![](https://neoma-bs.fr/sites/default/files/uploaded_images/profs-neoma_0.png)# ARAT Mustafa Murat { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Accueil", "item": "https://neoma-bs.fr/" }, { "@type": "ListItem", "position": 2, "name": "ARAT\u0020Mustafa\u0020Murat", "item": "https://neoma-bs.fr/node/36059.md" } ] } - [Accueil](https://neoma-bs.fr/) - ARAT Mustafa Murat ![](/sites/default/files/styles/large/public/uploaded_images/photos_academ/103857-arat-mustafa-murat.jpg?itok=XEkjgC1K)ARAT Mustafa Murat Professeur assistant - À propos - Publications académiques [Système d'Information, Supply Chain Management & aide à la Décision](https://neoma-bs.fr/departements/systeme-dinformation-supply-chain-management-aide-la-decision) Doctorat en analyse de données Mustafa Murat ARAT est Professeur Assistant au sein du Département “Systèmes d’Information, Gestion de la Chaîne Logistique, Aide à la Décision” de NEOMA Business School. Statisticien et “data scientist” bilingue, il conçoit, développe et met en œuvre des méthodes prédictives avancées, reposant sur des algorithmes d’apprentissage automatique et d’apprentissage profond, dans le but de produire des prédictions exploitables, à partir de données massives, structurées et non structurées, afin de soutenir les processus décisionnels des entreprises. Ses intérêts en recherche actuels portent sur la modélisation des big data, MLOps et IA. Il est membre du comité éditorial de la revue « Hacettepe Journal of Mathematics and Statistics », indexée dans le Science Citation Index (SCI). En parallèle de ses activités académiques, il a dispensé de nombreuses formations, et ateliers, pour des institutions publiques et privées, a contribué en tant qu’expert à deux projets financés par l’Union européenne, et a publié dans le Journal of Marketing. ### Domaines de recherche - Intelligence artificielle - Apprentissage automatique - Apprentissage profond - Vision par ordinateur - Traitement du langage naturel - Science des données - Big Data ## Récentes contributions académiques ARAT, M. M., "Detection of anomalous Nitrogen Dioxide concentration of Ankara: a Reconstruction-based approach", *Politeknik Dergisi*, Janvier 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, Turquie 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, Turquie ## Publications ARAT, M. M., "Detection of anomalous Nitrogen Dioxide concentration of Ankara: a Reconstruction-based approach", *Politeknik Dergisi*, Janvier 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*, Janvier 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*, Juin 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*, Janvier 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*, Août 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*, Septembre 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*, Septembre 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*, Septembre 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" dans *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" dans *2020 Winter AMA Academic Conference*, 2020, San Diego, CA, États-Unis 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" dans *Theory + Practice in Marketing Conference, Columbia University*, 2019, New York, États-Unis ARAT, M. M., G. MILLER MOORE, M. BALLINGS, "Maximizing Insights from Customer Data Streams" dans *Interactive Marketing Research Conference, Housto*, 2019, Houston, TX, États-Unis ARAT, M. M., M. BALLINGS, G. MILLER MOORE, "Breaking Through Barriers to Deep Learning Adoption in Customer Behavior Modeling" dans *INFORMS Annual Meeting 2019*, 2019, Seattle, WA, États-Unis ERGIN, E., M. M. ARAT, C. IYIGUN, I. BATMAZ, "Short-Term Electricity Load Forecasting Via Nonparametric Prediction Methods" dans *EURO-INFORMS Joint International Meeting: 26th European Conference on Operational Research*, 2013, Rome, Italie ARAT, M. M., E. ERGIN, "Short Term Load Forecasting Using Support Vector Regression" dans *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" dans *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" dans *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, Turquie ARAT, M. M., "Testing Export-Led Growth Hypothesis: The Case of Turkey, 1961-2010" dans *Applied Statistics*, 2012, Ribno, Slovénie ## Séminaires de recherche ARAT, M. M., "“CV Preparation for Data Scientists” and “Statistics > Data Science > Artificial Intelligence”" *DataTalks, Hacettepe University - Statistics and Data Science Societ*. 2024, Ankara, Turquie 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, Turquie ARAT, M. M., "Build with AI" *Google Developer Student Clubs Hacettepe University*. 2024, Ankara, Turquie ARAT, M. M., "Data Science" *Workshop for “Improving Job and Vocational Counseling Services (IQJVC)” European Union Project of Turkish Employment Agency (İŞKUR)*. 2024, Trabzon, Turquie ARAT, M. M., "How to become a good data scientist" *IEEE Computer Society Manisa Celal Bayar University*. 2023, Manisa, Turquie 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, Turquie 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, Turquie ARAT, M. M., "What is Artificial Intelligence? What kind of developments await us in the future?" *Ankara University Computer Society*. 2023, Ankara, Turquie ARAT, M. M., "Intern Career Talk" *Department of Computer Science Manisa Celal Bayar University*. 2022, Manisa, Turquie ARAT, M. M., "Machine Learning Operations (MLOPS)" *Analitik Fokus EnerjiSA,*. 2022, Turquie ARAT, M. M., "How to become a good data scientist" *Google Developer Student Clubs, Ankara Yıldırım Beyazıt University*. 2022, Ankara, Turquie 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, Turquie 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, Turquie 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, Turquie