Dr.Irsa Sajjad

Lecturer - AI Faculty

Degree

University

Year

PhD

Central South University, Changsha, China

2024

University

Designation

Department

From

To

Duration

National University of Modern Languages, Islamabad

Lecturer

Mathematics

Sep, 2024

todate

2 years

The University of Lahore, Islamabad Campus

Lecturer

Management Sciences

Mar, 2018

July, 2020

2.5 Years

NUCES Fast University

Visiting Lecturer

Computer Science

Augus, 2018

March, 2019

6 months

Authors’ Name

Paper Title

Conference /Journal

Venue

Volume, Pages, Year of Publication

Irsa Sajjad *, Osama Alamri, Maria Malik, Marwan H. Alhelali

Quantum-Inspired Stochastic Geometric Hyperstate Optimization for Explainable Deep Neural Learning under Nonlinear Manifold Dynamics

Journal

AIMS Mathematics

2026

 

 

Irsa Sajjad *, Mashail Al Sobhi

 

The Quantum-Inspired Adaptive Superposition Optimization for Neural Network Training

 

Journal

AIMS Mathematics

11(1): 243-271, 2026.

Irsa Sajjad *, Huda M. Alshanbari, Mohammed M. A. Almazah, HANEN LOUATI, Sana Rauf

Adaptive Grover-Driven Optimization for Quantum-Inspired Deep Learning: A Gradient-Free Training Framework

Journal

AIMS Mathematics

10(11), 26568-26592, 2025.

Irsa Sajjad*, Maria Malik

A hierarchical Bayesian discrete-continuous mixture model with nested Dirichlet processes. Statistics, 1-34.

Journal

Statistics

1-34, 2026

Javid Dar, Irsa Sajjad & Tamboli

A Comparative Analysis of Entropy Measures for Exponentiated Exponential and Truncated Exponentiated Exponential Distributions

Journal

European Journal of Pure and Applied Mathematics

18(2), 5796-5796, 2025

Nafisah, I. A., Irsa Sajjad,  Alshahrani, M. A., Alamri, O. A., Almazah, M. M., & Dar, J. G.

Statistical Predictive Hybrid Choice Modeling: Exploring Embedded Neural Architecture

Journal

Mathematics

12(19), 3115, 2024

Irsa Sajjad,  Nafisah, I. A., Almazah, M. M., Alamri, O. A., & Dar, J. G.

A Symmetrical Analysis of Decision Making: Introducing the Gaussian Negative Binomial Mixture with a Latent Class Choice Model. 

Journal

Symmetry

16(7), 908, 2024

Shahzad, U., Al-Noor, N. H., Hanif, M., Irsa Sajjad, & Muhammad Anas, M. (2022).

Imputation based mean estimators in case of missing data utilizing robust regression and variance-covariance matrices. 

Journal

Communications in Statistics-Simulation and Computation

51(8), 4276-4295, 2022

Shahzad, U., Al-Noor, N. H., Hanif, M., & Irsa Sajjad.

An exponential family of median based estimators for mean estimation with simple random sampling scheme. 

Journal

Communications in Statistics-Theory and Methods

50(20), 4890-4899, 2021

Gulzar, R., Irsa Sajjad, Bhat, M. Y., & REHMAN, S. U.

(2023). Simple Ranked Sampling Scheme: Modification and Application in the Theory of Estimation of Erlang Distribution. 

Journal

Journal of applied mathematics & informatics

41(2), 449-468, 2023

Aijaz, M., Dar, J. G., Almanjahie, I. M., & Irsa Sajjad

Mathematical Simulation and Numerical Computation of the Temperature Profiles in the Peripherals of Human Brain during the Tepid Sponge Treatment to Fever. 

Journal

Computational and Mathematical Methods in Medicine

(1), 2658095, 2022

Irsa Sajjad

Classes of ordinary differential equations: Exponentiated exponential Pareto distribution

Journal

International Journal of Statistics and Applied Mathematics

1, 2658095, 2022

Irsa Sajjad

A New Family of Robust Regression Estimators Utilizing Robust Regression Tools & Supplementary Attributes

 

Journal

 Journal of Statistics in Transition New Series.

2021

ResearchGate

https://www.researchgate.net/profile/Irsa-Sajjad?ev=hdr_xprf&_tp=eyJjb250ZXh0Ijp7ImZpcnN0UGFnZSI6InNlYXJjaCIsInBhZ2UiOiJzZWFyY2giLCJwb3NpdGlvbiI6Imdsb2JhbEhlYWRlciJ9fQ

International Conferences:

  • Building a Career Reputation via Peeref and other venues, Oct 12, 2023(LetPub Learning Nexus)
  • Data Analysis using SPSS, Making Tables, Graphs and Calculating summary measures (Pioneer Journal of Biostatistics and Medical Research), 2022
  • Data Entry using SPSS April 3, 2023, 2nd International Conference of Mathematics and its Applications organized by the Department of Mathematics, College of Science at King Khalid University, Abha-KSA. (19-20 Oct 2021)
  • International Webinar on “Regression Techniques using Python (20 Sep. 2020)

National Conferences:

  • ECODEP Conference organized by Dr. Paul Doukhan Universite DeCERGY-PONTOISE (Sep. 09-11, 2020) 15th Islamic Countries Conference on Statistical Sciences, Lahore Pakistan (Dec. 21-24, 2019)
  • National Graduate Conference- Allama Iqbal Open University Islamabad (March 15-16, 2017)

Statistical Machine Learning

Education

Degree

University

Year

PhD

Central South University, Changsha, China

2024

Experience

University

Designation

Department

From

To

Duration

National University of Modern Languages, Islamabad

Lecturer

Mathematics

Sep, 2024

todate

2 years

The University of Lahore, Islamabad Campus

Lecturer

Management Sciences

Mar, 2018

July, 2020

2.5 Years

NUCES Fast University

Visiting Lecturer

Computer Science

Augus, 2018

March, 2019

6 months

Publications

Authors’ Name

Paper Title

Conference /Journal

Venue

Volume, Pages, Year of Publication

Irsa Sajjad *, Osama Alamri, Maria Malik, Marwan H. Alhelali

Quantum-Inspired Stochastic Geometric Hyperstate Optimization for Explainable Deep Neural Learning under Nonlinear Manifold Dynamics

Journal

AIMS Mathematics

2026

 

 

Irsa Sajjad *, Mashail Al Sobhi

 

The Quantum-Inspired Adaptive Superposition Optimization for Neural Network Training

 

Journal

AIMS Mathematics

11(1): 243-271, 2026.

Irsa Sajjad *, Huda M. Alshanbari, Mohammed M. A. Almazah, HANEN LOUATI, Sana Rauf

Adaptive Grover-Driven Optimization for Quantum-Inspired Deep Learning: A Gradient-Free Training Framework

Journal

AIMS Mathematics

10(11), 26568-26592, 2025.

Irsa Sajjad*, Maria Malik

A hierarchical Bayesian discrete-continuous mixture model with nested Dirichlet processes. Statistics, 1-34.

Journal

Statistics

1-34, 2026

Javid Dar, Irsa Sajjad & Tamboli

A Comparative Analysis of Entropy Measures for Exponentiated Exponential and Truncated Exponentiated Exponential Distributions

Journal

European Journal of Pure and Applied Mathematics

18(2), 5796-5796, 2025

Nafisah, I. A., Irsa Sajjad,  Alshahrani, M. A., Alamri, O. A., Almazah, M. M., & Dar, J. G.

Statistical Predictive Hybrid Choice Modeling: Exploring Embedded Neural Architecture

Journal

Mathematics

12(19), 3115, 2024

Irsa Sajjad,  Nafisah, I. A., Almazah, M. M., Alamri, O. A., & Dar, J. G.

A Symmetrical Analysis of Decision Making: Introducing the Gaussian Negative Binomial Mixture with a Latent Class Choice Model. 

Journal

Symmetry

16(7), 908, 2024

Shahzad, U., Al-Noor, N. H., Hanif, M., Irsa Sajjad, & Muhammad Anas, M. (2022).

Imputation based mean estimators in case of missing data utilizing robust regression and variance-covariance matrices. 

Journal

Communications in Statistics-Simulation and Computation

51(8), 4276-4295, 2022

Shahzad, U., Al-Noor, N. H., Hanif, M., & Irsa Sajjad.

An exponential family of median based estimators for mean estimation with simple random sampling scheme. 

Journal

Communications in Statistics-Theory and Methods

50(20), 4890-4899, 2021

Gulzar, R., Irsa Sajjad, Bhat, M. Y., & REHMAN, S. U.

(2023). Simple Ranked Sampling Scheme: Modification and Application in the Theory of Estimation of Erlang Distribution. 

Journal

Journal of applied mathematics & informatics

41(2), 449-468, 2023

Aijaz, M., Dar, J. G., Almanjahie, I. M., & Irsa Sajjad

Mathematical Simulation and Numerical Computation of the Temperature Profiles in the Peripherals of Human Brain during the Tepid Sponge Treatment to Fever. 

Journal

Computational and Mathematical Methods in Medicine

(1), 2658095, 2022

Irsa Sajjad

Classes of ordinary differential equations: Exponentiated exponential Pareto distribution

Journal

International Journal of Statistics and Applied Mathematics

1, 2658095, 2022

Irsa Sajjad

A New Family of Robust Regression Estimators Utilizing Robust Regression Tools & Supplementary Attributes

 

Journal

 Journal of Statistics in Transition New Series.

2021

ResearchGate

https://www.researchgate.net/profile/Irsa-Sajjad?ev=hdr_xprf&_tp=eyJjb250ZXh0Ijp7ImZpcnN0UGFnZSI6InNlYXJjaCIsInBhZ2UiOiJzZWFyY2giLCJwb3NpdGlvbiI6Imdsb2JhbEhlYWRlciJ9fQ

International Conferences:

  • Building a Career Reputation via Peeref and other venues, Oct 12, 2023(LetPub Learning Nexus)
  • Data Analysis using SPSS, Making Tables, Graphs and Calculating summary measures (Pioneer Journal of Biostatistics and Medical Research), 2022
  • Data Entry using SPSS April 3, 2023, 2nd International Conference of Mathematics and its Applications organized by the Department of Mathematics, College of Science at King Khalid University, Abha-KSA. (19-20 Oct 2021)
  • International Webinar on “Regression Techniques using Python (20 Sep. 2020)

National Conferences:

  • ECODEP Conference organized by Dr. Paul Doukhan Universite DeCERGY-PONTOISE (Sep. 09-11, 2020) 15th Islamic Countries Conference on Statistical Sciences, Lahore Pakistan (Dec. 21-24, 2019)
  • National Graduate Conference- Allama Iqbal Open University Islamabad (March 15-16, 2017)

Interests

Statistical Machine Learning