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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

Trend · papers per month

count% of corpus
0.3%0.5%0.8%0.4% · Jun 201119922001200920172026
2 results for “human-oriented”
Weight of Evidence as a Basis for Human-Oriented Explanationscs.LG

The paper introduces a new framework for making machine learning explanations more understandable to humans.

problem Making machine learning explanations comprehensible and aligned with human preferences.
method Inspired by philosophy, cognitive science, and social sciences, the paper formalizes a framework using the concept of 'weight of evidence' from information theory.
result The framework produces intuitive and comprehensible explanations that align with human preferences.
interpretabilitymachine learningexplanationsweight of evidencehuman-oriented
2019-10-29abs ↗pdf ↗
Knowledge Dispersion Index for Measuring Intellectual Capitalcs.SI

In this paper we propose a novel index to quantify and measure the flow of information on macro and micro scales. We discuss the implications of this index for knowledge management fields and also as intellectual capital that can thus be utilized by entrepreneurs. We explore different function and human oriented metric…

2011-06-14abs ↗pdf ↗