Mathematics Statistics and Probability

Statistical Methods and Applications

Description

This cluster of papers focuses on the application of multivariate analysis in statistical research, covering topics such as principal component analysis, regression analysis, machine learning, model selection, and overfitting. It explores various statistical modeling techniques and data reduction methods to analyze complex relationships within multidimensional datasets.

Keywords

Multivariate Analysis; Principal Component Analysis; Regression Analysis; Machine Learning; Statistical Modeling; Data Reduction; Cluster Analysis; Discriminant Analysis; Model Selection; Overfitting

Most Cited Works

Action Title Date Authors
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Multivariate Data Analysis. 1972-03-01 Daniel James Amick William W. Cooley Paul R. Lohnes
Multivariate Analysis of Ecological Data using CANOCO 2003-05-29 Jan Lepš Petr Šmilauer
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Exploratory and confirmatory factor analysis: Understanding concepts and applications. 2004-01-01 Bruce Thompson
Sisvar: a computer statistical analysis system 2011-12-01 Daniel Furtado Ferreira
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Accounting for common method variance in cross-sectional research designs. 2001-01-01 Michael K. Lindell David J. Whitney
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FORWARD SELECTION OF EXPLANATORY VARIABLES 2008-09-01 F. Guillaume Blanchet Pierre Legendre Daniel Borcard
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Handbook of Parametric and Nonparametric Statistical Procedures 2004-08-01 David J. Sheskin
Multilevel Statistical Models 2006-08-01 Harvey Goldstein
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Straightforward Statistics for the Behavioral Sciences. 1996-12-01 Karl L. Wuensch James D. Evans
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Detecting outliers: Do not use standard deviation around the mean, use absolute deviation around the median 2013-03-27 Christophe Leys Christophe Ley Olivier Klein Philippe Bernard Laurent Licata
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Use of Ranks in One-Criterion Variance Analysis 1952-12-01 William Kruskal W. Allen Wallis
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Comparison of five rules for determining the number of components to retain. 1986-05-01 William R. Zwick Wayne F. Velicer
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Two Structural Equation Models: LISREL and PLS Applied to Consumer Exit-Voice Theory 1982-11-01 Claes Fornell Fred L. Bookstein
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Relation of sample size to the stability of component patterns. 1988-03-01 Edward Guadagnoli Wayne F. Velicer
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Principles and Procedures of Statistics with Special Reference to the Biological Sciences. 1961-12-01 R. A. Fox R. G. D. Steel J. H. Torrie
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Review of Using Multivariate Statistics. 1983-08-01 William L. Hays
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Factor Analysis and AIC 1987-01-01 Hirotugu Akaike
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Applied Multivariate Statistics for the Social Sciences 2012-11-12 James P. Stevens
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A Primer of Multivariate Statistics 1975-06-01 David Strauss Richard J. Harris
The arcsine is asinine: the analysis of proportions in ecology 2010-08-03 David I. Warton Francis K. C. Hui
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Canonical correspondence analysis and related multivariate methods in aquatic ecology 1995-09-01 Cajo J. F. ter Braak P.F.M. Verdonschot
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Ecologically meaningful transformations for ordination of species data 2001-10-01 Pierre Legendre Eugene D. Gallagher
A protocol for data exploration to avoid common statistical problems 2009-11-13 Alain F. Zuur Elena N. Ieno Chris S. Elphick
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Regression Modeling Strategies 2015-01-01 Frank E. Harrell
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Exploratory Factor Analysis: A Five-Step Guide for Novices 2010-01-01 Brett Williams Andrys Onsman Ted Brown
Sample size in factor analysis. 1999-03-01 Robert C. MacCallum Keith F. Widaman Shaobo Zhang Sehee Hong
SPSS and SAS programs for determining the number of components using parallel analysis and Velicer’s MAP test 2000-09-01 Brian P. O’Connor
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Common Method Bias in Regression Models With Linear, Quadratic, and Interaction Effects 2009-11-30 Enno Siemsen Aleda V. Roth Pedro Oliveira
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CONISS: a FORTRAN 77 program for stratigraphically constrained cluster analysis by the method of incremental sum of squares 1987-01-01 Eric C. Grimm
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Stopping Rules in Principal Components Analysis: A Comparison of Heuristical and Statistical Approaches 1993-12-01 Donald A. Jackson
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<b>FactoMineR</b>: An<i>R</i>Package for Multivariate Analysis 2008-01-01 Sébastien Lê Julie Josse François Husson
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Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences 2014-03-14 Patricia Cohen Stephen G. West Leona S. Aiken
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Structural Model Evaluation and Modification: An Interval Estimation Approach 1990-04-01 James H. Steiger
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Generalized Additive Models 1986-08-01 Trevor Hastie Robert Tibshirani
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Using SAS PROC MIXED to Fit Multilevel Models, Hierarchical Models, and Individual Growth Models 1998-12-01 J. David Singer
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An Introduction to Generalized Linear Models. 1991-12-01 Potter C. Chang Annette J. Dobson
<b>lmerTest</b> Package: Tests in Linear Mixed Effects Models 2017-01-01 Alexandra Kuznetsova Per B. Brockhoff Rune Haubo Bojesen Christensen
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Multiple regression: testing and interpreting interactions 1992-02-01
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Multivariate Data Analysis. 1973-01-01 H. Herne William W. Cooley Paul R. Lohnes
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Multivariate Data Analysis 2008-01-01
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BMDP Statistical Software 1981. 1984-06-01 Thomas A. Bubolz W. J. Dixon
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Biostatistical Analysis. 1975-03-01 Manning Feinleib Jerrold H. Zar
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Biostatistical Analysis 1996-10-01 William H. Baltosser Jerrold H. Zar
Structural Equation Models with Unobservable Variables and Measurement Error: Algebra and Statistics 1981-08-01 Claes Fornell David F. Larcker
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PLS-SEM or CB-SEM: updated guidelines on which method to use 2017-01-01 Joe F. Hair Lucy M. Matthews Ryan Matthews Marko Sarstedt
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Factor analysis and AIC 1987-09-01 Hirotugu Akaike
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A new method for non-parametric multivariate analysis of variance 2001-02-01 Marti J. Anderson
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Two Structural Equation Models: LISREL and PLS Applied to Consumer Exit-Voice Theory 1982-11-01 Claes Fornell Fred L. Bookstein
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Applied Multivariate Statistics for the Social Sciences 2001-09-12 James P. Stevens
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Multivariate data analysis : a global perspective 2010-01-01 Joseph F. Hair

Most Recent Works

Action Title Date Authors
k Grup Regresyon Modelinin Eşitliği için Kullanılan Testlerinin Karşılaştırılması 2025-01-19 Faik Ümit Diri Fikri Gökpınar Esra Gökpınar
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Analisis Tingkat Kriminalitas di Jawa Tengah dengan Pendekatan Distribusi Poisson dan Binomial Negatif 2025-01-20 Bagus Kusuma Elza Ully Tiara Tampubolon Salman Alfarisi
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Supervised and unsupervised mapping of binary variables: a proximity perspective 2025-01-21 Mark de Rooij Dion H. A. Woestenburg Frank Busing
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The Accuracy of Sample Estimates 2025-01-27 Freda Conway
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Phenotypic effects on male risk-taking behavior in Leptuca beebei from field experiments at Playa El Agallito, Chitre, Panama 2025-01-26 Roberto C. Lombardo
K-núcleo: Una herramienta para detectar la estructura conceptual de los campos de investigación. El caso práctico de las Altmetrías 2025-01-28 Carmen Gálvez
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Analisis Opini Publik Tentang Cuaca Ekstrem Menggunakan Naïve Bayes dan K-Nearest Neighbor 2025-01-31 Hafiz Irsyad Christian Richie Wijaya Hansen Hansen
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APPLYING K-MEANS CLUSTERING FOR GROUPING PAPUA’S DISTRICTS BASED ON POVERTY INDICATORS ANALYSIS 2025-02-03 Yusriana Chusna Fadilah Asrul Sani Andrianingsih Andrianingsih
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Overestimation of Internal Consistency by Coefficient Omega in Data Giving Rise to a Centroid-Like Factor Solution 2025-02-13 Karl Schweizer Tengfei Wang Xuezhu Ren
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DEVELOPMENT OF A NONPARAMETRIC REGRESSION FRAMEWORK WITH APPLICATIONS IN BIOSTATISTICS 2025-02-17 Wan Muhamad Amir W Ahmad Soo-Hwa Hong Faiza Awais Mohamad Nasarudin Adnan Farah Muna Mohamad Ghazali Nor Azlida Aleng
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EXPERIMENTAL MEASUREMENT OF THE ‘PAR’ OF SEVEN EAR PLUGS 2025-02-17 F Cassano Giovanni Maria Ferri Ingrid Aloise Nicola Mariano Manghisi Francesco Cardascia Vincenzo Gaccione Michela Garavaglia Graziano Labianca Cosimo Mazzotta Maria Teresa Minenna
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Improving the probability of reaching correct conclusions about congruence hypotheses: Integrating statistical equivalence testing into response surface analysis. 2025-02-24 Sarah Humberg Felix D. Schönbrodt Steffen Nestler
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Plant variety selection using interaction classes derived from Factor Analytic Linear Mixed Models: models with information on genetic relatedness 2025-02-27 Alison Smith Arun S. K. Shunmugam David Butler B. R. Cullis
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Análise exploratória e modelagem estatística de dados clínicos em pacientes com insuficiência cardíaca 2025-02-27 D. A. Mantovani Laura Maria de Araújo Pereira N. Soares Layza Cherollin de Lima Pereira Marfran José Cunha Urtiga Talyta Valéria Siqueira do Monte Guedes José Guedes da Silva Júnior
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Applying Permanova for Multivariate Analysis of Variance in Health Studies 2025-02-02 Fahrettin Kaya
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Una introducción a los modelos de Clasificación empleando R 2025-03-07 Julio César Alonso Cifuentes Cristian Camilo Hoyos Bermeo
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Sample selection in social science research: A holistic approach to methodological rigor 2025-02-07 Mohammad Rashed Hasan Polas
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Forecasting Locations of Forest Fires in Indonesia Through Nonparametric Predictive Inference with Parametric Copula: A Case Study 2025-03-14
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Alternativas para el análisis de correlación cuando no se cumple el supuesto de normalidad bivariante: Simulación y ejemplos en R 2025-03-19 J. Orlando Rangel Liliana Suárez Ulpiano Lara-Cristancho José Alazate Pitter Javier Cabezas-Chacón
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Assessment of the Role of Connection Length on Methodological Variance in Dynamic Functional Connections 2025-03-25 Kini Chen Mohammad Torabi Jean‐Baptiste Poline
Study on Efficacy of Kendall’s τ Based Test Statistic in Generalized Partially Linear Regression Model 2025-03-24 Sthitadhi Das
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Developing a time series prediction modelling for dengue in Kota Kinabalu, Sabah. 2025-03-01 Norsyahida Md. Taib Azman Atil Rahmat Dapari Mohd Rohaizat Hassan Priya Dharishini Kunasagran Samila Mat Zali Zubir Azhar S.Sh. S. Abdul Rahim
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Exploring Variability in Data: The Role of Range, Variance, and Standard Deviation 2025-03-29 Mustapha RAKRAK
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Regression Models for the Analysis of Telecommunications Data in Ecuador 2025-03-28 Jaime G. Alvarado Edgar V. Lema Luis A. Cuaical Alexis D. Alvarado
Robust Flower Cluster Matching Using The Unscented Transform 2025-03-26 Andy Chu Rashik Shrestha Yu Gu Jason N. Gross
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COMPARISON BETWEEN BICLUSTERING AND CLUSTER-BIPLOT RESULTS OF REGENCIES/CITIES IN JAVA BASED ON PEOPLE’S WELFARE INDICATORS 2025-04-01 Yekti Widyaningsih Alfia Choirun Nisa
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Zaman Serisi Kümeleme Yöntemi ile Küresel Cinsiyet Uçurumu Endeksinin Analizi 2025-04-02 Burcu Kartal
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Visualização básica de dados tabulares com R 2025-04-02 Diana Santos
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Investigating the Role of Rotation in Factor Analysis, in Regard to the Repeatability of the Extracted Factors: a Simulation Study based on the 2- Parameter Weibull Distribution 2025-04-03
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Hierarchical relations among principal component and factor analysis procedures elucidated from a comprehensive model 2025-04-03 Kohei Adachi
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Uso da análise multivariada no estudo dos aceleradores de vulcanização. Parte III: análise fatorial (AF) 2025-04-04 Helson M. da Costa Valéria D. Ramos
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Tracing the historical, theoretical, and mathematical foundations of factor analysis and principal component analysis 2025-04-01 Chooramun Rajiv
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Implementation of ARIMA with Min-Max Normalization for predicting the Price and Production Quantity of Red Chili Peppers in North Sumatra Province considering Rainfall and Sunlight Duration Factors 2025-04-03 Ifan Prihandi Sutarto Wijono Irwan Sembiring Evi Maria
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Alternative Nonparametric Test and Sample Size Procedures for the Comparison of Several Location Shifts 2025-04-07 Show‐Li Jan Gwowen Shieh
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Comparação de desempenho entre Regressão Logística Binária e Support Vector Machine: ferramentas complementares no diagnóstico médico de sintomas relacionados a distúrbios e qualidade de sono 2025-04-09 Lucimar Maria Fossatti de Carvalho Abílio Reis Tiago Teixeira Simon Anderson Desbessel Corrêa
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Knowledge and Opportunities for Managing Plant-Parasitic Nematodes Using Decision Intelligence 2025-04-09 David L. Roberts Adrienne Gorny Daniela Jones Michael W. Kudenov Lorien Pratt Nadine Malcolm Cranos Williams
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Concepções docentes da afetividade na formação inicial de professores à luz da Análise Estatística Implicativa 2025-04-12 Ricardo Francelino da Silva Nadja Acioly-Régnier Alonso Bezerra de Carvalho Jean-Claude Régnier
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Linking multivariate trait variation to the environment: the advantages of double constrained correspondence analysis with the R package douconca 2025-04-01 Cajo J. F. ter Braak Bart-Jan van Rossum
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İhracat Performansına Göre Ülkeler: G7, Çin ve Türkiye 2025-04-14 İlker İbrahim AVŞAR
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Predicting Peruvian Anchovy School Density with GAMLSS and BAMLSS Using Morphological Descriptors Extracted from Echograms 2025-04-15 Oswaldo Miguel Flores Huaman Marceliano Buenaventura Segura Zamudio German Pablo Chacón Nieto Carlos Jorge Paulino Rojas
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Meta-analysis models relaxing the random effects normality assumption: methodological systematic review and simulation study 2025-04-15 Kanella Panagiotopoulou Theodoros Evrenoglou Christopher H. Schmid Silvia Metelli Anna Chaimani
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Navigating sampling bias in discrete phylogeographic analysis: assessing the performance of an adjusted Bayes factor 2025-04-24 Fabiana Gámbaro Maylis Layan Guy Baele Bram Vrancken Simon Dellicour
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Expert System for Detecting Culvularia Disease Using the Forward Chaining Method 2025-02-28 Indra Syahputra Panjaitan Selamat Subagio Samsir Samsir
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Análisis estadístico de las exportaciones ecuatorianas hacia Estados Unidos de América utilizando la metodología multivariante de agrupamiento K – means 2025-04-07 Sandra Paola González Camba Harold Elbert Escobar Terán Jefferson Xavier Bravo Salvatierra Emma Yolanda Mendoza Vargas
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Poverty Mapping of District/City in Central Java Province in 2023 Using Biplot Analysis 2025-04-01 Muhamad Nur Abdiyansah Agustini Tripena Mutia Nur Estri
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Analysis of Factors Contributing to Extended Study Duration Among Students of the Faculty of Mathematics and Natural Sciences, University of Bengkulu Using Binary Logistic Regression 2025-04-25 Indah Wahyuliani Pepi Novianti
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Implementation of Bayesian Structural Time Series (BSTS) Method for Predicting Traditional Market Revenue Achievement in Surabaya 2025-04-29 Muizzadin Muizzadin Mohammad Idhom
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Forecasting Temperature of Earth Surface in Sragen Regency Using Semiparametric Regression Based on Penalized Fourier Series Estimator 2025-04-25 Ihsan Fathoni Amri Nur Chamidah Toha Saifudin Budi Lestari Dursun Aydın
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A new soil classification system for the quadrilátero ferrífero province using multivariate statistical analysis 2025-04-08 Gustavo Henrique Nogueira L. Sala José Matheus Vieira Matos Tatiana Barreto dos Santos
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An R-package for constructing possible minimal circular RMDs to control carryover effects using the method of cyclic shifts (Rule II) 2025-05-06 Muhammad Shahbaz Muhammad Ameeq Akbar Fardos Muhammad Sajid Rashid Muhammad Riaz Rashid Ahmed