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Is Machine Learning Unsafe and Irresponsible in Social Sciences? Paradoxes and Reconsidering from Recidivism Prediction Tasks
The paper addresses some fundamental and hotly debated issues for high-stakes event predictions underpinning the computational approach to social sciences.
Supervised feature selection with orthogonal regression and feature weighting
Effective features can improve the performance of a model, which can thus help us understand the characteristics and underlying structure of complex data.
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