Signal Processing Algorithm Design and Analysis

SPADA LogoOur lab studies algorithms for statistical signal processing and machine learning with applications in data analysis, computer vision, environmental monitoring, image processing, control systems, power grids, genetic expression data analysis, consumer preference modeling, and computer network analysis. We are interested in algorithmic design using principles from optimization theory, as well as mathematical analysis answering questions regarding algorithmic convergence behavior and performance, required sample complexity, algorithmic robustness. See the projects page for descriptions of some of our research areas and the publications page for our research papers. For prospective postdocs or students at all levels interested in joining SPADA lab, please read to the end of this page.

SPADA lab January 2021:

Ph.D. Students

I have the pleasure of working with the following outstanding students and postdocs. Listed is their most recent publication with the SPADA lab.

Zhe Du | (co-advised with Necmiye Ozay)

Kyle Gilman | website

Alex Ritchie | website | (co-advised with Clay Scott)


Davoud Ataee Tarzanagh

Master’s Students

Jenna King |

Former Ph.D. Students and Postdocs

Haroon Raja |
Next position: Postdoctoral scholar at Tufts.

Amanda Bower | website
Defended October 2020, “Dealing with Intransitivity, Non-Convexity, and Algorithmic Bias in Preference Learning”
Next position: Twitter’s ML Ethics, Transparency, and Accountability (META) group

Ali Soltani-Tehrani
Next position: Associate Principal Data Scientist at AstraZeneca.

Dejiao Zhang | website
Defended May 2019, “Extracting Compact Knowledge from Massive Data”
Next position: Applied research scientist at Amazon Web Services, New York

David Hong | website | (co-advised with Jeff Fessler)
Defended March 2019, “Learning Low-Dimensional Models for Heterogeneous Data”
Next position: Postdoctoral scholar at Penn – Wharton Statistics Department

Greg Ongie | website
Next positions: Postdoctoral scholar at University of Chicago – Statistics and Computer Science Departments. Assistant professor of Mathematics at Marquette University

John Lipor | website
Defended September 2017, “Sensing Structured Signals with Active and Ensemble Methods”
Next position: Assistant Professor in the Portland State University ECE Department

Former MS lab members:

Yutong Wang | website
Nisarg Trivedi
Pengyu Xiao
Saket Dewangan

Former undergraduate researchers:

Austin Xu
Andrew Gitlin
Bob Malinas
Nora Farouk
William Zhang
Richard Ortman

Prospective students and postdocs:

If you are interested in joining my research lab, either working on a small project, a Ph.D. thesis, or a postdoctoral project, please read this information.

In the SPADA lab, we enjoy working with students and collaborators who have an enthusiastic curiosity for mathematics and algorithms and their applications in machine learning and signal processing. Our work will draw on tools from probability, linear algebra, and functional analysis as well as contemporary mathematics. You must also demonstrate independent thinking, patience, and integrity. For students already at Michigan, both graduate and undergraduate: Please email me with your CV and the types of projects you’d be interested in, and we can set up a time to meet during my office hours. For prospective postdocs: Please email me with your CV and a research statement, and highlight our shared interests and potential collaborative projects. For prospective graduate students: Please start by applying to the ECE Michigan graduate program. Include my name in your research statement along with reasons why you’d be interested in working with me. I am not actively looking for new students in the fall of 2022, however, I am always open to working with truly outstanding students.

Please make your email subject line “Joining the Balzano lab” to show me you have read this. I will do my best to respond as soon as I can. Since I am busy taking care of my current students, it may take several weeks before I find the time, so I encourage your patience. You will appreciate these priorities if you end up at Michigan. If I have not replied in a few months time, you can assume your background was not a good fit for the lab. Best of luck to you in your search for a research mentor.

SPADA lab April 2019:

SPADA lab December 2017:

The abstract is considered an insignificant student work in comparison with coursework or diploma works. Therefore, we pay less attention to writing it and often do not care about the originality of the text and the harmony of the composition. Nevertheless, writing an essay is an integral part of the educational process. Working on 500 word essay, we first of all develop skills for creating more serious work. That is why you need to be able to write an essay with high quality.

What is an abstract?

Before considering the stages of writing a competent, solid abstract, let’s find out what is hidden behind this word.