Derya Birant

Orcid: 0000-0003-3138-0432

According to our database1, Derya Birant authored at least 43 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of five.

Timeline

Legend:

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PhD thesis 
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Bibliography

2024
Machine Learning Model Development to Predict Power Outage Duration (POD): A Case Study for Electric Utilities.
Sensors, July, 2024

ERIM: An ensemble of rare itemset mining and its application in the automotive industry.
Expert Syst. J. Knowl. Eng., June, 2024

A Novel Classification Method: Neighborhood-Based Positive Unlabeled Learning Using Decision Tree (NPULUD).
Entropy, May, 2024

A new approach: ordinal predictive maintenance with ensemble binary decomposition (OPMEB).
Turkish J. Electr. Eng. Comput. Sci., 2024

2023
Stepwise dynamic nearest neighbor (SDNN): a new algorithm for classification.
Turkish J. Electr. Eng. Comput. Sci., September, 2023

Human activity recognition based on multi-instance learning.
Expert Syst. J. Knowl. Eng., August, 2023

Multi-Objective Multi-Instance Learning: A New Approach to Machine Learning for eSports.
Entropy, January, 2023

2022
Temporal bagging: a new method for time-based ensemble learning.
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.
Symmetry, 2022

Improving the Performance and Explainability of Indoor Human Activity Recognition in the Internet of Things Environment.
Symmetry, 2022

Multi-view multi-depth soil temperature prediction (MV-MD-STP): a new approach using machine learning and time series methods.
Int. J. Intell. Eng. Informatics, 2022

T-PdM: a tripartite predictive maintenance framework using machine learning algorithms.
Int. J. Comput. Sci. Eng., 2022

K-centroid link: a novel hierarchical clustering linkage method.
Appl. Intell., 2022

2021
A new approach: semisupervised ordinal classification.
Turkish J. Electr. Eng. Comput. Sci., May, 2021

An improved version of multi-view k-nearest neighbors (MVKNN) for multiple view learning.
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.
Sensors, 2021

Machine learning and data mining in manufacturing.
Expert Syst. Appl., 2021

Time-oriented interactive process miner: a new approach for time prediction.
Turkish J. Electr. Eng. Comput. Sci., 2021

Deep learning for Turkish makam music composition.
Turkish J. Electr. Eng. Comput. Sci., 2021

Ordered physical human activity recognition based on ordinal classification.
Turkish J. Electr. Eng. Comput. Sci., 2021

Multi-view learning for software defect prediction.
e Informatica Softw. Eng. J., 2021

2020
Enhanced Bagging (eBagging): A Novel Approach for Ensemble Learning.
Int. Arab J. Inf. Technol., July, 2020

Comparison of Image-Based and Text-Based Source Code Classification Using Deep Learning.
SN Comput. Sci., 2020

A Two-Level Approach based on Integration of Bagging and Voting for Outlier Detection.
J. Data Inf. Sci., 2020

Multitask-based association rule mining.
Turkish J. Electr. Eng. Comput. Sci., 2020

Passenger scoring for free-pass promotion in public transportation.
Turkish J. Electr. Eng. Comput. Sci., 2020

2019
Comparison of Ensemble-Based Multiple Instance Learning Approaches.
Proceedings of the IEEE International Symposium on INnovations in Intelligent SysTems and Applications, 2019

2018
Data mining and machine learning in textile industry.
WIREs Data Mining Knowl. Discov., 2018

Novel Two-Dimensional Visualization Approaches for Multivariate Centroids of Clustering Algorithms.
Sci. Program., 2018

Server-Based Intelligent Public Transportation System with NFC.
IEEE Intell. Transp. Syst. Mag., 2018

Comparative analysis of ensemble learning methods for signal classification.
Proceedings of the 26th Signal Processing and Communications Applications Conference, 2018

2017
Discovering the relationships between yarn and fabric properties using association rule mining.
Turkish J. Electr. Eng. Comput. Sci., 2017

DTreeSim: A new approach to compute decision tree similarity using re-mining.
Turkish J. Electr. Eng. Comput. Sci., 2017

2015
An ant colony optimisation approach for optimising SPARQL queries by reordering triple patterns.
Inf. Syst., 2015

2014
Naive Bayes classifier for continuous variables using novel method (NBC4D) and distributions.
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.
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.
Expert Syst. Appl., 2011

2010
The Efficiency of RSA Encrypted Video Calls on Mobile Internet Devices.
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.
Proceedings of the 2008 Euro American conference on Telematics and Information Systems, 2008

2007
ST-DBSCAN: An algorithm for clustering spatial-temporal data.
Data Knowl. Eng., 2007

2006
Modeling and analyzing marine data using data mining techniques (Veri madenciliği tekniklerinin kullanılarak deniz verilerinin modellenmesi ve analizi)
PhD thesis, 2006

Spatio-Temporal Outlier Detection in Large Databases.
J. Comput. Inf. Technol., 2006

2004
An Approach for Parallel Execution of Web Services.
Proceedings of the IEEE International Conference on Web Services (ICWS'04), 2004


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