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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8" />
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<title>Anwar Said</title>
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<img src="assets/img/profile.jpg" alt="" />
<h6>Anwar Said</h6>
<span
>Institute for Software Integrated Systems,<br />
Department of Computer Science,<br />
Vanderbilt University,<br />
Nashville, TN, USA.</span
>
<p>AI Research Scientist</p>
<div class="num-box w-100 d-flex">
<div class="text-left">
<br />
<a href="#about" class="text-primary">About Me</a><br />
<a href="#latest" class="text-primary">Latest</a><br />
<a href="#publication" class="text-primary">Publications</a
><br />
<a href="#awarda" class="text-primary">Awards</a><br />
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<div class="con-cover">
<h4>Contact</h4>
<ul class="row no-margin">
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<a href="https://www.researchgate.net/profile/Anwar-Said"
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></a>
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<p><i class="fas fa-phone-square"></i> +1 233 232 4322</p>
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<span>Email Addreess</span>
<p>
<a href="mailto:[email protected]"
><i class="fas fa-envelope-square"></i>
anwar.said at vanderbilt dot edu</a
>
</p>
</div>
</div>
</div>
<div class="col-md-8" id="about">
<div class="data-box">
<h2>About Me</h2>
<p>
I am currently an AI Research Scientist at the Institute for Software Integrated Systems, Vanderbilt University, TN, USA. Prior to that, I was a postdoc at Vanderbilt University. I received my PhD in Computer Science from Information Technology University (ITU) and was a member of Artificial Intelligence Lab. My research primarily intersects the fields of data science and machine learning, with a focus on graph representation learning, social network analysis, and graph theory with applications in Anhedonia detection, drug discovery and development, social networks and education. I actively participate in top conferences and journals in these domains, contributing through both publications and serving as a PC member and a reviewer. My works have been published in renowned venues such as NeurIPS, Neurocomputing, Applied Soft Computing, and TKDE, among others.
</p>
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<!-- <li>
<a href=""><i class="fas fa-paper-plane"></i> Hire Me</a>
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<a href="CV.pdf"
><i class="fas fa-cloud-download-alt"></i> Download CV</a
>
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</ul>
</div>
</div>
<div class="data-box" id="latest">
<h2>Latest</h2>
<div class="row exp-row">
<a href=""><p class="text-red blink_me">
Gave a tutorial on graph machine learning with applications in unattributed networks at AI Training Series, Institute for Software Integrated Systems, Vanderbilt.</a></p>
</span>
<i>(Nov. 2024)</i>
</div>
<div class="row exp-row">
<h6>Paper Accepted</h6>
<a href="https://arxiv.org/pdf/2409.11554"><p class="">
Learning Backbones: Sparsifying Graphs through Zero Forcing for Effective Graph-Based Learning in Complex Networks 2024!</p>
</span>
<i>(Sep. 2024)</i>
</div>
<div class="row exp-row">
<h6>Preprint Online</h6>
<a href="https://arxiv.org/pdf/2409.11554"><p class="">
Paper entitled A Property Encoder for Graph Neural Networks is online!</p>
</span>
<i>(Sep. 2024)</i>
</div>
<div class="row exp-row">
<h6>Paper accepted</h6>
<a href=""><p class="">
Paper entitled A Graph Neural Network Framework for Imbalanced Bus Ridership Forecasting accepted at SMARTCOMp 2024</a></p>
</span>
<i>(Apr. 2024)</i>
</div>
<div class="row exp-row">
<a href=""><p class="">
Gave a guest lecture on "machine learning with graphs" in the Foundation of Machine Learning (CS4262/5262) course at Vanderbilt.</a></p>
</span>
<i>(Apr. 2024)</i>
</div>
<div class="data-box" id="latest">
<div class="row exp-row">
<h6>Paper accepted</h6>
<a href="https://arxiv.org/pdf/2405.03706"><p>
Paper entitled Improving Graph Machine Learning Performance Through Feature Augmentation Based on Network Control Theory accepted at Mediterranean Conference on Control and Automation (MED2024)</a></p>
</span>
<i>(Apr. 2024)</i>
</div>
<div class="row exp-row">
<h6>Paper accepted</h6>
<a href = "https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=10644876"><p class="">
Paper entitled Control-based Graph Embeddings with Data Augmentation for Contrastive Learning accepted at American Control Conference (ACC2024)</p></a>
</span>
<i>(Jan. 2024)</i>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<i>(Jan. 2024)</i>
<p class=""> Gave a hands-on tutorial session on reproducible project management at the BrainHack event hosted at Vanderbilt University </p>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Attending NeurIPS 2023</span>
<i>(Dec. 2023)</i>
<p class=""> I will be attending NeurIPS 2023 in New Orleans, LA and will be presenting <a href="https://arxiv.org/abs/2306.06202"> our poster </a> on benchmarks for graph machine learning in Brain Connectomics. If you are attending the conference, please feel free to stop by and chat, or drop me a message! </p>
</div>
<div class="row exp-row">
<h6>Paper accepted</h6>
<p class="">
<a href = "https://ieeexplore.ieee.org/abstract/document/10313056">Paper entitled Network Controllability Perspectives on Graph Representation accepted at IEEE Transaction on Knowledge and Data Engineering (TKDE)</p></a>
<i>(Nov. 2023)</i>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span style="color: gray;">
Joined Institute for Software Integrated Systems at Vanderbilt University as a Research Scientist!</span>
<i>(Oct. 2023)</i>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Graph Unlearning Review Preprint Released!</span>
<i>(Sep. 2023)</i>
<a href= "https://arxiv.org/pdf/2310.02164.pdf"><p class="">Paper entitled Graph Unlearing: A Review is now online!</p></a>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Paper Accepted at NeurIPS23</span>
<i>(Sep. 2023)</i>
<a href= "https://arxiv.org/pdf/2306.06202.pdf"><p class="">Paper entitled NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics accepted at NeurIPS23 Datasets and Benchmark Track</p></a>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Paper Accepted at ICMLA23</span>
<i>(Sep. 2023)</i>
<a href= ""><p class="">Paper entitled Enhanced Graph Neural Networks with Ego-Centric Spectral Subgraph Embeddings Augmentation accepted at ICMLA23</p></a>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Invited to serve as a PC member for the 7th Workshop on Graph Techniques for Adversarial Activity Analytics, IEEE Big Data Conference 2023</span>
<i>(Aug. 2023)</i>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Paper Accepted</span>
<i>(Aug. 2023)</i>
<a href= "https://link.springer.com/article/10.1007/s11280-023-01189-5"><p class="">Paper entitled ASBiNE: Dynamic Bipartite Network Embedding for incorporating structural and attribute information accepted at World Wide Web</p></a>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Attending KDD 2023</span>
<i>(Aug. 2023)</i>
<p class=""> I will be attending KDD 2023 in Long Beach, CA and will be presenting <a href="https://arxiv.org/abs/2306.06202"> our paper </a> on benchmarks for graph machine learning in Brain Connectomics. I am also co-organizaing <a href= "https://kdd-dssg.github.io">Data Science for Social Good Workshop (DSSG)</a> at KDD. If you are attending the conference, please feel free to stop by and chat, or drop me a message! </p>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Release datasets and documentation!</span>
<i>(June 2023)</i>
<a href= "https://neurograph.readthedocs.io/en/latest/"><p class="">We have released the documentation for NeuroGraph package!</p></a>
<p>
<a href="https://neurograph.readthedocs.io/en/latest/">Documentation</a>
<a href="https://anwar-said.github.io/anwarsaid/neurograph.html">Website</a>
<a href="https://github.com/Anwar-Said/NeuroGraph">GitHub</a>
<a href="https://pypi.org/project/NeuroGraph/">Package</a>
</p>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Paper online</span>
<i>(June 2023)</i>
<a href= "https://arxiv.org/abs/2306.06202"><p class="">Paper entitled NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics is now online!</p></a>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Talk</span>
<i>(March 2023)</i>
<p>
Gave a guest lecture at Agriculture Sciences, Tennessee State University on "Machine Learning at the Forefront of Molecular Analysis". <a href = "presentations/Machine Learning at the Forefront of Molecular Analysis.pdf"> Link to the slides </a>
</p>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Paper accepted</span>
<i>(March 2023)</i>
<p>
Paper entitled Sequential Graph Neural Networks for Code Vulnerability Identification accepted at HotSoS23
</p>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Paper accepted</span>
<i>(Jan. 2023)</i>
<p>
Paper entitled On Augmenting Topological Graph Representations for Attributed Graphs accepted at Applied Soft Computing (2023)
</p>
</div>
<div class="row exp-row">
<!-- <h6>Presented a poster</h6> -->
<span>Paper accepted</span>
<i>(Jan. 2023)</i>
<p>
Paper entitled Circuit Design completion using Graph Neural Networks accepted at Neural Computing and Applications (2023)
</p>
</div>
<div class="data-box education-detail" id="publication">
<h2>Selected Publications</h2> for complete list, please see my google scholar
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2023</h6>
<p>
<b
><u
><a
href="https://arxiv.org/abs/2306.06202"
class="text-success"
>PDF</a
></u
>
<u
><a
href="https://neurograph.readthedocs.io/en/latest/"
class="text-danger"
>Documentation</a
></u
></b
>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
<a href = "neurograph.html">
NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics
</a>
</h5>
<p>
Anwar Said, et al. "NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics." arXiv preprint arXiv:2306.06202 (2023).
</p>
</div>
</div>
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2023</h6>
<p>
<b
><u
><a
href="https://trebuchet.public.springernature.app/get_content/32c58d11-731d-42c0-8983-77dd00bf9b5c"
class="text-success"
>PDF</a
></u
>
<u
><a
href="https://github.com/Anwar-Said/Circuit-Completion-Using-GNNs"
class="text-danger"
>Code</a
></u
></b
>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
Circuit design completion using graph neural networks
</h5>
<p>
Said, A., Shabbir, M., Hassan, S. U., Hassan, Z. R., Ahmed, A., & Koutsoukos, X. (2023).
On augmenting topological graph representations for attributed graphs. Applied Soft Computing, 110104.
</p>
</div>
</div>
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2023</h6>
<p>
<b
><u
><a
href="https://www.sciencedirect.com/science/article/pii/S1568494623001229?casa_token=z66yI6mxFFUAAAAA:hBt8nbkVlrdTZGSeFC6CDPbkVR2zl9g2rl53yxeLtTib0M1cFyXeyjh1xDw1x8KDr3yvaNPS"
class="text-success"
>PDF</a
></u
>
<u
><a
href="https://doi.org/10.24433/CO.5927044.v1"
class="text-danger"
>Code</a
></u
></b
>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
On Augmenting Topological Graph Representations for Attributed Graphs
</h5>
<p>
Anwar Said, Mudassir Shabbir, Brian Broll, Waseem Abbas, Peter Volgyesi, Xenofon Koutsoukos,
Neural Computing and Applications 2023
</p>
</div>
</div>
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2021</h6>
<p>
<b
><u
><a
href="https://www.sciencedirect.com/science/article/pii/S0167739X21000571"
class="text-success"
>PDF</a
></u
>
<u
><a
href="https://github.com/Anwar-Said/DGSD"
class="text-danger"
>Code</a
></u
></b
>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
DGSD: Distributed graph representation via graph statistical
properties
</h5>
<p>
Said, A., Hassan, S. U., Tuarob, S., Nawaz, R., & Shabbir,
M. (2021) Future Generation Computer Systems, 119, 166-175
</p>
</div>
</div>
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2021</h6>
<p>
<b
><u
><a
href="https://peerj.com/articles/cs-815/"
class="text-success"
>PDF</a
></u
>
<u><a href="" class="text-danger">Code</a></u></b
>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
Detailed analysis of Ethereum network on transaction
behavior, community structure and link prediction.
</h5>
<p>
Said, Anwar, et al (2021) PeerJ Computer Science 7 : e815
</p>
</div>
</div>
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2021</h6>
<p>
<b
><u
><a
href="https://www.sciencedirect.com/science/article/abs/pii/S0925231220319755"
class="text-success"
>PDF</a
></u
>
<u><a href="" class="text-danger">Code</a></u></b
>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
NetKI: A kirchhoff index based statistical graph embedding
in nearly linear time..
</h5>
<p>
Said, A., Hassan, S. U., Abbas, W., & Shabbir, M. (2021),
Neurocomputing, 433, 108-118.
</p>
</div>
</div>
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2019</h6>
<p>
<b
><u
><a
href="https://www.sciencedirect.com/science/article/pii/S0268401219302129"
class="text-success"
>PDF</a
></u
></b
>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
Leveraging deep learning and SNA approaches for smart city
policing in the developing world.
</h5>
<p>
Hassan, S. U., Shabbir, M., Iqbal, S., Said, A., Kamiran,
F., Nawaz, R., & Saif, U. (2019),International Journal of
Information Management, 102045.
</p>
</div>
</div>
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2019</h6>
<p>
<b
><u
><a
href="https://link.springer.com/article/10.1007/s11192-019-03112-0"
class="text-success"
>PDF</a
></u
></b
>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
Mining network-level properties of Twitter altmetrics data.
</h5>
<p>
Said, A., Bowman, T. D., Abbasi, R. A., Aljohani, N. R.,
Hassan, S. U., & Nawaz, R. (2019) Mining network-level
properties of Twitter altmetrics data. Scientometrics,
120(1), 217-235.
</p>
</div>
</div>
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2019</h6>
<p>
<b
><u
><a
href="https://www.mdpi.com/1999-5903/10/10/93"
class="text-success"
>PDF</a
></u
></b
>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
Proactive caching at the edge leveraging influential user
detection in cellular D2D networks.
</h5>
<p>
Said, A., Shah, S. W. H., Farooq, H., Mian, A. N., Imran,
A., & Crowcroft, J. (2018). Future Internet, 10(10), 93.
</p>
</div>
</div>
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2018</h6>
<p>
<b
><u
><a
href="https://scholarlypublications.universiteitleiden.nl/handle/1887/65219"
class="text-success"
>PDF</a
></u
>
</b>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
Exploiting social networks of Twitter in altmetrics big data
</h5>
<p>
Imran, M., Akhtar, A., Said, A., Safder, I., Hassan, S. U.,
& Aljohani, N. R. (2018, September) In 23rd international
conference on science and technology indicators (STI 2018)
(pp. 12-14).
</p>
</div>
</div>
<div class="service no-margin row">
<div class="col-sm-2 no-padding resume-dat serv-logo">
<h6>2018</h6>
<p>
<b
><u
><a
href="https://www.researchgate.net/profile/Ali-Daud/publication/321143730_CC-GA_A_Clustering_Coefficient_based_Genetic_Algorithm_for_Detecting_Communities_in_Social_Networks/links/5a40b30b458515f6b0498abf/CC-GA-A-Clustering-Coefficient-based-Genetic-Algorithm-for-Detecting-Communities-in-Social-Networks.pdf"
class="text-success"
>PDF</a
></u
>
<u
><a
href="https://github.com/Anwar-Said/CC-GA"
class="text-danger"
>Code</a
></u
></b
>
</p>
</div>
<div class="col-sm-10 rgbf">
<h5>
CC-GA: A clustering coefficient based genetic algorithm for
detecting communities in social networks.
</h5>
<p>
Said, A., Abbasi, R. A., Maqbool, O., Daud, A., & Aljohani,
N. R. (2018). Applied Soft Computing, 63, 59-70.
</p>
</div>
</div>
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