Improving Predictions of Tail-end Labels using Concatenated BioMed-Transformers for Long Medical Documents

1 code implementation • 3 Dec 2021 • Vithya Yogarajan, Bernhard Pfahringer, Tony Smith, Jacob Montiel

Improving the tail-end label predictions in multi-label classifications of medical text enables the potential to understand patients better and improve care.

Multi-Label Classification Multi-Label Learning

Predicting COVID-19 Patient Shielding: A Comprehensive Study

1 code implementation • 1 Oct 2021 • Vithya Yogarajan, Jacob Montiel, Tony Smith, Bernhard Pfahringer

This study focuses on techniques used for the multi-label classification of medical text.

Management Multi-Label Classification

River: machine learning for streaming data in Python

2 code implementations • 8 Dec 2020 • Jacob Montiel, Max Halford, Saulo Martiello Mastelini, Geoffrey Bolmier, Raphael Sourty, Robin Vaysse, Adil Zouitine, Heitor Murilo Gomes, Jesse Read, Talel Abdessalem, Albert Bifet

It is the result from the merger of the two most popular packages for stream learning in Python: Creme and scikit-multiflow.

BIG-bench Machine Learning Continual Learning

Adaptive XGBoost for Evolving Data Streams

1 code implementation • 15 May 2020 • Jacob Montiel, Rory Mitchell, Eibe Frank, Bernhard Pfahringer, Talel Abdessalem, Albert Bifet

The proposed method creates new members of the ensemble from mini-batches of data as new data becomes available.

General Classification

Seeing The Whole Patient: Using Multi-Label Medical Text Classification Techniques to Enhance Predictions of Medical Codes

2 code implementations • 29 Mar 2020 • Vithya Yogarajan, Jacob Montiel, Tony Smith, Bernhard Pfahringer

We also show that high dimensional embeddings pre-trained using health-related data present a significant improvement in a multi-label setting, similarly to the way they improve performance for binary classification.

Binary Classification General Classification +2

Scikit-Multiflow: A Multi-output Streaming Framework

1 code implementation • 12 Jul 2018 • Jacob Montiel, Jesse Read, Albert Bifet, Talel Abdessalem

Scikit-multiflow is a multi-output/multi-label and stream data mining framework for the Python programming language.