An Approach for Parallel Execution of Web Services. - Alp Kut 001; Derya Birant (ICWS, 2004)

Spatio-Temporal Outlier Detection in Large Databases. - Derya Birant; Alp Kut 001 (J. Comput. Inf. Technol., 2006)

Modeling and analyzing marine data using data mining techniques (Veri madenciliği tekniklerinin kullanılarak deniz verilerinin modellenmesi ve analizi) - Derya Birant (2006)

ST-DBSCAN: An algorithm for clustering spatial-temporal data. - Derya Birant; Alp Kut 001 (Data Knowl. Eng., 2007)

Improving quality assurance in education with web-based services by data mining and mobile technologies. - Arben Hajra; Derya Birant; Alp Kut 001 (EATIS, 2008)

The Efficiency of RSA Encrypted Video Calls on Mobile Internet Devices. - Mert Civriz; Derya Birant; Alp Kut 001 (WiMo, 2010)

An incremental genetic algorithm for classification and sensitivity analysis of its parameters. - Gözde Bakirli; Derya Birant; Alp Kut 001 (Expert Syst. Appl., 2011)

SOM++: Integration of Self-Organizing Map and K-Means++ Algorithms. - Yunus Dogan; Derya Birant; Alp Kut 001 (MLDM, 2013)

Naive Bayes classifier for continuous variables using novel method (NBC4D) and distributions. - Pelin Yildirim; Derya Birant (INISTA, 2014)

An ant colony optimisation approach for optimising SPARQL queries by reordering triple patterns. - Elem Guzel Kalayci; Tahir Emre Kalayci; Derya Birant (Inf. Syst., 2015)

DTreeSim: A new approach to compute decision tree similarity using re-mining. - Gözde Bakirli; Derya Birant (Turkish J. Electr. Eng. Comput. Sci., 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)

Comparative analysis of ensemble learning methods for signal classification. - Pelin Yildirim; Kökten Ulas Birant; Vladimir Radevski; Alp Kut 001; Derya Birant (SIU, 2018)

Server-Based Intelligent Public Transportation System with NFC. - Ufuk Demir Alan; Derya Birant (IEEE Intell. Transp. Syst. Mag., 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)

Data mining and machine learning in textile industry. - Pelin Yildirim; Derya Birant; Tuba Alpyildiz (WIREs Data Mining Knowl. Discov., 2018)

Comparison of Ensemble-Based Multiple Instance Learning Approaches. - Pelin Yildirim Taser; Kökten Ulas Birant; Derya Birant (INISTA, 2019)

Passenger scoring for free-pass promotion in public transportation. - Ufuk Demir Alan; Derya Birant (Turkish J. Electr. Eng. Comput. Sci., 2020)

Multitask-based association rule mining. - Pelin Yildirim Taser; Kökten Ulas Birant; Derya Birant (Turkish J. Electr. Eng. 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)

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)

Enhanced Bagging (eBagging): A Novel Approach for Ensemble Learning. - Göksu Tüysüzoglu; Derya Birant (Int. Arab J. Inf. Technol., 2020)

Multi-view learning for software defect prediction. - Elife Öztürk Kiyak; Derya Birant; Kökten Ulas Birant (e Informatica Softw. Eng. J., 2021)

Ordered physical human activity recognition based on ordinal classification. - Duygu Bagci Das; Derya 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)

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)

Machine learning and data mining in manufacturing. - Alican Dogan; Derya Birant (Expert Syst. Appl., 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)

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., 2021)

A new approach: semisupervised ordinal classification. - Ferda Ünal; Derya Birant; Özlem Seker (Turkish J. Electr. Eng. Comput. Sci., 2021)

K-centroid link: a novel hierarchical clustering linkage method. - Alican Dogan; Derya Birant (Appl. Intell., 2022)

T-PdM: a tripartite predictive maintenance framework using machine learning algorithms. - Özlem Ece Yürek; Derya Birant; Alp Kut 001 (Int. J. Comput. Sci. Eng., 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)

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)

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)

Temporal bagging: a new method for time-based ensemble learning. - Göksu Tüysüzoglu; Derya Birant; Volkan Kiranoglu (Turkish J. Electr. Eng. Comput. Sci., 2022)

Multi-Objective Multi-Instance Learning: A New Approach to Machine Learning for eSports. - Kökten Ulas Birant; Derya Birant (Entropy, 2023)

Human activity recognition based on multi-instance learning. - Duygu Bagci Das; Derya Birant (Expert Syst. J. Knowl. Eng., 2023)

Stepwise dynamic nearest neighbor (SDNN): a new algorithm for classification. - Deniz Karabas; Derya Birant; Pelin Yildirim Taser (Turkish J. Electr. Eng. Comput. Sci., 2023)

A new approach: ordinal predictive maintenance with ensemble binary decomposition (OPMEB). - Özlem Ece Yürek; Derya Birant (Turkish J. Electr. Eng. Comput. Sci., 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, 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., 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, 2024)

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)

A new machine learning method for rainfall classification: temporal random tree. - Kökten Ulas Birant; Bita Ghasemkhani; Özlem Varliklar; Derya Birant (PeerJ Comput. Sci., 2025)