![](https://neoma-bs.com/sites/default/files/uploaded_images/profs-neoma_0.png)# ARAT Mustafa Murat { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://neoma-bs.com/" }, { "@type": "ListItem", "position": 2, "name": "ARAT\u0020Mustafa\u0020Murat", "item": "https://neoma-bs.com/node/36059.md" } ] } - [Home](https://neoma-bs.com/) - ARAT Mustafa Murat ![](/sites/default/files/styles/large/public/uploaded_images/photos_academ/103857-arat-mustafa-murat.jpg?itok=XEkjgC1K)ARAT Mustafa Murat Assistant Professor - About - Academic publications [Information Systems, Supply Chain & Decision Making](https://neoma-bs.com/departements/information-systems-supply-chain-decision-making) Doctor of Philosophy in Analytics Mustafa Murat ARAT is an Assistant Professor of Department of Information Systems, Supply Chain Management & Decision Support at NEOMA Business School. As a bilingual statistician/data scientist who designs, develops, and implements advanced predictive methods supported by machine learning and deep learning algorithms, with the goal of generating actionable predictions from structured and unstructured largescale data to support business decision-making needs, his research interest currently resides in modeling big data, MLOps, and AI. He is a member of the editorial board of the SCI-indexed Hacettepe Journal of Mathematics and Statistics. In addition to his academic work, he has delivered numerous trainings and workshops for both public and private institutions, contributed as an expert to two European Union–funded projects, and published in the Journal of Marketing. ### Areas of research - Artificial Intelligence - Machine Learning - Deep Learning - Computer Vision - Natural Language Processing - Data Science - Big Data ## Recent academic contributions ARAT, M. M., "Detection of anomalous Nitrogen Dioxide concentration of Ankara: a Reconstruction-based approach", *Politeknik Dergisi*, January 2025, vol. 28, no. 1, pp. 101-114 DOI : [ 10.2339/politeknik.1419512 ](https://dx.doi.org/10.2339/politeknik.1419512) ARAT, M. M., "“CV Preparation for Data Scientists” and “Statistics > Data Science > Artificial Intelligence”" *DataTalks, Hacettepe University - Statistics and Data Science Societ*. 2024, Ankara, Turkey ARAT, M. M., "Data Science and Digital Job" *Workshop for “Improving Job and Vocational Counseling Services (IQJVC)” European Union Project of Turkish Employment Agency (İŞKUR)*. 2024, Sivas, Turkey ## Publications ARAT, M. M., "Detection of anomalous Nitrogen Dioxide concentration of Ankara: a Reconstruction-based approach", *Politeknik Dergisi*, January 2025, vol. 28, no. 1, pp. 101-114 DOI : [ 10.2339/politeknik.1419512 ](https://dx.doi.org/10.2339/politeknik.1419512) BHARADWAJ, N., M. BALLINGS, P. A. NAIK, M. MOORE, M. M. ARAT, "A New Livestream Retail Analytics Framework to Assess the Sales Impact of Emotional Displays", *Journal of Marketing*, January 2022, vol. 86, no. 1, pp. 27-47 DOI : [ 10.1177/00222429211013042 ](https://dx.doi.org/10.1177/00222429211013042) ARAT, M. M., "Learning From High-Cardinality Categorical Features in Deep Neural Networks", *Journal of Advanced Research in Natural and Applied Sciences*, June 2022, vol. 8, no. 2, pp. 222-236 ARAT, M. M., S. AKTAŞ, "Generalized maximum entropy approach to unreplicated factorial experiments", *Statistics and Its Interface*, January 2016, vol. 9, no. 3, pp. 295-302 DOI : [ 10.4310/SII.2016.v9.n3.a4 ](https://dx.doi.org/10.4310/SII.2016.v9.n3.a4) TAN, O., G. SAYAR, B. O. UNSALVER, M. M. ARAT, O. KARAMUSTAFALIOGLU, "Combining transcranial magnetic stimulation and cognitive-behavioral therapy in treatment resistant obsessive-compulsive disorder", *Anatolian Journal of Psychiatry*, August 2015, vol. 16, no. 3, pp. 180-188 DOI : [ 10.5455/apd.160156 ](https://dx.doi.org/10.5455/apd.160156) GUL, I. G., G. ERYILMAZ, G. H. SAYAR, E. OZTEN, M. M. ARAT, N. TARHAN, "Evaluation of the efficacy of the continuation electroconvulsive therapy in treatment-resistant schizophrenia", *Revista de Psiquiatria Clínica*, September 2014, vol. 41, no. 4, pp. 90-94 DOI : [ 10.1590/0101-60830000000018 ](https://dx.doi.org/10.1590/0101-60830000000018) ERYILMAZ, G., I. GOGCEGOZ GUL, O. YORBIK, M. M. ARAT, "Evaluation of Clinical Response According to Plasma Paroxetine Level in Paroxetine-Responsive Major Depression", *International Journal of Internal Medicine*, September 2014, vol. 3, no. 3, pp. 39-42 TAN, O., B. Ö. HIZLI SAYAR, B. O. UNSALVER, M. M. ARAT, O. KARAMUSTAFALIOGLU, "The correlations of nicotine addiction with the levels of impulsiveness, depression and anxiety in obsessive-compulsive patients", *Journal of Dependence*, September 2014, vol. 15, no. 3, pp. 124-133 ## Conferences KASKATI, O. T., M. M. ARAT, F. KAYMAKAMTORUNLARI, D. E. KESKIN, "Popülasyon Genetiği Çalışmalarında Mantel Testi Üzerinde Bir Uygulama" in *22nd Local and 5th International Biostatistics Conference*, 2021, Online BHARADWAJ, N., M. BALLINGS, P. A. NAIK, G. MILLER MOORE, M. M. ARAT, "Purchase Impact Of A Salesperson’s Facial Expressions: Large-Scale Video Analysis Using Deep Learning" in *2020 Winter AMA Academic Conference*, 2020, San Diego, CA, United States BALLINGS, M., N. BHARADWAJ, P. A. NAIK, G. MILLER MOORE, M. M. ARAT, "But Wait, There’s More! Deep Learning of Sales Elasticity of Sales Pitches" in *Theory + Practice in Marketing Conference, Columbia University*, 2019, New York, United States ARAT, M. M., G. MILLER MOORE, M. BALLINGS, "Maximizing Insights from Customer Data Streams" in *Interactive Marketing Research Conference, Housto*, 2019, Houston, TX, United States ARAT, M. M., M. BALLINGS, G. MILLER MOORE, "Breaking Through Barriers to Deep Learning Adoption in Customer Behavior Modeling" in *INFORMS Annual Meeting 2019*, 2019, Seattle, WA, United States ERGIN, E., M. M. ARAT, C. IYIGUN, I. BATMAZ, "Short-Term Electricity Load Forecasting Via Nonparametric Prediction Methods" in *EURO-INFORMS Joint International Meeting: 26th European Conference on Operational Research*, 2013, Rome, Italy ARAT, M. M., E. ERGIN, "Short Term Load Forecasting Using Support Vector Regression" in *European Conference on Data Analysis by The German Classification Society (GfKl) and the French speaking Classification Society (SFC)*, 2013, Luxembourg City, Luxembourg ARAT, M. M., S. A. ALTUNAY, "Generalized Maximum Entropy Approach To Unreplicated Factorial Experiments" in *13th Annual Conference of the European Network for Business and Industrial Statistics (ENBIS- 13)*, 2013 ARAT, M. M., "Comparison of SVM and LS-SVM For Regression" in *Joint Meeting of Young Business and Industrial Statisticians, sponsored by International Society for Business and Industrial Statistics (ISBIS) and European Network for Business and Industrial Statistics (ENBIS)*, 2013, Istanbul, Turkey ARAT, M. M., "Testing Export-Led Growth Hypothesis: The Case of Turkey, 1961-2010" in *Applied Statistics*, 2012, Ribno, Slovenia ## Research seminars ARAT, M. M., "“CV Preparation for Data Scientists” and “Statistics > Data Science > Artificial Intelligence”" *DataTalks, Hacettepe University - Statistics and Data Science Societ*. 2024, Ankara, Turkey ARAT, M. M., "Data Science and Digital Job" *Workshop for “Improving Job and Vocational Counseling Services (IQJVC)” European Union Project of Turkish Employment Agency (İŞKUR)*. 2024, Sivas, Turkey ARAT, M. M., "Build with AI" *Google Developer Student Clubs Hacettepe University*. 2024, Ankara, Turkey ARAT, M. M., "Data Science" *Workshop for “Improving Job and Vocational Counseling Services (IQJVC)” European Union Project of Turkish Employment Agency (İŞKUR)*. 2024, Trabzon, Turkey ARAT, M. M., "How to become a good data scientist" *IEEE Computer Society Manisa Celal Bayar University*. 2023, Manisa, Turkey ARAT, M. M., "Data Science and Digital Job" *Workshop for “Improving Job and Vocational Counseling Services (IQJVC)” European Union Project of Turkish Employment Agency (İŞKUR)*. 2023, Bursa, Turkey ARAT, M. M., "Data Science and Digital Job" *Workshop for “Improving Job and Vocational Counseling Services (IQJVC)” European Union Project of Turkish Employment Agency (İŞKUR)*. 2023, Denizli, Turkey ARAT, M. M., "What is Artificial Intelligence? What kind of developments await us in the future?" *Ankara University Computer Society*. 2023, Ankara, Turkey ARAT, M. M., "Intern Career Talk" *Department of Computer Science Manisa Celal Bayar University*. 2022, Manisa, Turkey ARAT, M. M., "Machine Learning Operations (MLOPS)" *Analitik Fokus EnerjiSA,*. 2022, Turkey ARAT, M. M., "How to become a good data scientist" *Google Developer Student Clubs, Ankara Yıldırım Beyazıt University*. 2022, Ankara, Turkey ARAT, M. M., "A New Livestream Retail Analytics Framework to Assess the Sales Impact of Emotional Display" *Department of Statistics of Middle East Technical University*. 2021, Ankara, Turkey ARAT, M. M., "Introduction to Machine Learning and Basic Machine Learning Application" *Workshop for “Technical Assistance for Improving the Detection Capacity of Turkish Customs Enforcement” European Union Project*. 2021, Bolu, Turkey ARAT, M. M., "Bringing Business, Statistical Methods and Transfer Learning Together: Sales Elasticity of Emotional Displays – Large Scale Evidence for Selling with a Straight Face" *Department of Statistics of Hacettepe University*. 2020, Ankara, Turkey