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k-means Performance Improvements with Centroid Calculation Heuristics both for Serial and Parallel environments 

Karimov, Jeyhun; Özbayoğlu, Ahmet Murat; Dogdu, Erdogan (IEEE, 2015)
k-means is the most widely used clustering algorithm due to its fairly straightforward implementations in various problems. Meanwhile, when the number of clusters increase, the number of iterations also tend to slightly ...
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Weather Data Analysis and Sensor Fault Detection Using An Extended IoT Framework with Semantics, Big Data, and Machine Learning 

Onal, Aras Can; Sezer, Omer Berat; Özbayoğlu, Ahmet Murat; Dogdu, Erdogan (IEEE, 2017)
In recent years, big data and Internet of Things (IoT) implementations started getting more attention. Researchers focused on developing big data analytics solutions using machine learning models. Machine learning is a ...
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Ontology-centric Data Modelling and Decision Support in Smart Grid Applications A Distribution Service Operator Perspective 

Dogdu, Erdogan; Özbayoğlu, Ahmet Murat; Benli, Okan; Akinc, Hulya Erdener; Erol, Erdeniz; Atasoy, Tugrul; Gurec, Ozan; Ercin, Ozden (IEEE, 2014)
Conventional electricity distribution grids are getting smarter by coupling operation technologies with advanced information and communication technologies (ICT). This provides a better, reliable, cost effective and efficient ...
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A Deep Neural-Network Based Stock Trading System Based on Evolutionary Optimized Technical Analysis Parameters 

Sezer, Omer Berat; Özbayoğlu, Ahmet Murat; Dogdu, Erdogan (ELSEVIER Science BV, 2017)
In this study, we propose a stock trading system based on optimized technical analysis parameters for creating buy-sell points using genetic algorithms. The model is developed utilizing Apache Spark big data platform. The ...
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Generic Menu Optimization for Multi-profile Customer Systems 

Karimov, Jeyhun; Özbayoğlu, Ahmet Murat; Tavlı, Bülent; Dogdu, Erdogan (IEEE, 2015)
The use of optimal ATM menu structuring for different customer profiles is essential because of usability, efficiency, and customer satisfaction. Especially in competitive industries such as banking, having optimal user ...
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An ontology-based multi-agent virtual enterprise system (OMAVE): part 1: domain model<bold>l</bold>ing and rule management 

Sadigh, Bahram Lotfi; Ünver, Hakkı Özgür; Nikghadam, Shahrzad; Dogdu, Erdogan; Özbayoğlu, Ahmet Murat; Kilic, S. Engin (Taylor & Francis Inc., 2017)
New advancements in computers and information technologies have yielded novel ideas to create more effective virtual collaboration platforms for multiple enterprises. Virtual enterprise (VE) is a collaboration model between ...
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An ontology-based multi-agent virtual enterprise system (OMAVE): part 2: partner selection 

Sadigh, Bahram Lotfi; Nikghadam, Shahrzad; Özbayoğlu, Ahmet Murat; Ünver, Hakkı Özgür; Dogdu, Erdogan; Kilic, S. Engin (Taylor & Francis Inc., 2017)
A virtual enterprise (VE) is a collaboration model between multiple business partners in a value chain. The VE model is particularly feasible and appropriate for small- and medium-sized enterprises (SMEs) and industrial ...

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Dogdu, Erdogan (7)
Özbayoğlu, Ahmet Murat (7)
Karimov, Jeyhun (2)Kilic, S. Engin (2)Nikghadam, Shahrzad (2)Sadigh, Bahram Lotfi (2)Sezer, Omer Berat (2)Ünver, Hakkı Özgür (2)Akinc, Hulya Erdener (1)Atasoy, Tugrul (1)... View MoreSubjectMulti-Agent Systems (2)Virtual Enterprise (2)anomaly detection (1)ATM (1)automated teller machine (1)Bidding (1)Big Data (1)big data analytics (1)Clustering (1)clustering (1)... View MoreDate Issued2017 (4)2015 (2)2014 (1)Has File(s)No (6)Yes (1)TypeconferenceObject (5)article (2)CoverageKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı (5)Makale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı (2)WOSWOS:000345748200038 (1)WOS:000380443700062 (1)WOS:000380559200026 (1)WOS:000390883300007 (1)WOS:000406504600005 (1)WOS:000419234000057 (1)WOS:000428073702004 (1)Scopus2-s2.0-84906535651 (1)2-s2.0-84954470643 (1)2-s2.0-84958776288 (1)2-s2.0-84959484303 (1)2-s2.0-85011252546 (1)2-s2.0-85039995536 (1)2-s2.0-85047833066 (1)TÜBİTAK Destekli Yayın Sayısıinfo:eu-repo/grantAgreement/TÜBİTAK/EEEAG/215E248 (1)Dileng (7)Erişiminfo:eu-repo/semantics/closedAccess (6)info:eu-repo/semantics/openAccess (1)

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