Derya Birant

According to our database, Derya Birant authored at least 46 papers between 2004 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2025

A new machine learning method for rainfall classification: temporal random tree.

Kökten Ulas Birant, Bita Ghasemkhani, Özlem Varliklar, Derya Birant

PeerJ Comput. Sci., 2025

Joint Tomek Links (JTL): An Innovative Approach to Noise Reduction for Enhanced Classification Performance.

Göksu Tüysüzoglu, Yunus Dogan, Elife Öztürk Kiyak, Mustafa Ersahin, Bita Ghasemkhani, Kökten Ulas Birant, Derya Birant

IEEE Access, 2025

An Innovative Hybrid Machine Learning Approach for Student Survey Analysis: Random Tree With Ordinal Noise Filtering and Feature Selection (RTONF).

Göksu Tüysüzoglu, Yunus Dogan, Feristah Dalkiliç, Elife Öztürk Kiyak, Bita Ghasemkhani, Kökten Ulas Birant, Derya Birant

IEEE Access, 2025

2024

Machine Learning Model Development to Predict Power Outage Duration (POD): A Case Study for Electric Utilities.

Bita Ghasemkhani, Recep Alp Kut, Reyat Yilmaz, Derya Birant, Yigit Ahmet Arikök, Tugay Eren Güzelyol, Tuna Kut

Sensors, July, 2024

ERIM: An ensemble of rare itemset mining and its application in the automotive industry.

Devrim Naz Akdas, Derya Birant, Pelin Yildirim Taser

Expert Syst. J. Knowl. Eng., June, 2024

A Novel Classification Method: Neighborhood-Based Positive Unlabeled Learning Using Decision Tree (NPULUD).

Bita Ghasemkhani, Kadriye Filiz Balbal, Kökten Ulas Birant, Derya Birant

Entropy, May, 2024

A new approach: ordinal predictive maintenance with ensemble binary decomposition (OPMEB).

Özlem Ece Yürek, Derya Birant

Turkish J. Electr. Eng. Comput. Sci., 2024

2023

Stepwise dynamic nearest neighbor (SDNN): a new algorithm for classification.

Deniz Karabas, Derya Birant, Pelin Yildirim Taser

Turkish J. Electr. Eng. Comput. Sci., September, 2023

Human activity recognition based on multi-instance learning.

Duygu Bagci Das, Derya Birant

Expert Syst. J. Knowl. Eng., August, 2023

Multi-Objective Multi-Instance Learning: A New Approach to Machine Learning for eSports.

Kökten Ulas Birant, Derya Birant

Entropy, January, 2023

2022

Temporal bagging: a new method for time-based ensemble learning.

Göksu Tüysüzoglu, Derya Birant, Volkan Kiranoglu

Turkish J. Electr. Eng. Comput. Sci., January, 2022

Machine Learning Models for the Prediction of Energy Consumption Based on Cooling and Heating Loads in Internet-of-Things-Based Smart Buildings.

Bita Ghasemkhani, Reyat Yilmaz, Derya Birant, Recep Alp Kut

Symmetry, 2022

Improving the Performance and Explainability of Indoor Human Activity Recognition in the Internet of Things Environment.

Ayse Betul Cengiz, Kökten Ulas Birant, Mehmet Cengiz, Derya Birant, Kemal Baysari

Symmetry, 2022

Multi-view multi-depth soil temperature prediction (MV-MD-STP): a new approach using machine learning and time series methods.

Göksu Tüysüzoglu, Derya Birant, Volkan Kiranoglu

Int. J. Intell. Eng. Informatics, 2022

T-PdM: a tripartite predictive maintenance framework using machine learning algorithms.

Özlem Ece Yürek, Derya Birant, Alp Kut

Int. J. Comput. Sci. Eng., 2022

K-centroid link: a novel hierarchical clustering linkage method.

Alican Dogan, Derya Birant

Appl. Intell., 2022

2021

A new approach: semisupervised ordinal classification.

Ferda Ünal, Derya Birant, Özlem Seker

Turkish J. Electr. Eng. Comput. Sci., May, 2021

An improved version of multi-view k-nearest neighbors (MVKNN) for multiple view learning.

Elife Öztürk Kiyak, Derya Birant, Kökten Ulas Birant

Turkish J. Electr. Eng. Comput. Sci., May, 2021

Shelf Auditing Based on Image Classification Using Semi-Supervised Deep Learning to Increase On-Shelf Availability in Grocery Stores.

Ramiz Yilmazer, Derya Birant

Sensors, 2021

Machine learning and data mining in manufacturing.

Alican Dogan, Derya Birant

Expert Syst. Appl., 2021

Time-oriented interactive process miner: a new approach for time prediction.

Ismail Yürek, Derya Birant, Özlem Ece Yürek, Kökten Ulas Birant

Turkish J. Electr. Eng. Comput. Sci., 2021

Deep learning for Turkish makam music composition.

Ismail Hakki Parlak, Yalçin Çebi, Cihan Isikhan, Derya Birant

Turkish J. Electr. Eng. Comput. Sci., 2021

Ordered physical human activity recognition based on ordinal classification.

Duygu Bagci Das, Derya Birant

Turkish J. Electr. Eng. Comput. Sci., 2021

Multi-view learning for software defect prediction.

Elife Öztürk Kiyak, Derya Birant, Kökten Ulas Birant

e Informatica Softw. Eng. J., 2021

2020

Enhanced Bagging (eBagging): A Novel Approach for Ensemble Learning.

Göksu Tüysüzoglu, Derya Birant

Int. Arab J. Inf. Technol., July, 2020

Comparison of Image-Based and Text-Based Source Code Classification Using Deep Learning.

Elife Öztürk Kiyak, Ayse Betul Cengiz, Kökten Ulas Birant, Derya Birant

SN Comput. Sci., 2020

A Two-Level Approach based on Integration of Bagging and Voting for Outlier Detection.

Alican Dogan, Derya Birant

J. Data Inf. Sci., 2020

Multitask-based association rule mining.

Pelin Yildirim Taser, Kökten Ulas Birant, Derya Birant

Turkish J. Electr. Eng. Comput. Sci., 2020

Passenger scoring for free-pass promotion in public transportation.

Ufuk Demir Alan, Derya Birant

Turkish J. Electr. Eng. Comput. Sci., 2020

2019

Comparison of Ensemble-Based Multiple Instance Learning Approaches.

Pelin Yildirim Taser, Kökten Ulas Birant, Derya Birant

Proceedings of the IEEE International Symposium on INnovations in Intelligent SysTems and Applications, 2019

2018

Data mining and machine learning in textile industry.

Pelin Yildirim, Derya Birant, Tuba Alpyildiz

WIREs Data Mining Knowl. Discov., 2018

Novel Two-Dimensional Visualization Approaches for Multivariate Centroids of Clustering Algorithms.

Yunus Dogan, Feristah Dalkiliç, Derya Birant, Recep Alp Kut, Reyat Yilmaz

Sci. Program., 2018

Server-Based Intelligent Public Transportation System with NFC.

Ufuk Demir Alan, Derya Birant

IEEE Intell. Transp. Syst. Mag., 2018

Comparative analysis of ensemble learning methods for signal classification.

Pelin Yildirim, Kökten Ulas Birant, Vladimir Radevski, Alp Kut, Derya Birant

Proceedings of the 26th Signal Processing and Communications Applications Conference, 2018

2017

Discovering the relationships between yarn and fabric properties using association rule mining.

Pelin Yildirim, Derya Birant, Tuba Alpyildiz

Turkish J. Electr. Eng. Comput. Sci., 2017

DTreeSim: A new approach to compute decision tree similarity using re-mining.

Gözde Bakirli, Derya Birant

Turkish J. Electr. Eng. Comput. Sci., 2017

2015

An ant colony optimisation approach for optimising SPARQL queries by reordering triple patterns.

Elem Guzel Kalayci, Tahir Emre Kalayci, Derya Birant

Inf. Syst., 2015

2014

Naive Bayes classifier for continuous variables using novel method (NBC4D) and distributions.

Pelin Yildirim, Derya Birant

Proceedings of the 2014 IEEE International Symposium on Innovations in Intelligent Systems and Applications, 2014

2013

SOM++: Integration of Self-Organizing Map and K-Means++ Algorithms.

Yunus Dogan, Derya Birant, Alp Kut

Proceedings of the Machine Learning and Data Mining in Pattern Recognition, 2013

2011

An incremental genetic algorithm for classification and sensitivity analysis of its parameters.

Gözde Bakirli, Derya Birant, Alp Kut

Expert Syst. Appl., 2011

2010

The Efficiency of RSA Encrypted Video Calls on Mobile Internet Devices.

Mert Civriz, Derya Birant, Alp Kut

Proceedings of the Recent Trends in Wireless and Mobile Networks, 2010

2008

Improving quality assurance in education with web-based services by data mining and mobile technologies.

Arben Hajra, Derya Birant, Alp Kut

Proceedings of the 2008 Euro American conference on Telematics and Information Systems, 2008

2007

ST-DBSCAN: An algorithm for clustering spatial-temporal data.

Derya Birant, Alp Kut

Data Knowl. Eng., 2007

2006

Modeling and analyzing marine data using data mining techniques (Veri madenciliği tekniklerinin kullanılarak deniz verilerinin modellenmesi ve analizi)

Derya Birant

PhD thesis, 2006

Spatio-Temporal Outlier Detection in Large Databases.

Derya Birant, Alp Kut

J. Comput. Inf. Technol., 2006

2004

An Approach for Parallel Execution of Web Services.

Alp Kut, Derya Birant

Proceedings of the IEEE International Conference on Web Services (ICWS'04), 2004