arXiv Open Access 2020

Score-Based Explanations in Data Management and Machine Learning

Leopoldo Bertossi

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Abstrak

We describe some approaches to explanations for observed outcomes in data management and machine learning. They are based on the assignment of numerical scores to predefined and potentially relevant inputs. More specifically, we consider explanations for query answers in databases, and for results from classification models. The described approaches are mostly of a causal and counterfactual nature. We argue for the need to bring domain and semantic knowledge into score computations; and suggest some ways to do this.

Topik & Kata Kunci

cs.DB cs.AI cs.LG

Penulis (1)

Leopoldo Bertossi

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Bertossi, L. (2020). Score-Based Explanations in Data Management and Machine Learning. https://arxiv.org/abs/2007.12799

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Informasi Jurnal

Tahun Terbit: 2020
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓