Search Results for author: Alican Büyükçakır

Found 3 papers, 2 papers with code

On-the-Fly Ensemble Pruning in Evolving Data Streams

no code implementations15 Sep 2021 Sanem Elbasi, Alican Büyükçakır, Hamed Bonab, Fazli Can

Ensemble pruning is the process of selecting a subset of componentclassifiers from an ensemble which performs at least as well as theoriginal ensemble while reducing storage and computational costs. Ensemble pruning in data streams is a largely unexplored area ofresearch.

Ensemble Pruning

A Hidden Challenge of Link Prediction: Which Pairs to Check?

1 code implementation15 Feb 2021 Caleb Belth, Alican Büyükçakır, Danai Koutra

Thus, link prediction methods, which often rely on proximity-preserving embeddings or heuristic notions of node similarity, face a vast search space, with many pairs that are in close proximity, but that should not be linked.

Link Prediction Representation Learning

A Novel Online Stacked Ensemble for Multi-Label Stream Classification

1 code implementation26 Sep 2018 Alican Büyükçakır, Hamed Bonab, Fazli Can

As data streams become more prevalent, the necessity for online algorithms that mine this transient and dynamic data becomes clearer.

Classification General Classification +1

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