sensing and learning.”

Sensing Sensors: NSF Funding News Ways to Monitor Infrastructure for Safety

The program aims to develop revolutionary wireless sensor node, optimized for infrastructure monitoring.

Ali Nazari receives Best Paper Award at ISIT 2009

Nazari’s research is focused on an information theoretic approach to the problem of multi-terminal communications systems.

Michael Thiel earns first place in SEMCAD X Student Research Award

Thiel’s detection method allows the analysis of human backscattering within a realistic building environment.