Working Papers

Focused Concept Miner (FCM): Interpretable Deep Learning for Text Exploration

Dokyun Lee

Emaad Ahmed Manzoor

Carnegie Mellon University

Zhaoqi Cheng

Carnegie Mellon University

Apr 28, 2021

Introduces the Focused Concept Miner (FCM), an interpretable deep learning text mining algorithm to (1) automatically extract interpretable high-level concepts from text data, (2) focus the extracted concepts to correlate with user-provided business outcomes, and (3) quantify the correlational importance of the extracted concepts.

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