Search Results for author: Michael Bain

Found 6 papers, 1 papers with code

Defining Reference Sequences for Nocardia Species by Similarity and Clustering Analyses of 16S rRNA Gene Sequence Data

no code implementations29 Nov 2023 Manal Helal, Fanrong Kong, Sharon C. A. Chen, Michael Bain, Richard Christen, Vitali Sintchenko

The most representative 16S rRNA sequences for individual Nocardia species have been identified as 'centroids' in respective clusters from which the distances to all other sequences were minimized; 110 16S rRNA gene sequences with identifications recorded only at the genus level were classified using machine learning methods.

Clustering Dimensionality Reduction

A Protocol for Intelligible Interaction Between Agents That Learn and Explain

no code implementations4 Jan 2023 Ashwin Srinivasan, Michael Bain, A. Baskar, Enrico Coiera

In this paper we view the interaction between humans and ML systems within the broader context of interaction between agents capable of learning and explanation.

One-way Explainability Isn't The Message

no code implementations5 May 2022 Ashwin Srinivasan, Michael Bain, Enrico Coiera

We propose operational principles -- we call them Intelligibility Axioms -- to guide the design of a collaborative decision-support system.

Logical Explanations for Deep Relational Machines Using Relevance Information

no code implementations2 Jul 2018 Ashwin Srinivasan, Lovekesh Vig, Michael Bain

We investigate the use of a Bayes-like approach to identify logical proxies for local predictions of a DRM.

Inductive logic programming

B-CNN: Branch Convolutional Neural Network for Hierarchical Classification

4 code implementations28 Sep 2017 Xinqi Zhu, Michael Bain

In this way we show that CNN based models can be forced to learn successively coarse to fine concepts in the internal layers at the output stage, and that hierarchical prior knowledge can be adopted to boost CNN models' classification performance.

Classification General Classification

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