Search Results for author: Arda Fazla

Found 4 papers, 2 papers with code

Hybrid State Space-based Learning for Sequential Data Prediction with Joint Optimization

no code implementations19 Sep 2023 Mustafa E. Aydın, Arda Fazla, Suleyman S. Kozat

We achieve this by introducing novel state space representations for the base models, which are then combined to provide a full state space representation of the hybrid or the ensemble.

Feature Engineering Time Series

Context-Aware Ensemble Learning for Time Series

no code implementations30 Nov 2022 Arda Fazla, Mustafa Enes Aydin, Orhun Tamyigit, Suleyman Serdar Kozat

Unlike all the literature in ensembling, for the first time, we introduce a new approach using a meta learner that effectively combines the base model predictions via using a superset of the features that is the union of the base models' feature vectors instead of the predictions themselves.

Ensemble Learning Time Series +1

Numerical Weather Forecasting using Convolutional-LSTM with Attention and Context Matcher Mechanisms

2 code implementations1 Feb 2021 Selim Furkan Tekin, Arda Fazla, Suleyman Serdar Kozat

To this end, we introduce a novel deep learning architecture for forecasting high-resolution spatio-temporal weather data.

Weather Forecasting

Semi-Automatic Annotation For Visual Object Tracking

1 code implementation18 Jan 2021 Kutalmis Gokalp Ince, Aybora Koksal, Arda Fazla, A. Aydin Alatan

For detection, we use an off-the-shelf object detector which is trained iteratively with the annotations generated by the proposed method, and we perform object detection on each frame independently.

Incremental Learning Object +3

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