MASOUD MAHOOTCHI - Amirkabir University of Technology

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Amirkabir University of Technology

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MASOUD MAHOOTCHI

Associate Professor
Department of Industrial Engineering & Management Systems
Systems Engineering

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mmahootchi

aut.ac.ir

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h-index (Scopus):

17.00

Citations (Scopus):

1301

Supervised MSc Theses

Thesis title

Date

Portfolio selection model based on deep learning with assets pre- selection using technical indicators

MAHDI ASHRAFZADEH

2024 May

Simultaneous trend prediction for multiple assets and portfolio selection using machine learning algorithms in Tehran Stock Market

EMAD VAZIRI MAHBOUB

2024 Feb

Developing a deep reinforcement learning framework for cryptocurrencies price prediction and portfolio management with extraction of new features

MAHMOUD GHAREHGOZLOU

2024 Feb

Improving High-Frequency Trading Algorithms in Tehran Stock Exchange Using Long Short-TermMemory(LSTM) Algorithm

MOHSEN SAATCHITABRIZ

2024 Feb

develop a radiation therapy regime with volumetric arc therapy ( VMAT) machine with consideration of the tumor position uncertainty

HANIYE BAGHERI

2023 Mar

Social media text mining to diagnose depressive disorder

PARISA KHODABAKHSHI KARLAEE

2023 Mar

Performing an optimizations model in online advertisements for instruction industry

ZAHRA SAMADI POOR

2023 Jan

Portfolio optimization using reinforcement learning and different risk adjusted return measures in a variable stock market

HOSSEIN NAJAFI

2022 Oct

Designing and developing a mathematical model to decrease the spread of corona virus in social network

FATEMEH ROYAEI

2022 Jun

New approach on project management with the use of blockchain technology

SAJJAD MORADZADEH

2022 Feb

developing a trading system for producing trading signal using deep learning and image processing and wavelet transformation

SEYED MEHRZAD ASAAD SAJADI

2022 Feb

making portfolio with different currencies using machine learning techniques

ALI FEREYDOONI

2021 Nov

Developing an optimization model for operation room scheduling with consideration of uncertainty using approximate dynamic programming

SARAH MOHAMADPOUR

2021 Oct

Text-based intelligent trading strategies obtained through specified sources

SEYEDYASIN MIRROKNIBANADAKI

2021 Oct

Modeling cognitive-behavioral in migraine patients using reinforcement learning

ZINAT HAMIDPOUR

2021 Feb

a new approach to evaluate and improve performance of seach engine for scientific documents using inverse reinforcement learning (case study: IRANDOC)

FATEME KARAMIYAN

2021 Jan

algorithmic trading by considering factors related to technical and fundamental analysis with machine learning approach in iran stock exchange

MORTAZA GHODSI

2020 Feb

simultaneous optimization of beams and angles in IMRT using simulation methods

YOSEF FARZI

2019 Jul

Improvement of ambulance redeployment planning using approximate programming (ADP) method considering uncertain traveling time

MAHSA MORADNEJAD HESARI

2019 Apr

Designing responsive supply chain networks under Uncertainty

NAZANIN ABOLFAZLI

2019 Feb

a hybrid procedure for generating trading for futures market by integrating time series clustering and genetic programming

BEHNAM SABZI

2019 Jan

Developing An Intelligent System to Control Traffic Lights using Reinforcement Learning

LEILA ABDOLKARIMZADEH

2018 Jan

Characteristics of clinical and image characteristics to detect breast cancer in a hierarchy]

ZEINAB RAHIMI RISE

2017 Dec

Closed - loop supply chain network design considering financial approach and financial risk

NAVID MOHAMADI

2017 Feb

designing an automated trading system based on technical analysis and signal processing methods to forecast assets prices and to construct financial portfolio

MARZIEH KAHEDI

2017 Feb

designing derivatives for power exchange in iran and developing a new algorithm for their pricing

ZOHRE GOODARZI

2015 Oct

Developing a stochastic location - evacuation model with consideration of natural disasters

PARDIS SEYEDI

2015 Oct

Developing stochastic model to design blood supply chain network in crisis situation with uncertainty in demand and supply

FARAZ SALEHI & S.MOHAMMAD MOATTAR HUSSEINI

2015 Oct

Staff routing and scheduling for providing home care under uncertainty

ZAHRA ENTEZARI

2015 Oct

Developing a multi objective inventory management model in blood supply network under supply and demand uncertainty considering blood freshness

IMAN GHELICHI JOGHATAYI & S.MOHAMMAD MOATTAR HUSSEINI

2015 Oct

bank asset liability management using multi- stage stochastic programming

BEHZAD MOUSAVI

2015 Sep

Integrated lot sizing and supplier selection in a multi- period supply chain under uncertainty

MARZIEH DEHGHANI SAMANI

2014 Sep

Simulation - optimization approach for healthcare resource planning problem

FARZAD ZEINALI

2014 Feb

Joint capacitated location- inventory in multi- echelon system considering disruption and stochastic

ALIREZA EBRAHIMVANDI

2014 Feb

Multiple- period location- allocation- inventory model for multi- echelon supply chain under stochastic demand and multiple sourcing

FARZANEH AGHA AHMADI

2014 Feb

Developing a stochastic modeling and a heuristic solution scheme for a fixed cost hub location problem with service level constraints

SANAZ SHOARINEJAD

2013 Feb

Developing a scenario -based optimization model for designing an integrated logistics network by considering capacity constraints.

MARYAM KHATAMI

2013 Jan

Multi echelon inventory management using reinforcement learning

ZAHRA SABERI

2012 Nov

Scheduling and Management of energy Storage in power system configuration with Renewable Energy

MOHAMMADREZA KHADIVI BOROJENI

2012 Oct

Supplier selection in the view of delivery failure

SEYED VAHID NOURBAKHSH & ABBAS AHMADI

2012 Feb

A stochastic model for multi- echelon warehousing system using state - constraint method

TAHER AHMADI

2012 Feb

Finding a robust train timetable under stochastic disruptions

MASOUD BARAH & ABBAS SEIFI

2012 Feb

Customer- oriented new service development in banking systems

AMIRMOHSEN KARIMIMAJD

2011 Nov

Maintenance scheduling in restructured power systems including wind power Generation

MOHAMMAD FATTAHI

2011 Sep

Designing and implementing an adaptive model as surgeon's assistant with hand gestures and voice features using machine learning techniques

MOBINA SHAHSAVARI

2025 Sep

Optimal design for combination of medical services portfolio using business intelligence framework

SEYYEDEH FATEMEH HOSSEINI & S.ALIREZA HASHEMI GOLPAYEGANY

2025 Oct

Journal Papers

ENTEZARI ZAHRA ، MAHOOTCHI MASOUD ، ESKANDARI MAHNAZ ، Hamid Ahmadieh, "Artificial intelligence-driven diagnosis for age-related Macular degeneration bridging pathology and engineering: a survey", International Ophthalmology, 2025 Nov vol. 45, no. 1, pp.1-39, 2025.

KARAMIYAN FATEME ، MAHOOTCHI MASOUD ، Azadeh Mohebi, "A personalized ranking method based on inverse reinforcement learning in search engines", Engineering Applications of Artificial Intelligence, 2024 Jul vol. 136, no. 0, pp.1-19, 2024.

ENTEZARI ZAHRA ، MAHOOTCHI MASOUD, "Providing a Robust Formulation for Home Health Care Routing and Scheduling Problems", Scientia Iranica, 2024 May vol. , no. 0, pp.1-36, 2024.

MASSAHI MAHDI ، MAHOOTCHI MASOUD, "A Deep Q-Learning based Algorithmic Trading System for Commodity Futures Markets", Expert Systems With Applications, 2023 Sep vol. 237, no. 121711, pp.1-25, 2023.

FEREYDOONI ALI ، MAHOOTCHI MASOUD, "An algorithmic trading system based on a stacked generalization model and hidden Markov model in the foreign exchange market", Global Finance Journal, 2023 Mar vol. , no. 0, , 2023.

SADEGHI DASTAKI MOHSEN ، MAHOOTCHI MASOUD ، Robert Moehler ، AFRAZEH ABBAS, "Managing knowledge requirements in the NPD portfolio selection process using knowledge clustering and prioritization: A case study of an Australian train operator", Ieee Transactions On Engineering Management, 2022 Sep vol. 0, no. 0, , 2022.

SADEGHI DASTAKI MOHSEN ، AFRAZEH ABBAS ، MAHOOTCHI MASOUD, "A two-phase decision-making model for product development based on a product-oriented knowledge inventory model", Journal of Knowledge Management, 2022 Apr vol. 26, no. 4, pp.943-971, 2022.

MOUSAVI BEHZAD ، MAHOOTCHI MASOUD ، MASSAHI MAHDI, "Developing a two-stage multi-period stochastic model for asset and liability management: A real case study in a commercial bank of Iran", Scientia Iranica, 2022 Jan vol. 0, no. 0, , 2022.

RAHIMI RISE ZEINAB ، MAHOOTCHI MASOUD ، AHMADI ABBAS, "Fusing clinical and image data for detecting the severity of breast cancer by a novel hierarchical approach", Journal of Experimental and Theoretical Artificial Intelligence, 2021 Jul vol. 0, no. 0, pp.1-24, 2021.

NOURBAKHSH SEYED VAHID ، MAHOOTCHI MASOUD ، AHMADI ABBAS ، Farzad Mahmoodi, "INTEGRATION OF DATA ENVELOPMENT ANALYSIS WITH DECISION MAKER PREFERENCE FOR SUPPLIER SELECTION", International Journal of Industrial Engineering-Theory Applications and Practice, 2021 Jun vol. 27, no. 6, pp.824-843, 2021.

HOOSHYAR MILAD ، Mousavi S.Jamshid ، MAHOOTCHI MASOUD ، K. Ponnambalam, "Aggregation-Decomposition-Based Multi-Agent Reinforcement Learning for Multi-Reservoir Operations Optimization", Water, 2020 Sep vol. 12, no. 10, pp.1-20, 2020.

MAHOOTCHI MASOUD ، ENTEZARI ZAHRA, "Developing a mathematical model for staff routing and scheduling in home health care industries: Genetic Algorithm based solution scheme", Scientia Iranica, 2020 Apr vol. , no. 0, , 2020.

MASSAHI MAHDI ، MAHOOTCHI MASOUD ، Alireza Arshadi Khamseh, "Development of an efficient cluster?based portfolio optimization model under realistic market conditions", Empirical Economics, 2020 Jan vol. 0, no. 0, , 2020.

AHMADI TAHER ، MAHOOTCHI MASOUD ، kumaraswamy ponnambalam, "Optimal randomized ordering policies for a capacitated two-echelon distribution inventory system", Computers and Industrial Engineering, 2018 Jul vol. , no. 124, pp.88-99, 2018.

HAJIZADEH EHSAN ، MAHOOTCHI MASOUD, "Developing a Risk-Based Approach for American Basket Option Pricing", Computational Economics, 2018 Jul vol. 0, no. 0, , 2018.

MAHOOTCHI MASOUD ، GOLMOHAMMADI SAJJAD, "Developing a new stochastic model considering bi-directional relations in a natural disaster: a possible earthquake in Tehran (the Capital of Islamic Republic of Iran)", Annals of Operations Research, 2017 Aug vol. 0, no. 0, , 2017.

SALEHI FARAZ ، MAHOOTCHI MASOUD ، MOATTAR HUSSEINI S.MOHAMMAD, "Developing a robust stochastic model for designing a blood supply chain network in a crisis: a possible earthquake in Tehran", Annals of Operations Research, 2017 May vol. 0, no. 0, pp.1-25, 2017.

SHAHRABI JAMAL ، Mohamad Amin Adibi ، MAHOOTCHI MASOUD, "A reinforcement learning approach to parameter estimation in dynamic job shop scheduling", Computers and Industrial Engineering, 2017 May vol. 110, no. 0, pp.75-82, 2017.

HAJIZADEH EHSAN ، MAHOOTCHI MASOUD, "Optimized Radial Basis Function Neural Network for improving Approximate Dynamic Programming in pricing high dimensional options", Neural Computing and Applications, 2016 Dec vol. 27, no. 142, pp.1-12, 2016.

MOZAFARI MARZIEH ، KARIMI BEHROOZ ، MAHOOTCHI MASOUD, "A differential Stackelberg game for pricing on a freight transportation network with one dominant shipper and multiple oligopolistic carriers", Scientia Iranica, 2016 Jan vol. 23, no. 5, pp.2391-2406, 2016.

MOZAFARI MARZIEH ، KARIMI BEHROOZ ، MAHOOTCHI MASOUD, "Dynamic pricing and freight transportation planning in oligopolistic freight networks: A game theoretic approach", Transportmetrica A-Transport Science, 2015 Oct vol. 11, no. 10, pp.918-938, 2015.

HAJIZADEH EHSAN ، MAHOOTCHI MASOUD ، ESFAHANIPOUR AKBAR ، MASSAHI MAHDI, "A new NN-PSO hybrid model for forceasting Euro/Dollar exchange rate volatility", Neural Computing and Applications, 2015 Aug vol. 0, no. 0, , 2015.

KARIMIMAJD AMIRMOHSEN ، MAHOOTCHI MASOUD ، ZAKERY AMIR, "A Reinforcement Learning methodology for a Human Resource Planning Problem Considering Knowledge-Based Promotion", Simulation Modelling Practice and Theory, 2015 Jul vol. , no. 0, , 2015.

FATTAHI MOHAMMAD ، MAHOOTCHI MASOUD ، MOATTAR HUSSEINI S.MOHAMMAD, "Integrated strategic and tactical supply chain planning with price-sensitive demands", Annals of Operations Research, 2015 Jun vol. 0, no. 0, , 2015.

FATTAHI MOHAMMAD ، MAHOOTCHI MASOUD ، Kannan Govindan ، MOATTAR HUSSEINI S.MOHAMMAD, "Dynamic supply chain network design with capacity planning and multi-period pricing", Transportation Research Part E-Logistics and Transportation Review, 2015 Jun vol. 81, no. 0, pp.169-202, 2015.

Maryam Khatami ، MAHOOTCHI MASOUD ، Reza Zanjiri Farahani, "Benders' decomposition for concurrent redesign of forward and closed-loop supply chain network with demand and return uncertainties", Transportation Research Part E-Logistics and Transportation Review, 2015 Jun vol. 0, no. 79, pp.1-20, 2015.

Ata Joodavi ، Mohammad Zare ، MAHOOTCHI MASOUD, "Development and application of a stochastic optimization model for groundwater management: crop pattern and conjunctive use consideration", Stochastic Environmental Research and Risk Assessment, 2015 Feb vol. 0, no. 0, , 2015.

ZEINALI FARZAD ، MAHOOTCHI MASOUD ، Mohammad Mehdi Spehri, "Resource planning in the emergency departments: A simulation-based metamodeling approach", Simulation Modelling Practice and Theory, 2015 Feb vol. 0, no. 0, , 2015.

KARIMIMAJD AMIRMOHSEN ، MAHOOTCHI MASOUD, "A new data mining methodology for generating new service ideas", Information Systems and E-Business Management, 2014 Oct vol. 0, no. 0, , 2014.

FATTAHI MOHAMMAD ، MAHOOTCHI MASOUD ، MOATTAR HUSSEINI S.MOHAMMAD ، ،, "Investigating replenishment policies for centralised and decentralised supply chains using stochastic programming approach", International Journal of Production Research, 2014 May vol. 0, no. 0, , 2014.

FATTAHI MOHAMMAD ، MAHOOTCHI MASOUD ، MOSADEGH HADI ، Farhad Fallahi, "A new approach for maintenance scheduling of generating units in electrical power systems based on their operational hours", Computers and Operations Research, 2014 Apr vol. , no. 0, , 2014.

HEJAZI TAHA HOSSEIN ، SEYED ESFAHANI MIRMEHDI ، MAHOOTCHI MASOUD, "Optimization of Degree of Conformance in Multiresponse-Multistage Systems with a Simulation-based Metaheuristic", Quality and Reliability Engineering International, 2014 Mar vol. 0, no. 0, , 2014.

MAHOOTCHI MASOUD ، Hamid Reza Tizhoosh ، K. Ponnambalam, "Oppositional extension of reinforcement learning techniques", Information Sciences, 2014 Feb vol. 0, no. 0, , 2014.

saeed Marzban ، MAHOOTCHI MASOUD ، Ali Reza Arshadi Khamseh, "Developing a multi-period robust optimization model considering American style options", Annals of Operations Research, 2013 Oct vol. , no. 0, , 2013.

HEJAZI TAHA HOSSEIN ، SEYED ESFAHANI MIRMEHDI ، MAHOOTCHI MASOUD, "Quality chain design and optimization by multiple response surface methodology", International Journal of Advanced Manufacturing Technology, 2013 May vol. 00, no. 0, , 2013.

MAHOOTCHI MASOUD ، AHMADI TAHER ، K. Ponnambalam, "Introducing a new formulation for the warehouse inventory management systems: with two stochastic demand patterns", International Journal of Industrial Engineering and Production Research, 2012 Dec vol. 23, no. 4, pp.277-284, 2012.

NOURBAKHSH SEYED VAHID ، AHMADI ABBAS ، MAHOOTCHI MASOUD, "Considering Supply Risk for Supplier Selection Using an Integrated Framework of Data Envelopment Analysis and Neural Networks", International Journal of Industrial Engineering Computations, 2012 Dec vol. 4, no. 2, pp.273-284, 2012.

MAHOOTCHI MASOUD ، K. Ponnambalam, "Parambikulam-Aliyar Project Operations Optimization With Reliability Constraints", Journal of Water Resources Planning and Management-Asce, 2012 Jun vol. مشخص نیست, no. 2, pp.1000-1020, 2012.

MAHOOTCHI MASOUD, "Operations optimization of multireservoir systems using storage moments equations", Advances In Water Resources, 2010 Jul vol. 0, no. 0, , 2010.

MAHOOTCHI MASOUD, "Comparison of risk-based optimization models for reservoir management", Canadian Journal of Civil Engineering, 2010 Jan vol. 37, no. 1, , 2010.

SADEGHI DASTAKI MOHSEN ، MAHOOTCHI MASOUD ، Moehler Robert ، Afrazeh Abbas, "NPD project portfolio selection problem considering knowledge creation and outsourcing options", Computers and Industrial Engineering, 2025 Fall vol. 212, no. , , 2025.

Conference Papers

MORADZADEH SAJJAD ، MAHOOTCHI MASOUD, "The role of blockchain in financial supplying of projects,", International Project Management Conference, Feb 2022.

ABDOLKARIMZADEH LEILA ، MAHOOTCHI MASOUD, "Using clustering techniques for network traffic,", International conference of Civil Engineering Architecture and Urban development of Contemporary Iran, Aug 2017.

، MAHOOTCHI MASOUD, "Using Neural Network to forecast the prices in the stock market,", The 10 International Conference of Iranian Operations research Society, May 2017.

RAHIMI RISE ZEINAB ، ERSHADI MOHAMMAD MAHDI ، Ahmad Shafaeizade ، MAHOOTCHI MASOUD, "Improving the process of patient reception, hospitalization and discharge using simulation in the hospital,", (13th International Conference on Industrial Engineering (IIEC 2017, Feb 2017.

GHELICHI JOGHATAYI IMAN ، MAHOOTCHI MASOUD ، MOATTAR HUSSEINI S.MOHAMMAD, "Developing a Multi Objective Inventory Management Model in Blood Supply Network under Supply and Demand Uncertainty Considering Blood Freshness,", 12th International Industrial Engineering Conference, Jan 2016.

ZEINALI FARZAD ، MAHOOTCHI MASOUD, "Application of surrogate models for healthcare resource planning,", 9th International Industrial Engineering Conference, Jan 2013.

Mohammad Khodadadi ، Mohammad Modarres ، MAHOOTCHI MASOUD, "Active Management of Stock Portfolio Using Simulation-based Dynamic Programming,", 9th international conference of Industrial Engineering, Jan 2013.

MAHOOTCHI MASOUD ، SABERI ZAHRA ، KARIMI BEHROOZ, "Single-Echelon Inventory Management Using Reinforcement Learning Technique,", 2nd World Conference on Soft Computing, Dec 2012.

NOURBAKHSH SEYED VAHID ، AHMADI ABBAS ، MAHOOTCHI MASOUD, "Preference-Based Data Envelopment Analysis for Supplier Selection using Neural Networks,", (The 8th International Industrial Engineering Conference (IIEC 2012, Feb 2012.

MAHOOTCHI MASOUD ، AHMADI TAHER, "Introducing a New Formulation for the Warehouse InventoryManagement Systems; with Two Stochastic Demand Patterns,", (The 8th International Industrial Engineering Conference (IIEC 2012, Feb 2012.

BARAH MASOUD ، SEIFI ABBAS ، MAHOOTCHI MASOUD, "An exact method for Train Timetabling,", 8th conference of IIEC2012, Feb 2012.

K. Ponnambalam ، MAHOOTCHI MASOUD ، Donald Burn, "Comparison of probabilistic methodologies for flow regulation,", Conference on Probabilistic Methodologies in Water and Wastewater Engineering, Sep 2011.

MAHOOTCHI MASOUD ، FATTAHI MOHAMMAD ، KHAKBAZAN EHSAN, "Stochastic multi-commodity facility location based on a new scenario generation technique,", International Conference of Applied Mathematics Modeling and Computational Science, Jul 2011.

FATTAHI MOHAMMAD ، MAHOOTCHI MASOUD ، Farhad Fallahi, "Maintenance Scheduling in Restructured Power Systems Using Benders Decomposition,", International Conference on Applied Mathematics, Modeling and Computational Science, Jul 2011.

HOOSHYAR MILAD ، Mousavi S.Jamshid ، MAHOOTCHI MASOUD, "Using Reinforcement Learning Techniques for Multireservoir Applications,", 6th National Congress of Civil Engineering, Apr 2011.

MAHOOTCHI MASOUD, "Comparison of Methods for Battery Capacity Design in Renewable Energy systems for Constant Demand and Uncertain Supply,", European Energy Markets, Jun 2010.

MAHOOTCHI MASOUD, "Warehousing Management Problem Using Nonlinear Models,", CORS-INFORMS International Meeting, Jun 2009.

MAHOOTCHI MASOUD, "Opposition-Based Reinforcement Learning in the Managent of Water Resources,", IEEE Symposium on Approximate Dynamic Programming and Reinforcement LearningADPRL, Mar 2008.

MAHOOTCHI MASOUD, "Reservoir Operation Optimization by Reinforcement Learning,", Contemporary modeling of urban water systems, Feb 2007.

Taught Courses

Course title

Description

Headlines

Date

Portfolio Selection Models

4051

Engineering Economics

4051

Engineering Economics

4042

Operations Research for Health-Care

4041

Portfolio Selection Models

4041

Engineering Economics

4041

Simulation-Based Optimization

4032

Engineering Economics

4032