Mina Aminghafari - Amirkabir University of Technology

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Amirkabir University of Technology

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Mina Aminghafari

Associate Professor
Department of Mathematics and Computer Science
Statistics

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Email:

aminghafari

aut.ac.ir

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h-index (Scopus):

7.00

Citations (Scopus):

311

Supervised MSc Theses

Thesis title

Date

Prediction by time series and learning machine and its applications

ZAHRA GHARAHZADEH

2024 Feb

Transaction Fraud Detection Based on Total Order Relation and Different Behavioral Patterns

SEYED ABOLFAZL SEYED JAVADEIN & Adel Mohammadpour

2021 Oct

Asset Price forecasting Using Recrrent Neural Netwoks

HAMED VAHEB & Erfan Salavati

2020 Jul

linear regression for functional data

YASAMAN TAHERNEZHAD

2019 Oct

Learning with Bayesian Additive Regression Trees for High Dimensional Data

NAYIRI GALESTIAN POUR

2019 Sep

Nonparametric Clustering Methods

SEYED MOHAMMAD EBRAHIMI

2019 Sep

Time series clustering

MOHAMMAD EZATI

2019 Sep

Time series forecasting using neural network and wavelet transform

ZAHRA AMADEH RAHIM ABADI

2018 Feb

Determining the number of clusters in clustering

NEGARSADAT HASHEMIREZVANI

2018 Feb

Nonparametric regression with truncated data

ATEFEH SADAT MOUSAVI

2018 Feb

Lasso Regression and its applications to High-Dimensional Data

MEHRAN ABBASI

2017 Feb

Bayesian Inference Based On Record Values

AFSHIN BAHRAMPOUR

2017 Feb

study of Efficient agglomerative hierarchical clustering

FATEME FATHI & Adel Mohammadpour

2016 Oct

Comparison of Time Series Forecasting based on Neural Networks and ARIMA

SOMAYEH SHAMSHIRI

2016 Feb

fuzzy nonparameteric regression using wavelets

MOHAMMAD JAVAD DAVOUDABADI

2015 Oct

Comparing E-Bayesian with empirical and hierachical Bayes

REZA SHAMSALDDINI LORI & Adel Mohammadpour

2015 Oct

Comparing singular spectrum analysis with nonparametric time series forecasting methods

FARAHNAZ TAYEBI SEMNANI

2014 Oct

Methods of simultaneous hypothesis testing for microarray data

SAMANE AZIZIAN

2014 Oct

Regression with stable errors using ranked set sampling

ROBAB KOSARI MEHR

2013 Oct

Multivariate time series and its applications

MARYAM ABBASI

2013 Oct

hypothesis testing based on entropy and its applications

MARYAM HEMATTI

2013 Oct

fuzzy clustering and artificial network

NAHID GHADERI

2013 Feb

model selection for high dimensionaldata

NARGES SOHRABI

2012 Nov

bayesian estimation based on record values

MEHRNAZ KAVIANI

2012 Nov

Clustering and some other methods for anomaly detection

FERDOS GORJI

2011 Nov

The methods of independent source separation based on independent component analysis

RAHELE AJORLO

2011 Oct

Forcasting nonstationary time series by wavelets and splines and its application for electricity load consumption

SHOKOUFEH ROOSTA

2011 Feb

Comparing methods of forcasting time series with non- gaussian data

ALI ABOLHASSANI

2011 Feb

Parameters estimation of generalized exponential distribution

ALI REKABDAR

2011 Feb

using wavelets in density estimation

HAMED MIRZAIE

2010 Jan

Protein function prediction using data mining techniques

SAHAR MADANI

2009 Dec

functional forecasting using wavelets

SOMAYEH MIREH

2009 Nov

Anew class of skew - cauchy distributions

BAHAREH HEIDARNIA DELKHOSH & Adel Mohammadpour

2008 Dec

Wavelets and their applications in estimation and data mining

MARYAM SOHRABI

2008 Nov

Is the Internet survey reliable

SHOLE DEHGHANI

2008 Nov

Methods of eliminating Nuisance parameters

SAMIRA ZAMANI

2008 Nov

Books

Title

Author(s)

Publisher country

publication date

version

Time series forecasting from elementary to advanced with applications in R

Aminghafari Mina

Iran

Aminghafari Mina ، ABOLHASSANI ALI

Iran

Applied Time series

Aminghafari Mina

Iran

Journal Papers

GHATARI AMIRHOSSEIN ، Aminghafari Mina ، NAGHSHINE ARJMAND OMID, "SCAD Regression Model Selection with Information Criteria for Multivariate Response Models", Aut Journal of Mathematics and Computing, 2024 Jun vol. 6, no. 2, pp.101-108, 2024.

GHATARI AMIRHOSSEIN ، Aminghafari Mina ، Mohammadpour Adel, "A New Type of LASSO Regression Model with Cauchy Noise", Journal of Agricultural Biological and Environmental Statistics, 2023 Oct vol. 29, no. 1, pp.277-300, 2023.

GHATARI AMIRHOSSEIN ، Aminghafari Mina, "A new type of generalized information criterion for regularization parameter selection in penalized regression with application to treatment process data", Journal of Biopharmaceutical Statistics, 2023 Jul vol. 34, no. 4, pp.488-512, 2023.

HOSEINIPOUR SAEID ، Aminghafari Mina ، Mohammadpour Adel, "Orthogonal parametric non-negative matrix tri-factorization with ?-divergence for co-clustering", Expert Systems With Applications, 2023 Jun vol. 231, no. 1, pp.1-10, 2023.

Aminghafari Mina ، GORJI FERDOS, "Robust Nonparametric Regression for Heavy-Tailed Data", Journal of Agricultural Biological and Environmental Statistics, 2019 Dec vol. 0, no. 0, pp.1-18, 2019.

GHANBARZADEH MITRA ، Aminghafari Mina, "A novel wavelet artificial neural networks method to predict non-stationary time series", Communications In Statistics-Theory and Methods, 2018 Dec vol. 0, no. 0, pp.1-15, 2018.

GORJI FERDOS ، Aminghafari Mina, "Multivariate Denoising and Missing Data Estimation for Heavy-Tailed Signals", Fluctuation and Noise Letters, 2018 Dec vol. 18, no. 3, pp.1-18, 2018.

SALEHI MOHSEN ، Mohammadpour Adel ، Mohammad Mohammadi ، Aminghafari Mina, "A modified F-test for hypothesis testing in large-scale data", Journal of Biopharmaceutical Statistics, 2018 Jan vol. 0, no. 0, pp.1-12, 2018.

SALEHI MOHSEN ، Mohammadpour Adel ، Mohammad Mohammadi ، Aminghafari Mina, "A Modified Two-Sample t-Test based on Permutation Method for Large-Scale Data", Communications In Statistics-Simulation and Computation, 2017 Oct vol. 0, no. 1, pp.1-10, 2017.

GORJI FERDOS ، Aminghafari Mina, "Denoising Heavy-Tailed Data using a Novel Robust Nonparametric Method based on Quantile Regression", Fluctuation and Noise Letters, 2017 Sep vol. 16, no. 3, pp.1-26, 2017.

DAVOUDABADI MOHAMMAD JAVAD ، Aminghafari Mina, "A Fuzzy-Wavelet Denoising Technique with Applications to Noise Reduction in Audio Signals", Journal of Intelligent and Fuzzy Systems, 2017 Sep vol. 33, no. 4, pp.2159-2169, 2017.

ASHKARTIZABI MEHDI ، Aminghafari Mina, "Functional Data Clustering using K-means and Random Projection with Applications to Climatological Data", Stochastic Environmental Research and Risk Assessment, 2017 Aug vol. 31, no. 7, pp.1-22, 2017.

ASHKARTIZABI MEHDI ، Aminghafari Mina ، Mohammadpour Adel, "Square roots of 3*3 matrices", Calcolo, 2016 Aug vol. 0, no. 0, pp.1-13, 2016.

GHANBARZADEH MITRA ، Aminghafari Mina, "A new hybrid multiscale SSA prediction of non-stationary time series", Fluctuation and Noise Letters, 2016 Mar vol. 15, no. 1, pp.1-20, 2016.

GHANBARZADEH MITRA ، Aminghafari Mina, "A Wavelet Characterization of Continuous-Time Periodically Correlated Processes with Application to Simulation", Journal of Time Series Analysis, 2016 Feb vol. 0, no. 0, pp.1-22, 2016.

GHANBARZADEH MITRA ، Aminghafari Mina, "Prediction of periodically correlated processes by wavelet transform and multivariate methods with applicatioions to climatological data", Theoretical and Applied Climatology, 2014 Jun vol. 116, no. 8, pp.1-12, 2014.

Mona Shokrypour ، Aminghafari Mina, "Wavelet-based estimation for multivariate stable laws", Journal of Statistical Computation and Simulation, 2013 Dec vol. ., no. 1, pp.1-17, 2013.

Mona SHOKRYPOUR ، Mohammadpour Adel ، Aminghafari Mina, "Parametric Empirical Bayes Test and Its Application to Selection of Wavelet Threshold", Journal of Statistical Research of Iran, 2013 Jan vol. 9, no. 2, pp.133-146, 2013.

NASSIRI VAHID ، Aminghafari Mina ، Ali Mohammad-Djafari, "Solving noisy ICA using Multivariate wavelet denoising with an application to noisy latent variables regression", Communications In Statistics-Theory and Methods, 2012 Dec vol. 1, no. 2, pp.1-15, 2012.

HOSEINI SHOJAEI SEYEDREZA ، Aminghafari Mina ، Mohammadpour Adel, "On the Expected Absolute Value of a Bivariate Normal Distribution", Journal of Statistical Theory and Applications, 2012 Nov vol. 11, no. 4, pp.371-377, 2012.

Aminghafari Mina ، Jean-Michel Poggi, "Non-Stationary Time Series Forecasting Using Wavelets And Kernel Smoothing", Communications In Statistics-Theory and Methods, 2012 Jan vol. 41, no. 3, pp.485-499, 2012.

MADANI SAHAR ، FAEZ KARIM ، Aminghafari Mina, "Identifying similar functional modules by a new hybrid spectral clustering method", Iet Systems Biology, 2011 Dec vol. 12, no. 1, pp.1-11, 2011.

Aminghafari Mina ، ROOSTA SHOKOUFEH, "Using Wavelets and Splines to Forcast Non-stationary Time Series", Journal of Statistical Research of Iran, 2010 Dec vol. 7, no. 2, pp.213-222, 2010.

MIREH SOMAYEH ، Aminghafari Mina, "Some new methods for time series prediction by wavelets", Journal of Statistical Research of Iran, 2009 Jul vol. 6, no. 1, pp.73-91, 2009.

Aminghafari Mina ، Jean-Michel Poggi, "Forecasting Time Series Using Wavelets", , 2007 Sep vol. , no. 5, , 2007.

Aminghafari Mina ، Mohammadpour Adel, "An Alternative Approach to the Parametric Empirical Bayes Selection of Wavelet Thresholding", Bayesian Inference and Maximum Entropy Methods In Science and Engineering, 2006 Jul vol. 1, no. 872, , 2006.

Aminghafari Mina ، nathalie Cheze ، Jean-Michel Poggi, "Multivariate Denoising using Wavelets and Principal Component Analysis", Computational Statistics and Data Analysis, 2006 May vol. , no. 50, , 2006.

Aminghafari Mina ، Mohammadpour Adel, "An Approach to Prior Selection", Bayesian Inference and Maximum Entropy Methods In Science and Engineering, 2005 Aug vol. 0, no. 803, , 2005.

Aminghafari Mina, "Ondelettes et ACP pour le Debrutage de Signaux Multidimensionnels", , 2004 Jun vol. 0, no. 0, , 2004.

Aminghafari Mina ، Mohammadpour Adel, "Application of Bayes Estimation for Testing Exchangeable Normal Parameters", Bayesian Inference and Maximum Entropy Methods In Science and Engineering, 2004 May vol. 0, no. 735, , 2004.

Conference Papers

HOSEINIPOUR SAEID ، Aminghafari Mina, "Bayes estimator of Weibel distribution based on...,", 14th Iranian statistics conference, Aug 2019.

GORJI FERDOS ، Aminghafari Mina, "A Novel Robust Non-Parametric Method for Heavy-Tailed Noise Reduction,", 14th Iranian Statistics Conference, Aug 2018.

GHANBARZADEH MITRA ، Aminghafari Mina, "Time series prediction using wavelets and artificial neural networks,", 11th seminar on probability and stochastic process, Aug 2017.

Aminghafari Mina, "Wavelets in Statistics,", The10th Statistical Conference of Payam Noor University, Mar 2017.

GHANBARZADEH MITRA ، Aminghafari Mina, "A Novel Prediction Method for Non-stationary Time Series Using SSA and Wavelets,", 13th Iranian Statistics Conference, Aug 2016.

GHADERI NAHID ، Aminghafari Mina, "Big Data and Neural Network-Fuzzy Clustering,", First international workshop on Big Data Mathematical andStatistical Tools for Life Science, May 2016.

SOHRABI NARGES ، Aminghafari Mina, "A new Model Selection Criterion for High Dimensional Data A new Model Selection Criterion for High Dimensional Data,", First international workshop on Big Data Mathematical and Statistical Tools for Life Science, May 2016.

GHANBARZADEH MITRA ، Aminghafari Mina, "Prediction of high dimensional data using wavelets and principal components analysis,", First international workshop on Big Data Mathematical and Statistical Tools for Life Science, May 2016.

Aminghafari Mina ، DAVOUDABADI MOHAMMAD JAVAD, "A new Preprocessing Method for Big Data using Fuzzy Wavelet transform,", First international workshop on Big Data Mathematical and Statistical Tools for Life Science, May 2016.

SHAHBAZI ALIREZA ، Aminghafari Mina ، Mohammadpour Adel ، Mohammad Mohammadi, "Linear Prediction for Stable Random Processes: A Review,", First international workshop on Big Data Mathematical and Statistical Tools for Life Science, May 2016.

GORJI FERDOS ، Aminghafari Mina, "A review of anomaly detection methods in big data,", First international workshop on Big Data Mathematical and Statistical Tools for Life Science, May 2016.

ASHKARTIZABI MEHDI ، Aminghafari Mina, "Clustering high dimensional data using different dimension reduction approaches.,", First international workshop on Big Data Mathematical and Statistical Tools for Life Science, May 2016.

ASHKARTIZABI MEHDI ، Aminghafari Mina ، Mohammadpour Adel, "Stable Random Projection and its Applications,", The 16th Workshop in Applied Stochastic Processes, Dec 2015.

SHAHBAZI ALIREZA ، Aminghafari Mina ، Mohammadpour Adel ، Mohamad Mohammadi, "Trends On Linear Prediction for Stable Random Processes,", The 16th Workshop in Applied Stochastic Processes, Dec 2015.

DAVOUDABADI MOHAMMAD JAVAD ، Aminghafari Mina, "Fuzzy wavelet transform in non-parametric regression estimating,", نخستین کنفرانس ملی محاسبات نرم, Nov 2015.

Aminghafari Mina ، Mohammadpour Adel, "Statistics and Data mining,", The 8th statistical conference, Feb 2015.

ALIZADEH NOUGHABI REZA ، Aminghafari Mina ، Mohammadpour Adel, "Monte Carlo comparison of entropy tests with energy for stable distributions,", Second workshop on information measures and its applications, Jan 2015.

HEMATTI MARYAM ، Aminghafari Mina ، Mohammadpour Adel, "Goodness of fit test for Levy distribution based on transformation of data,", Second workshop on information measures and its applications, Jan 2015.

Aminghafari Mina ، GHANBARZADEH MITRA, "On Simulation of Continuous-Time Periodically Correlated Processes,", The 14th Workshop in Applied Stochastic Processes, Dec 2014.

GHANBARZADEH MITRA ، Aminghafari Mina, "Multiscale SSA Prediction of Non-stationary Time Series,", The 14th Workshop in Applied Stochastic Processes, Dec 2014.

YAKHKESHI MOHAMMAD HUSSEIN ، Mohammadpour Adel ، Aminghafari Mina, "Empirical Bayes Estimates for Microarray Gene Expression Data,", The 10th Workshop in stochastic processes, Nov 2012.

GHANBARZADEH MITRA ، Aminghafari Mina, "A New Representation for Periodically Correlated Processes Based on Wavelet Function,", 10th Workshop on Probability and Stochastic Processes, Nov 2012.

GHANBARZADEH MITRA ، Aminghafari Mina, "Consistency of Sub-Sampling Estimator for Wavelet Cyclic Autocorrelation of Periodically Correlated Processes,", 11th Iranian Statistical Conference, Aug 2012.

سمیه میره ، Aminghafari Mina ، Mohammadpour Adel, "Visualization of Randomness through Hist2D,", 11th Iranian Statistical Conference, Aug 2012.

ABOLHASSANI ALI ، Aminghafari Mina, "-Prediction of Stable Processes with Incomplete Past,", 43rd Iranian Annual Mathematics conference, Aug 2012.

Aminghafari Mina ، Mohammadpour Adel, "Wavelet-based estimation of stable mixture distributions,", The eighth World Congress in Probability and Statistics, Jul 2012.

GHANBARZADEH MITRA ، Aminghafari Mina, "Hypothesis testing of periodically correlated process by wavelet cyclic autocorrelation and subsampling methodology,", 8th World Congress in Probability and Statistics, Jul 2012.

ABOLHASSANI ALI ، Aminghafari Mina, "Missing values and prediction for infinite variance time series,", 8th World Congres in Probability and Statistics, Jul 2012.

GHANBARZADEH MITRA ، Aminghafari Mina, "Wavelets and Periodically Correlated Process,", 10th German Probability and Statistics days, Mar 2012.

GORJI FERDOS ، Aminghafari Mina, "Anomaly detectionfor mixed attributes in population dataset,", تحلیل روندهای جمعیتی کشور, Dec 2011.

GHANBARZADEH MITRA ، Aminghafari Mina, "Wavelet Representation of Periodically Correlated Processes,", 8th Seminar on Probability an Stochastic Processes, Sep 2011.

Mona Shokripour ، Aminghafari Mina ، Mohammadpour Adel, "Estimating Sub-Gaussian Parameters Using Wavelets,", The 7th International Iranian Workshop on Stochastic Processes, Nov 2010.

Aminghafari Mina, "Using Bivariate Gaussian Distribution for Image Cenoising in the 2D Complex Wavelet Domain,", The 6th Iranian Machin Vision & Image Processing Confrance, Oct 2010.

Aminghafari Mina, "Multivariate denoising for noisy data with spatial and temporal correlation,", Sep 2010.

NASSIRI VAHID ، Aminghafari Mina, "Using wavelet denoising for solving noisy ICA models,", Aug 2010.

Aminghafari Mina ، Mohammadpour Adel, "Empirical Bayes Estimation Using Ranked Set Sampling,", 30th International Workshop on Bayesian Inference and Maximun Entropy Methods In Science and Engineering, Jul 2010.

، Aminghafari Mina ، Mohammadpour Adel, "Wavelet based estimation for bivariate symmetric stable laws,", 40th Annual Iranian Mathemmatics Conferance, Aug 2009.

MIREH SOMAYEH ، Aminghafari Mina, "Some new methods to prediction of time series using wavelets,", 7th seminar of probability and stochastic process, Aug 2009.

Mona Shokrypour ، Aminghafari Mina, "wavelet-based estimation for bivariate symmetric stable laws,", 40Th Annual Iranian Mathematics Conference, Aug 2009.

MIREH SOMAYEH ، Aminghafari Mina, "Functional Forecasting of Nonstationary Time Series via Kernel Smoothing and Wavelet Transform,", 40Th Annual Iranian Mathematics Conference, Aug 2009.

Aminghafari Mina, "A novel wavelet denoising regression method by independent component analysis,", Second Iranian Data Mining Conference, Nov 2008.

Aminghafari Mina, "A method for forecasting non stationary time series using wavelets,", Oct 2008.

NASSIRI VAHID ، Aminghafari Mina, "Kernel and wavelet based density estimators,", 9th Iranian Statistics Conference, Aug 2008.

NASSIRI VAHID ، Aminghafari Mina, "On using wavelet thresholding for independent component analysis,", 9th Iranian Statistics Conference, Aug 2008.

Aminghafari Mina, "Multistep forecasting non stationary time series using wavelets and kernel somoothing,", Aug 2008.

Aminghafari Mina, "Multistep forecasting non stationary time series using wavelets and kernel smoothing,", 9th Iranian Statistics Conference, Aug 2008.

Aminghafari Mina, "Multistep forecasting non- stationary time series using wavelets and kernel smoothing,", 28th International Forecasting conference, Jun 2008.

Aminghafari Mina, "Time series lab with SAS,", Aug 2007.

Aminghafari Mina ، Mohammadpour Adel, "Time Series Lab with SAS,", Aug 2007.

Aminghafari Mina, "Wavelets in Time Series,", Dec 2006.

Aminghafari Mina, "Forecasting Time Series Using Wavelets,", Aug 2006.

Aminghafari Mina, "An Alternative Approach to the Parametric Bayes Selection of Wavelet Thresholding,", Jul 2006.

Aminghafari Mina, "An Approach to Prior Selection,", Aug 2005.

Aminghafari Mina, "Multivariate Denoising using Wavelets and Principal Component Analysis,", Jul 2005.

Aminghafari Mina, "Forecasting Time Series using Wavelets,", Aug 2004.

Aminghafari Mina ، Mohammadpour Adel, "Bayes Estimation and Test for an Exchangeable normal Distribution,", Jul 2004.

Aminghafari Mina, "Ondelettes et ACP pour le Debruitage de Signaux Multidimensionnels,", May 2004.

Aminghafari Mina, "Multivariate Denoising using Wavelets and Principal Component Analysis,", Jun 2003.

Taught Courses

Course title

Description

Headlines

Date

Introduction to Probability

4001

Special Topics (Statistical Research Methods)

3992

Seminar

3991

Statistical Technique

3962

Time Series (I)

3962