Revisiting Distributional Correspondence Indexing: A Python Reimplementation and New Experiments

19 Oct 2018Alejandro MoreoAndrea EsuliFabrizio Sebastiani

This paper introduces PyDCI, a new implementation of Distributional Correspondence Indexing (DCI) written in Python. DCI is a transfer learning method for cross-domain and cross-lingual text classification for which we had provided an implementation (here called JaDCI) built on top of JaTeCS, a Java framework for text classification... (read more)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK COMPARE
Sentiment Analysis Multi-Domain Sentiment Dataset Distributional Correspondence Indexing DVD 81.00 # 1
Sentiment Analysis Multi-Domain Sentiment Dataset Distributional Correspondence Indexing Books 81.4 # 1
Sentiment Analysis Multi-Domain Sentiment Dataset Distributional Correspondence Indexing Electronics 85,06 # 5
Sentiment Analysis Multi-Domain Sentiment Dataset Distributional Correspondence Indexing Kitchen 85.9 # 1
Sentiment Analysis Multi-Domain Sentiment Dataset Distributional Correspondence Indexing Average 83.30 # 1