This is a chronological list of my publications in the areas of operations research and machine learning.
Publications presented here are in the field of environmental science and aerosol monitoring. My contribution is performing statistical modeling and time series analysis.
Here is a list of my works that are in preparation or already under review.
Publications
Publications (1)
Index Policy for Multiarmed Bandit Problem with Dynamic Risk Measures.
Malekipirbazari, M., Cavus, O.
European Journal of Operational Research 312, 627-640 (2024)
https://doi.org/10.1016/j.ejor.2023.08.004
k-Best Feature Selection and Ranking via Stochastic Approximation.
Akman, D.V., Malekipirbazari, M., Yenice, Z.D., Yeo, A., Adhikari, N., Wong, Y.K., Abbasi, B. and Gumus, A.T.
Expert Systems with Applications 213, 118864 (2023)
https://doi.org/10.1016/j.eswa.2022.118864
Risk-Averse Allocation Indices for Multiarmed Bandit Problem.
Malekipirbazari, M., Cavus, O.
IEEE Transactions on Automatic Control 66 (2021)
https://doi.org/10.1109/TAC.2021.3053539
Feature Selection Using Stochastic Approximation with Barzilai and Borwein Non-monotone Gains.
Aksakalli, V., Yenice, Z.D., Malekipirbazari, M., Kargar, K.
Computers & Operations Research 132 (2021)
Performance Comparison of Feature Selection and Extraction Methods with Random Instance Selection.
Malekipirbazari, M., Aksakalli, V., Shafqat, W, Eberhard, A.
Expert Systems with Applications 179 (2021)
https://doi.org/10.1016/j.eswa.2021.115072
Feature Selection via Binary Simultaneous Perturbation Stochastic Approximation.
Aksakalli, V., Malekipirbazari, M.
Pattern Recognition Letters 75, 41–47 (2016)
https://doi.org/10.1016/j.patrec.2016.03.002
Risk Assessment in Social Lending via Random Forests.
Malekipirbazari, M., Aksakalli, V.
Expert Systems With Applications 42, 4621-4631 (2015)
https://doi.org/10.1016/j.eswa.2015.02.001
Publications (2)
Reliability and Stability of a Statistical Model to Predict Ground-Based PM2.5 over 10 Years in Karachi, Pakistan, using Satellite Observations.
Darynova, Z., Malekipirbazari, M., M., Shabdirov, D., Khwaja, H.A., Torkmahalleh, M.A.
Air Quality, Atmosphere & Health 16, 669–679 (2023)
Human Exposure to Aerosol from Indoor Gas Stove Cooking and the Resulting Nervous System Responses.
Torkmahalleh, M. A., Naseri, M., Nurzhan, S., Gabdrashova, R., Bekezhankyzy, Z., Gimnkhan, A., Malekipirbazari, M., [and 12 others, including Crape, B.]
Indoor Air 32, e12983 (2022)
Formation of Cluster Mode Particles (1–3 nm) in Preschools.
Torkmahalleh, M. A., Turganova, K., Zhigulina, Z., Madiyarova, T., Adotey, E. K., Malekipirbazari, M., Buonanno, G., Stabile, L.
Science of The Total Environment 818, 151756 (2022)
Global Air Quality and COVID-19 Pandemic: Do We Breathe Cleaner Air?
Torkmahalleh, M.A., Akhmetvaliyeva, Z., Darvishi Omran, A., Darvish Omran, F., Kazemitabar, M., Naseri, M., Naseri, M., Sharifi, H., Malekipirbazari, M., Adotey, E.K., Gorjinezhad, S., Eghtesadi, N., Alastuey, A., Andrade, M.F., Buonanno, G., [and 33 others, including Hopke, P.K.]
Aerosol and Air Quality Research 21, 149-161 (2021)
The Impact on Heart Rate and Blood Pressure Following Exposure to Ultrafine Particles from Cooking using an Electric Stove.
Gabdrashova, R., Nurzhan, S., Naseri, M., Bekezhankyzy, Z., Gimnkhan, A., Malekipirbazari, M., Tabesh, M., Khanbabaie, R., Crape, B., Buonanno, G., Hopke, P., Torkmahalleh, A.A., Torkmahalleh, M.A.
Science of the Total Environment 750, 141334 (2020)
The Impact of Frying Aerosol on Human Brain Activity.
Naseri, M., Jouzizadeh, M., Tabesh, M., Malekipirbazari, M., [and 33 others, including Torkmahalleh, M. A.]
NeuroToxicology 74, 149-161 (2019)
Evaluation of NO2 Column Variations over the Atmosphere of Kazakhstan using Satellite Data.
Darynova, Z., Maksot, A., Kulmukanova, L., Malekipirbazari, M., Sharifi, H., Torkmahalleh, M. A., Holloway, T.
Journal of Applied Remote Sensing 12 (2018)
Working Papers
Risk-Averse Treatment Allocation in Clinical Trials: A Multiarmed Bandit Design.
Malekipirbazari, M., Cavus, O.
Optimizing Sequential Decision-Making Under Risk: Strategic Allocation with Switching Penalties.
Malekipirbazari, M.
Batched Fixed-Confidence Pure Exploration Bandits for Switching Costs Constraints.
Kinyanjui N.M., Malekipirbazari, M., Johansson F.
Finite-Horizon Gittins Index Policy for Risk-Averse Multiarmed Bandits.
Malekipirbazari, M., Dimitrakakis, C.
Feature Selection for Microarray Data via Stochastic Approximation.
Rosvall, E., Malekipirbazari, M., Akman, D.