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A. Murat Ozbayoglu
Person information
- affiliation: TOBB University of Economics and Technology, Department of Computer Engineering, Ankara, Turkey
- affiliation (PhD 1996): Missouri University of Science and Technology, Smart Engineering System Laboratory, Rolla, MO, USA
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Journal Articles
- 2024
- [j14]Muhammed Yilmaz, Mustafa Mert Keskin, Ahmet Murat Özbayoglu
:
Algorithmic stock trading based on ensemble deep neural networks trained with time graph. Appl. Soft Comput. 163: 111847 (2024) - 2023
- [j13]Emre Tercan, Serkan Tapkin, Furkan Küçük, Ali Demirtas, Ahmet Murat Özbayoglu, Abdussamet Türker:
Computational intelligence based point of interest detection by video surveillance implementations. Int. Arab J. Inf. Technol. 20(6): 899-910 (2023) - 2021
- [j12]Muge Kahya, A. Murat Ozbayoglu
, Hakki Özgür Ünver
:
Precision and energy-efficient ball-end milling of Ti6Al4V turbine blades using particle swarm optimization. Int. J. Comput. Integr. Manuf. 34(2): 110-133 (2021) - [j11]Anuar Maratkhan, Ibrakhim Ilyassov, Madiyar Aitzhanov, M. Fatih Demirci
, A. Murat Ozbayoglu
:
Deep learning-based investment strategy: technical indicator clustering and residual blocks. Soft Comput. 25(7): 5151-5161 (2021) - [j10]Muhammed Yilmaz, Ahmet Murat Özbayoglu
, Bülent Tavli
:
Efficient computation of wireless sensor network lifetime through deep neural networks. Wirel. Networks 27(3): 2055-2065 (2021) - 2020
- [j9]Omer Berat Sezer, Mehmet Ugur Gudelek
, Ahmet Murat Özbayoglu
:
Financial time series forecasting with deep learning : A systematic literature review: 2005-2019. Appl. Soft Comput. 90: 106181 (2020) - [j8]Ahmet Murat Özbayoglu
, Mehmet Ugur Gudelek
, Omer Berat Sezer:
Deep learning for financial applications : A survey. Appl. Soft Comput. 93: 106384 (2020) - 2019
- [j7]Ayhan Akbas, Huseyin Ugur Yildiz
, Ahmet Murat Özbayoglu
, Bülent Tavli
:
Neural network based instant parameter prediction for wireless sensor network optimization models. Wirel. Networks 25(6): 3405-3418 (2019) - 2018
- [j6]Omer Berat Sezer
, A. Murat Ozbayoglu
:
Algorithmic financial trading with deep convolutional neural networks: Time series to image conversion approach. Appl. Soft Comput. 70: 525-538 (2018) - [j5]Omer Berat Sezer
, Erdogan Dogdu
, Ahmet Murat Özbayoglu
:
Context-Aware Computing, Learning, and Big Data in Internet of Things: A Survey. IEEE Internet Things J. 5(1): 1-27 (2018) - [j4]Mehmet Saygin Seyfioglu, Ahmet Murat Özbayoglu
, Sevgi Zubeyde Gurbuz
:
Deep convolutional autoencoder for radar-based classification of similar aided and unaided human activities. IEEE Trans. Aerosp. Electron. Syst. 54(4): 1709-1723 (2018) - 2017
- [j3]Bahram Lotfi Sadigh
, Hakki Özgür Ünver
, Shahrzad Nikghadam, Erdogan Dogdu
, A. Murat Ozbayoglu
, Sadik Engin Kilic:
An ontology-based multi-agent virtual enterprise system (OMAVE): part 1: domain modelling and rule management. Int. J. Comput. Integr. Manuf. 30(2-3): 320-343 (2017) - [j2]Bahram Lotfi Sadigh
, Shahrzad Nikghadam, A. Murat Ozbayoglu
, Hakki Özgür Ünver
, Erdogan Dogdu
, Sadik Engin Kilic:
An ontology-based multi-agent virtual enterprise system (OMAVE): part 2: partner selection. Int. J. Comput. Integr. Manuf. 30(10): 1072-1092 (2017) - 2016
- [j1]Muhammed Akif Agca, Senol Ataç, Mehmet Mert Yücesan, Yusuf Gökhan Küçükayan
, Ahmet Murat Özbayoglu
, Erdogan Dogdu:
Opinion mining of microblog texts on Hadoop ecosystem. Int. J. Cloud Comput. 5(1/2): 79-90 (2016)
Conference and Workshop Papers
- 2024
- [c37]Inci Sila Kaleli
, Perin Ünal
, Bilgin Umut Deveci
, Özlem Albayrak
, Ahmet Murat Özbayoglu
:
A Domain-Aware Federated Learning Study for CNC Tool Wear Estimation. MobiWIS 2024: 250-265 - 2023
- [c36]Perin Ünal, Seyithan Temel, Emre Ummak, Ahmet Murat Özbayoglu:
Condition Monitoring and Remaining Useful Life Prediction for Tool Wear in CNC Machines. FiCloud 2023: 264-269 - 2022
- [c35]Seyithan Temel, Emre Ummak, Abdülkadir Tokgöz, Furkan Isik, Özlem Albayrak, Perin Ünal, A. Murat Özbayoglu:
Control System Design and Implementation Based on Big Data and Ontology. IEEE Big Data 2022: 6048-6056 - [c34]Perin Ünal, Özlem Albayrak, Meerim Kubatova, Bilgin Umut Deveci, Ege Çirakman, Ç. Ipek Koçal, A. Murat Özbayoglu:
A Big Data Application in Manufacturing Industry-Computer Vision to Detect Defects on Bearings. IEEE Big Data 2022: 6074-6083 - [c33]Perin Ünal
, Bilgin Umut Deveci
, Ahmet Murat Özbayoglu
:
A Review: Sensors Used in Tool Wear Monitoring and Prediction. MobiWIS 2022: 193-205 - 2021
- [c32]Ceren Cömert, A. Murat Özbayoglu
, Cosku Kasnakoglu:
Painter Prediction from Artworks with Transfer Learning. ICMRE 2021: 204-208 - [c31]Pelin Seyrek, Batihan Sener, A. Murat Özbayoglu
, Hakki Özgür Ünver
:
An Evaluation Study of EMD, EEMD, and VMD For Chatter Detection in Milling. ISM 2021: 160-174 - [c30]Baris Güney Özdilli, Mustafa Bora Arslan, Tilbe Alp, Özlem Albayrak, Perin Ünal, Özlem Bozkurt, A. Murat Özbayoglu:
Performance Analysis of Machine Learning Models for Object Recognition in Underwater Video Images. SIU 2021: 1-4 - [c29]Yasin Aksan, Melda Yuksel, Ahmet Murat Özbayoglu
:
Channel Characterization for Aircraft Integrated Antennas via Machine Learning. WCNC 2021: 1-6 - 2020
- [c28]Batihan Sener, Gokberk Serin, M. Ugur Gudelek, A. Murat Ozbayoglu
, Hakki Özgür Ünver
:
Intelligent Chatter Detection in Milling using Vibration Data Features and Deep Multi-Layer Perceptron. IEEE BigData 2020: 4759-4768 - 2019
- [c27]Anuar Maratkhan, Ibrakhim Ilyassov, Madiyar Aitzhanov, M. Fatih Demirci
, A. Murat Ozbayoglu
:
Financial Forecasting using Deep Learning with an Optimized Trading Strategy. CEC 2019: 838-844 - 2018
- [c26]Aras Can Onal, Omer Berat Sezer, A. Murat Ozbayoglu
, Erdogan Dogdu
:
MIS-IoT: Modular Intelligent Server Based Internet of Things Framework with Big Data and Machine Learning. IEEE BigData 2018: 2270-2279 - [c25]M. Ugur Aksu, Kemal Bicakci
, M. Hadi Dilek, A. Murat Ozbayoglu
, Emin Islam Tatli:
Automated Generation of Attack Graphs Using NVD. CODASPY 2018: 135-142 - [c24]Dervis Utku Ufuk, Alptekin Temizel
, Ahmet Murat Özbayoglu
:
Optimized GPU Implementation of JPEG 2000 for Satellite Image Decompression. CSE 2018: 56-61 - [c23]D. Utku Ufuk, Ibrahim S. Acikgoz, Mustafa Teke
, A. Murat Ozbayoglu
:
Satellite image band registration with Dynamic Time Warping and Discrete Wavelet Transform. SIU 2018: 1-4 - 2017
- [c22]Omer Berat Sezer, A. Murat Ozbayoglu
, Erdogan Dogdu
:
An Artificial Neural Network-based Stock Trading System Using Technical Analysis and Big Data Framework. ACM Southeast Regional Conference 2017: 223-226 - [c21]Aras Can Onal, Omer Berat Sezer, A. Murat Ozbayoglu
, Erdogan Dogdu
:
Weather data analysis and sensor fault detection using an extended IoT framework with semantics, big data, and machine learning. IEEE BigData 2017: 2037-2046 - [c20]Gokberk Serin
, M. Ugur Gudelek
, A. Murat Ozbayoglu
, Hakki Özgür Ünver
:
Estimation of parameters for the free-form machining with deep neural network. IEEE BigData 2017: 2102-2111 - [c19]M. Ugur Gudelek
, Salih Arda Boluk, A. Murat Ozbayoglu
:
A deep learning based stock trading model with 2-D CNN trend detection. SSCI 2017: 1-8 - 2016
- [c18]Sercan Külcü, Erdogan Dogdu
, A. Murat Ozbayoglu
:
A survey on semantic Web and big data technologies for social network analysis. IEEE BigData 2016: 1768-1777 - [c17]A. Murat Ozbayoglu
, Yusuf Gökhan Küçükayan
, Erdogan Dogdu
:
A real-time autonomous highway accident detection model based on big data processing and computational intelligence. IEEE BigData 2016: 1807-1813 - [c16]Omer Berat Sezer, Erdogan Dogdu
, A. Murat Ozbayoglu
, Aras Onal:
An extended IoT framework with semantics, big data, and analytics. IEEE BigData 2016: 1849-1856 - 2015
- [c15]Jeyhun Karimov, A. Murat Ozbayoglu
, Erdogan Dogdu
:
k-Means Performance Improvements with Centroid Calculation Heuristics Both for Serial and Parallel Environments. BigData Congress 2015: 444-451 - [c14]Jeyhun Karimov, A. Murat Ozbayoglu
:
High quality clustering of big data and solving empty-clustering problem with an evolutionary hybrid algorithm. IEEE BigData 2015: 1473-1478 - [c13]Ilknur Ucar, Ahmet Murat Özbayoglu
, Mustafa Ucar:
Developing a two level options trading strategy based on option pair optimization of spread strategies with evolutionary algorithms. CEC 2015: 2526-2531 - [c12]Jeyhun Karimov, A. Murat Ozbayoglu
:
Clustering Quality Improvement of k-means Using a Hybrid Evolutionary Model. Complex Adaptive Systems 2015: 38-45 - [c11]Shahrzad Nikghadam, Bahram Lotfi Sadigh, A. Murat Ozbayoglu, Hakki Özgür Ünver, Sadik Engin Kilic:
Partner Selection in Formation of Virtual Enterprises using Fuzzy Logic. ICORES 2015: 82-88 - [c10]Shahrzad Nikghadam, Bahram Lotfi Sadigh, Ahmet Murat Özbayoglu
, Hakki Özgür Ünver
, Sadik Engin Kilic:
Evaluation of Partner Companies Based on Fuzzy Inference System for Establishing Virtual Enterprise Consortium. ICORES (Selected Papers) 2015: 104-115 - [c9]Jeyhun Karimov, A. Murat Özbayoglu
, Bülent Tavli
, Erdogan Dogdu
:
Generic menu optimization for multi-profile customer systems. ISSE 2015: 163-169 - 2014
- [c8]Ugur Sahin, A. Murat Ozbayoglu
:
TN-RSI: Trend-normalized RSI Indicator for Stock Trading Systems with Evolutionary Computation. Complex Adaptive Systems 2014: 240-245 - [c7]Bahram Lotfi Sadigh, F. Arikan, A. Murat Özbayoglu
, Hakki Özgür Ünver
, Sadik Engin Kilic:
A Multi-agent System Model for Partner Selection Process in Virtual Enterprise. Complex Adaptive Systems 2014: 367-372 - 2013
- [c6]Mustafa Ucar
, Ilknur Bayram, A. Murat Ozbayoglu
:
A Two-level Cascade Evolutionary Computation based Covered Call Trading Model. Complex Adaptive Systems 2013: 472-477 - [c5]Recep Tugci, V. Burak Celen, A. Murat Ozbayoglu
:
Comparison of classifiers for chatter detection. SIU 2013: 1-3 - 2012
- [c4]Erhan Guven, A. Murat Özbayoglu
:
Note and Timbre Classification by Local Features of Spectrogram. Complex Adaptive Systems 2012: 182-187 - [c3]A. Murat Özbayoglu
, Recep Bozer:
Estimation of the Burned Area in Forest Fires Using Computational Intelligence Techniques. Complex Adaptive Systems 2012: 282-287 - 2011
- [c2]A. Murat Özbayoglu
, H. Ertan Yuksel
:
Estimation of Multiphase Flow Properties using Computational Intelligence Models. Complex Adaptive Systems 2011: 493-498 - 1997
- [c1]A. Murat Ozbayoglu
, Cihan H. Dagli:
Unsupervised hierarchical fingerprint matching. ICNN 1997: 1439-1442
Informal and Other Publications
- 2020
- [i6]Ahmet Murat Özbayoglu, Mehmet Ugur Gudelek, Omer Berat Sezer:
Deep Learning for Financial Applications : A Survey. CoRR abs/2002.05786 (2020) - [i5]Fahri Aydos, A. Murat Özbayoglu, Yahya Sirin, M. Fatih Demirci:
Web page classification with Google Image Search results. CoRR abs/2006.00226 (2020) - 2019
- [i4]Omer Berat Sezer, Ahmet Murat Özbayoglu:
Financial Trading Model with Stock Bar Chart Image Time Series with Deep Convolutional Neural Networks. CoRR abs/1903.04610 (2019) - [i3]Omer Berat Sezer, M. Ugur Gudelek, Ahmet Murat Özbayoglu:
Financial Time Series Forecasting with Deep Learning : A Systematic Literature Review: 2005-2019. CoRR abs/1911.13288 (2019) - 2017
- [i2]A. Murat Ozbayoglu, Gökhan Küçükayan, Erdogan Dogdu:
A Real-Time Autonomous Highway Accident Detection Model Based on Big Data Processing and Computational Intelligence. CoRR abs/1712.09227 (2017) - [i1]Omer Berat Sezer, A. Murat Ozbayoglu, Erdogan Dogdu:
An Artificial Neural Network-based Stock Trading System Using Technical Analysis and Big Data Framework. CoRR abs/1712.09592 (2017)
Coauthor Index
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