Publications

A Lag-Attentive Transfer-Entropy Bottleneck for Quantifying UA–FHR Coupling from Cardiotocography

M. Shamsi, et al.

ConferenceComputing in Cardiology (CinC)

Central Description Length (CDL) Clustering Validation Index

M. Shamsi, S. Beheshti

JournalArtificial Intelligence

Cardiotocography Modeling via Transfer Entropy Bottleneck to Predict Intrapartum Fetal Deterioration

M. Shamsi, M. W. Kuzniewicz, M.-C. Cornet, Y. W. Wu, L. D. Gerstley, R. E. Kearney, P. Warrick, J. R. Parker

ConferenceComputing in Cardiology (CinC)

Separability and Scatteredness (S&S) Ratio-Based Efficient SVM Regularization Parameter, Kernel, and Kernel Parameter Selection

M. Shamsi, S. Beheshti

JournalPattern Analysis and Applications

$ϵ$-Confidence Approximately Correct ($ϵ$-CoAC) Learnability and Hyperparameter Selection in Linear Regression Modeling

S. Beheshti, M. Shamsi

JournalIEEE Access

Analyzing Fetal Heart Rate Patterns via Latent Representations with Sequential Variational AutoEncoder (SeqVAE)

M. Shamsi, A. Lahiri, Y. Wu, L. Gerstley, M. Kuzniewicz, M.-C. Cornet, E. Hamilton, R. Kearney, P. Warrick

ConferenceComputing in Cardiology (CinC)

Polynomial Regression Hyperparameter Selection and Analysis Using Reconstruction Error Minimization (REM)

S. Beheshti, M. Shamsi, Y. Sadat-Nejad, M. Zhou

ConferenceIEEE Swiss Conference on Data Science (SDS)

Relative Entropy (RE)-Based LTI System Modeling Equipped With Simultaneous Time Delay Estimation and Online Modeling

M. Shamsi, S. Beheshti

JournalIEEE Access

Learnability, Sample Complexity, and Hypothesis Class Complexity for Regression Models

S. Beheshti, M. Shamsi

PreprintarXiv preprint

Centrality Based Number of Cluster Estimation in Graph Clustering

M. Shamsi, S. Beheshti

ConferenceIEEE ICASSP

MNDL Sparsity Order Selection for Compressed Sensing with Application in ECG Compression

M. Shamsi, T. Yousefi Rezaii, S. Beheshti

ConferenceIEEE EMBC

Correct Number of Clusters (CNC) Description Length in Arbitrary Shape Clustering

M. Shamsi, F. Rahman, S. Beheshti

ConferenceCanadian Workshop on Information Theory (CWIT)

Block Sparse Signal Recovery in Compressed Sensing: Optimum Active Block Selection and Within-Block Sparsity Order Estimation

M. Shamsi, T. Yousefi Rezaii, M. A. Tinati, A. Rastegarnia, A. Khalili

JournalCircuits, Systems, and Signal Processing

ECG Signal Compression and Denoising via Optimum Sparsity Order Selection in Compressed Sensing Framework

T. Yousefi Rezaii, S. Beheshti, M. Shamsi, S. Eftekharifar

JournalBiomedical Signal Processing and Control