Search Results for author: Alexander Braylan

Found 3 papers, 2 papers with code

A General Model for Aggregating Annotations Across Simple, Complex, and Multi-Object Annotation Tasks

1 code implementation20 Dec 2023 Alexander Braylan, Madalyn Marabella, Omar Alonso, Matthew Lease

Beyond investigating these research questions above, we discuss the foundational concept of annotation complexity, present a new aggregation model as a bridge between traditional models and our own, and contribute a new semi-supervised learning method for complex label aggregation that outperforms prior work.

Model Selection Navigate

Measuring Annotator Agreement Generally across Complex Structured, Multi-object, and Free-text Annotation Tasks

1 code implementation15 Dec 2022 Alexander Braylan, Omar Alonso, Matthew Lease

When annotators label data, a key metric for quality assurance is inter-annotator agreement (IAA): the extent to which annotators agree on their labels.

text annotation

Reuse of Neural Modules for General Video Game Playing

no code implementations4 Dec 2015 Alexander Braylan, Mark Hollenbeck, Elliot Meyerson, Risto Miikkulainen

A general approach to knowledge transfer is introduced in which an agent controlled by a neural network adapts how it reuses existing networks as it learns in a new domain.

Atari Games Decision Making +1

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