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Data Summarization

4 papers with code · Miscellaneous

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apricot: Submodular selection for data summarization in Python

8 Jun 2019jmschrei/apricot

This paper presents an explanation of submodular selection, an overview of the features in apricot, and an application to several data sets.

DATA SUMMARIZATION

Fair k-Center Clustering for Data Summarization

24 Jan 2019matthklein/fair_k_center_clustering

In data summarization we want to choose $k$ prototypes in order to summarize a data set.

DATA SUMMARIZATION

A Mixed Hierarchical Attention based Encoder-Decoder Approach for Standard Table Summarization

NAACL 2018 parajain/StructuredData_To_Descriptions

Structured data summarization involves generation of natural language summaries from structured input data.

DATA SUMMARIZATION

Fair and Diverse DPP-based Data Summarization

ICML 2018 DamianStraszak/FairDiverseDPPSampling

Sampling methods that choose a subset of the data proportional to its diversity in the feature space are popular for data summarization.

DATA SUMMARIZATION