Search Results for author: Jun Otsuka

Found 3 papers, 0 papers with code

What Machine Learning Tells Us About the Mathematical Structure of Concepts

no code implementations28 Aug 2024 Jun Otsuka

This paper examines the connections among various approaches to understanding concepts in philosophy, cognitive science, and machine learning, with a particular focus on their mathematical nature.

Philosophy

On the Equivalence of Causal Models: A Category-Theoretic Approach

no code implementations18 Jan 2022 Jun Otsuka, Hayato Saigo

We develop a category-theoretic criterion for determining the equivalence of causal models having different but homomorphic directed acyclic graphs over discrete variables.

Multi-level computational methods for interdisciplinary research in the HathiTrust Digital Library

no code implementations3 Feb 2017 Jaimie Murdock, Colin Allen, Katy Börner, Robert Light, Simon McAlister, Andrew Ravenscroft, Robert Rose, Doori Rose, Jun Otsuka, David Bourget, John Lawrence, Chris Reed

We show how faceted search using a combination of traditional classification systems and mixed-membership topic models can go beyond keyword search to inform resource discovery, hypothesis formulation, and argument extraction for interdisciplinary research.

General Classification Philosophy +1

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