ARAT
ARAT Mustafa Murat
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.
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
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
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
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
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
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
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
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
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
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