Publication | Closed Access
Interactive gender inference with integer linear programming
10
Citations
15
References
2015
Year
Artificial IntelligenceInteractive Gender InferenceEngineeringCorpus LinguisticsText MiningConstraint ProgrammingNatural Language ProcessingInteractive Machine LearningData ScienceComputational LinguisticsLanguage StudiesStatisticsInteger Linear ProgrammingInteger ProgrammingAutomated ReasoningStatistical InferenceGender InferenceProbabilistic ProgrammingLinguistics
Interactive gender inference aims to infer the genders of the two involved users in a communication from the interactive text. In this paper, we address this task by proposing a joint inference approach which well incorporates label correlations among the instances. Specifically, an Integer Linear Programming (ILP) approach is proposed to achieve global optimization with various kinds of intra-task and extra-task constraints. Empirical studies demonstrate the effectiveness of the proposed ILP-based approach to interactive gender inference.
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