Academic Staff - Personal Page

Professor Doctor DERYA BİRANT FACULTY OF ENGINEERING DEPARTMENT OF COMPUTER ENGINEERING COMPUTER SOFTWARES

 derya.birant@deu.edu.tr
 +90 232 - 3017403 - 17403

Education/Academic Info
Undergraduate Degree	Dokuz Eylül University Mühendislik Fakültesi Bilgisayar Mühendisliği Bölümü	2000
Master's Degree	Dokuz Eylül University Fen Bilimleri Enstitüsü Bilgisayar Mühendisliği Anabilim Dalı	2002
PhD (Doctorate)	Dokuz Eylül University Fen Bilimleri Enstitüsü Bilgisayar Mühendisliği Anabilim Dalı	2006
Assistant Professor	Dokuz Eylül University Mühendislik Fakültesi	2009
Associate Professor	Dokuz Eylül University Mühendislik Fakültesi Bilgisayar Bilimleri ve Mühendisliği - Mühendislik Temel Alanı	2017
Full Professor	Dokuz Eylül University Mühendislik Fakültesi	2023

NO	NAME	YEAR
1	Using Convolutional Neural Network for Grape Plant Disease Classification...	2023
2	Stepwise Dynamic Nearest Neighbor (SDNN): A New Algorithm for Classification...	2023
3	Estimating Personal Water Consumption Using Artificial Intelligence Methods...	2023
4	Partial Decision Tree Forest: A Machine Learning Model for the Geosciences...	2023
5	Logistic Model Tree Forest for Steel Plates Faults Prediction...	2023
6	Human Activity Recognition Based on Multi-Instance Learning...	2023
7	Machine Learning for Fault Analysis in Rotating Machinery: A Comprehensive Review...	2023
8	Support Vector Machine Chains with a Novel Tournament Voting...	2023
9	ERIM: An Ensemble of Rare Itemset Mining and Its Application in the Automotive Industry...	2023
10	Estimating Types of Faults on Plastic Injection Molding Machines from Sensor Data for Predictive Mai...	2023
11	Rainfall Prediction Using an Ensemble Machine Learning Model Based on K-Stars...	2023
12	GASEL: Genetic Algorithm-Supported Ensemble Learning for Fault Detection in Autonomous Underwater Ve...	2023
13	Balanced K-Star: An Explainable Machine Learning Method for Internet-of-Things-Enabled Predictive Ma...	2023
14	Multi-Objective Multi-Instance Learning: A New Approach to Machine Learning for eSports...	2023
15	Anomaly Detection for Gear Manufacturing Downtime in the Automotive Sector Using Rare Itemset Mining...	2022
16	A K-Shot Learning Algorithm for Transportation Mode Identification...	2022
17	A Novel Machine Learning Approach: Soil Temperature Ordinal Classification (STOC)...	2022
18	Improving the Performance and Explainability of Indoor Human Activity Recognition in the Internet of...	2022
19	Machine Learning Models for the Prediction of Energy Consumption Based on Cooling and Heating Loads ...	2022
20	Multi-view multi-depth soil temperature prediction (MV-MD-STP): a new approach using machine learnin...	2022
21	Prediction of Remaining Useful Life for Plastic Injection Molding Machines Using Artificial Intellig...	2022
22	Classifying Horse Activities with Big Data Using Machine Learning...	2022
23	Classification of Scatter Plot Images Using Deep Learning...	2022
24	T-PdM: A Tripartite Predictive Maintenance Framework Using Machine Learning Algorithms...	2022
25	K-Centroid Link: A Novel Hierarchical Clustering Linkage Method...	2022
26	Soil Temperature Prediction via Self-Training: Izmir Case...	2022
27	Temporal Bagging: A New Method for Time-Based Ensemble Learning...	2022
28	Comparison of Multi-Label Learning Approaches for Pie Chart Image Classification Using Deep Learning...	2021
29	Multi-View Learning for Software Defect Prediction...	2021
30	Deep Learning for Turkish Makam Music Composition...	2021
31	Ordered Physical Human Activity Recognition Based on Ordinal Classification...	2021
32	A New Approach: Semisupervised Ordinal Classification...	2021
33	An Improved Version of Multi-View K-Nearest Neighbors (MVKNN) for Multiple View Learning...	2021
34	Machine Learning and Data Mining in Manufacturing...	2021
35	Shelf Auditing Based on Image Classification Using Semi-Supervised Deep Learning to Increase On-Shel...	2021
36	Time-oriented Interactive Process Miner: A New Approach for Time Prediction...	2021
37	Wind Power Generation Prediction Using Machine Learning Algorithms...	2021
38	Comparison of Image-Based and Text-Based Source Code Classification Using Deep Learning...	2020
39	Passenger Scoring for Free-pass Promotion in Public Transportation...	2020
40	Enhanced Bagging (eBagging): A Novel Approach for Ensemble Learning...	2020
41	Multi-label Classification of Line Chart Images Using Convolutional Neural Networks...	2020
42	A Two-Level Approach based on Integration of Bagging and Voting for Outlier Detection...	2020
43	Multitask-based Association Rule Mining...	2020
44	An Ordinal Classification Approach for Software Bug Prediction...	2019
45	Majority Voting Based Multi-Task Clustering of Air Quality Monitoring Network in Turkey...	2019
46	EBOC: Ensemble-Based Ordinal Classification in Transportation...	2019
47	Farklı Bağlantı Yöntemleri ile Hiyerarşik Kümeleme Topluluğu...	2019
48	Novel Two-Dimensional Visualization Approaches for Multivariate Centroids of Clustering Algorithms...	2018
49	Interactive Process Miner: A New Approach for Process Mining...	2018
50	Bulut Bilişimde Veri Madenciliği Tekniklerinin Uygulanması: Bir Literatür Taraması...	2018
51	Server-Based Intelligent Public Transportation System with NFC...	2018
52	Data Mining and Machine Learning in Textile Industry...	2018
53	A Gradual Approach for Multimodel Journey Planning: A Case Study in Izmir, Turkey...	2017
54	Discovering the Relationships Between Yarn and Fabric Properties Using Association Rule Mining...	2017
55	K-Linkage: A New Agglomerative Approach for Hierarchical Clustering...	2017
56	Development of an Interactive Game-Based Learning Environment to Teach Data Mining...	2017
57	DTreeSim: A New Approach to Compute Decision Tree Similarity Using Re-Mining...	2017
58	An Ant Colony Optimisation Approach for Optimising SPARQL Queries by Reordering Triple Patterns...	2015
59	Data Mining Solutions for Local Municipalities...	2012
60	An Incremental Genetic Algorithm for Classification and Sensitivity Analysis of its Parameters...	2011
61	Comparison of Decision Tree Algorithms for Predicting Potential Air Pollutant Emissions with Data Mi...	2011
62	ST-DBSCAN: An Algorithm for Clustering Spatial-Temporal Data...	2007
63	Spatio-Temporal Outlier Detection in Large Databases...	2006
64	Cluster Analysis for Physical Oceanographic Data and Oceanographic Surveys in Turkish Seas...	2006

NO	NAME	DATE
1	Energy Consumption Level Classification using Stepwise Dynamic Nearest Neighbor Algorithm...	23/11/2023 - 25/11/2023
2	Prediction of Cloth Waste Using Machine Learning Methods in the Textile Industry...	29/03/2022 - 31/03/2022
3	Human Activity Recognition Using Machine Learning Methods...	28/01/2022 - 29/01/2022
4	An Intelligent Multi-output Regression Model for Soil Moisture Prediction...	24/08/2021 - 26/08/2021
5	Educational Data Mining Using Semi-Supervised Ordinal Classification...	11/06/2021 - 13/06/2021
6	Monitoring Shelf Availability Using Mobile Augmented Reality...	22/02/2021 - 25/02/2021
7	Classification of Hand-Based and Non-Hand-Based Physical Activities Using Wearable Sensors...	22/10/2020 - 24/10/2020
8	Classification of Air Quality Network based on Meteorological and Pollutant Factors...	26/06/2020 - 27/06/2020
9	Comparison of Multi-Label Classification Algorithms for Code Smell Detection...	11/11/2019 - 13/11/2019
10	Remaining Useful Life Estimation for Predictive Maintenance Using Feature Engineering...	31/10/2019 - 02/11/2019
11	Stock Market Forecasting Using Machine Learning Models...	31/10/2019 - 02/11/2019
12	Analysis of Pre-Weighted and Post-Weighted Association Rule Mining...	31/10/2019 - 02/11/2019
13	Birliktelik Kuralı Analizi ve Mobil Artırılmış Gerçeklik ile Öneri Sistemi...	30/10/2019 - 02/11/2019
14	Multi-Target Regression for Quality Prediction in a Mining Process...	11/09/2019 - 15/09/2019
15	A Weighted Majority Voting Ensemble Approach for Classification...	11/09/2019 - 15/09/2019
16	Comparison of Ensemble-Based Multiple Instance Learning Approaches...	03/07/2019 - 05/07/2019
17	EMIC: An Ensemble Approach for Improving Multi-Instance Classification...	17/04/2019 - 21/04/2019
18	The Relative Performance of Deep Learning and Ensemble Learning for Textile Object Classification...	20/09/2018 - 23/09/2018
19	Comparison of Different Clustering Ensembles by Solution Selection Strategy...	20/09/2018 - 23/09/2018
20	ProLab: A new process mining tool...	29/06/2018 - 30/06/2018
21	Comparison of Classification Algorithms on NFC-Based Public Transport Data...	11/05/2018 - 13/05/2018
22	Comparative Analysis of Ensemble Learning Methods for Signal Classification...	02/05/2018 - 05/05/2018
23	Improving Cluster Analysis Using K-means Based and Weighted Clustering Ensembles...	07/03/2018 - 11/03/2018
24	Improving Prediction Performance Using Ensemble Neural Networks in Textile Sector...	05/10/2017 - 08/10/2017
25	İzmir Mobil Seyahat Planlama Sistemi...	27/11/2014 - 29/11/2014
26	Sayaç Okumalarında Mobil Uygulama Kullanımı ve E-Abone Uygulamaları...	27/11/2014 - 29/11/2014
27	Mobil Uygulama ile Görüntü İşleme ve Veri Madenciliği Tekniklerine Dayalı Melanom Tahmin Dest...	09/10/2014 - 10/10/2014
28	Naive Bayes Classifier for Continuous Variables using Novel Method (NBC4D) and Distributions...	23/06/2014 - 25/06/2014
29	Mobile Supported and Process Enabled Electronic Document Management System for Local Municipalities...	12/06/2014 - 13/06/2014
30	SOM++: Integration of Self-Organizing Map and K-Means++ Algorithms...	19/07/2013 - 25/07/2013
31	INNA: Incremental Neural Network Algorithm and Performance Analysis...	11/07/2011 - 13/07/2011
32	A New Approach for Weighted Clustering Using Decision Tree...	15/06/2011 - 18/06/2011
33	PSOMDM: Faster Parallel Self Organizing Map by Using Division Method...	01/06/2011 - 04/06/2011
34	Attitude Towards m-Learning usage in SEEU...	22/07/2010 - 25/07/2010
35	The Efficiency of RSA Encrypted Video Calls on Mobile Internet Devices...	26/06/2010 - 28/06/2010
36	Determining the Best Pattern for KNN Clustering with Balanced Equation...	21/06/2010 - 24/06/2010
37	Recommender System with Association Rules Based on Web Usage Mining...	21/06/2010 - 24/06/2010
38	Dynamic Bus Scheduling with FP-Growth...	21/06/2010 - 24/06/2010
39	İş Zekası Çözümleri için Çok Boyutlu Birliktelik Kuralları Analizi...	10/02/2010 - 12/02/2010
40	Yerel Yönetimlerde Veri Madenciliği ve Bilgi Keşfi...	18/11/2009 - 20/11/2009
41	Improving Quality Assurance in Education with Web-Based Services by Data Mining and Mobile Technolog...	10/09/2008 - 12/09/2008
42	An Effective Digital Document Management System...	26/04/2006 - 28/04/2006
43	Automation of the Manual Testing System by Computer Based Remote Controller...	26/04/2006 - 28/04/2006
44	XML Teknolojisinin ASTM Protokolü Yerine Kullanılması...	09/02/2006 - 11/02/2006
45	Kan Bankalarını Merkezileştirme Çalışmaları...	09/02/2006 - 11/02/2006
46	A Web Service-Based Model for Running Parallel Applications...	10/06/2005 - 12/06/2005
47	İnternet Servisi Destekli Grafik Arayüzlü Bilgi İzleme Sistemi...	02/02/2005 - 04/02/2005
48	E-Durak : Sunucu Tabanlı Elektronik Durak Sistemi...	02/12/2004 - 03/12/2004
49	Metin İçeriği Aramaya Yönelik Bir Web Uygulaması...	07/10/2004 - 09/10/2004
50	An Approach for Parallel Execution of Web Services...	06/07/2004 - 09/07/2004
51	A User Friendly Tool for Parallel Processing on Distributed Computing Systems...	13/01/2004 - 14/01/2004
52	PLC (Programlanabilir Kontrol Cihazı) Tabanlı Sistemlerin Internet Üzerinde İzlenmesi...	11/12/2003 - 13/12/2003
53	Akıllı Kartlar ile Web Tabanlı, Ön Ödemeli Satış Otomasyon Sistemi...	02/09/2003 - 07/09/2003
54	An Intelligent Multi-Agent System for a Fault Tolerance Mechanism Design in a Wide Area Distributed ...	02/07/2003 - 04/07/2003
55	Web Tabanli Bilet Satış Otomasyon Sistemi...	19/12/2002 - 21/12/2002
56	Üç Boyutlu İnsan Modelleme: Uygulamalardaki ve Internetteki Yeri ve Temel Modelleme Teknikleri...	03/09/2002 - 08/09/2002
57	New Approach for Computerized Clothing Design in Garment Industry...	05/11/2001 - 07/11/2001

NO	CHAPTER TITLE	YEAR
1	Animal Activity Recognition From Sensor Data Using Ensemble LearningEmerging Trends in IoT and Integration with Data Science, Cloud Computing, and Big Data Analytics...	2022
2	XHAC: Explainable Human Activity Classification From Sensor DataEmerging Trends in IoT and Integration with Data Science, Cloud Computing, and Big Data Analytics...	2022
3	Data Mining in Banking Sector Using Weighted Decision Jungle MethodData Mining - Methods, Applications and Systems...	2021
4	Air Pollution Monitoring in Intelligent Cities Using Weighted Association Rule MiningDeveloping and Monitoring Smart Environments for Intelligent Cities...	2020
5	Comparison of Data Mining Techniques in the Cloud for Software EngineeringSoftware Engineering in the Era of Cloud Computing...	2020
6	Ensemble Methods in Environmental Data MiningData Mining...	2018
7	A Framework for Data Mining and Knowledge Discovery in Cloud ComputingData Science and Big Data Computing: Frameworks and Methodologies...	2016
8	Service-Oriented Data MiningNew Fundamental Technologies in Data Mining...	2011
9	Data Mining Using RFM AnalysisKnowledge-Oriented Applications in Data Mining...	2011

NO	NAME	DATE
1	Yassı Çelik Üretiminde Kablosuz Sensör Uygulamaları...	10/2021 - /
2	ARFLEET - Akıllı ve Güvenli Deniz Filosu Yönetim Platformu...	11/2020 - 12/2021
3	ARMA - Yeni Armatör Platformu için Bulut Temelli Yazılım Çerçevesi ve Güvenli Uygulama Yaşam Döngüsü Yönetimi Altyapı Geliştirimi...	1/2018 - /
4	Gerçek Zamanlı Veri Toplama ve Makine Öğrenmesi Sistemi...	1/2018 - 12/2019
5	LOGO.US: Alana Özel Bir Makina Öğrenmesi Platformu Gerçekleştirilmesi...	10/2018 - 9/2019
6	Veri Toplama, İzleme ve Verimlilik Yönetimi Sistemi...	3/2017 - /
7	Kurumsal Bulut Sistemi (KUBULUS)...	1/2016 - 6/2017
8	Toplu Ulaşımda Sunucu Temelli Ücret Hesaplama ve Hesap Yönetimi Sistemi...	1/2015 - 12/2016
9	İçerik ve Erişim Sağlayıcılar için Güvenlik Yönetim Bulutu Tasarımı ve Geliştirilmesi...	2/2015 - /
10	Bulut Bilişim Tabanlı Tahminleme Aracı...	9/2014 - 10/2015
11	Bulut Abone Yönetim ve İzleme Sistemi (BAYİS)...	7/2013 - 12/2014
12	Yerel Yönetimlere Yönelik Çok platformlu, Harita Destekli, Doküman ve Süreç İzleme Sistemi (ODSİS)...	7/2011 - 12/2012
13	Mobil Destekli ve Gerçek Zamanlı Seyahat Planlama Sistemi...	6/2011 - 6/2012
14	Veri madenciliği destekli yazılım ile programlama derslerindeki başarıyı arttırma...	6/2011 - 6/2012
15	Akıllı Seyahat Planlama Sistemi (ASPS)...	8/2011 - 7/2013
16	OLGU Veri Madenciliği Çözümleri ile Yerel Yönetimlerde Bilgi Keşfi (OYBS-VM)...	8/2009 - 6/2011
17	Veri Madenciliğindeki Sınıflandırma Tekniklerinin Karşılaştırılması ve Örnek Uygulamalar...	11/2009 - 2/2011
18	NETSİS Kurumsal Yazılımları İş Zekası Geliştirmeleri...	7/2008 - 12/2009
19	Büyük Konumsal-Zamansal Veritabanları için Veri Madenciliği Uygulamasının Geliştirilmesi...	1/2007 - 1/2009
20	Web-based Tools for Quality Assurance Processes at SEE University (SEEU-QAT)...	3/2006 - /
21	Dağıtık Sistemlerde Paralel İşlemler İçin Bir Kullanıcı Arayüzü Uygulamasının Geliştirilmesi...	2/2004 - 2/2005

NO	NAME	DATE
1	Mühendislik Fakültesi İkinciliği (Mezuniyet Ödülü)...	2000
2	Bilgisayar Mühendisliği Bölümü İkinciliği (Mezuniyet Ödülü)...	2000
3	Doktora Üstün Başarı Ödülü...	2010

NO	Responsibility
1	Faculty of Engineering Department of Computer Engineering , Director of Department, August 2023-Continues
2	Faculty of Engineering , Member of The Faculty Council, August 2023-Continues
3	D.E.Ü. Çevre Araştirma Ve Uygulama Merkezi , Member of The Central Board, April 2021- June 2021
4	Faculty of Engineering Department of Computer Engineering , Vice Director of Department, July 2019- August 2020
5	D.E.Ü. Çevre Araştirma Ve Uygulama Merkezi , Member of The Central Board, February 2018- February 2021
6	D.E.Ü. Çevre Araştirma Ve Uygulama Merkezi , Member of The Central Board, February 2015- February 2018
7	D.E.Ü. Çevre Araştirma Ve Uygulama Merkezi , Member of The Central Board, February 2012- February 2015
8	Faculty of Engineering Department of Computer Engineering , Vice Director of Department, August 2011- August 2013
9	D.E.Ü. Çevre Araştirma Ve Uygulama Merkezi , Member of The Central Board, September 2010- February 2012