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McKelvey School of Engineering Theses & Dissertations

2017

Machine Learning

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On The Aggregation Of Subjective Inputs From Multiple Sources, Mithun Chakraborty May 2017

On The Aggregation Of Subjective Inputs From Multiple Sources, Mithun Chakraborty

McKelvey School of Engineering Theses & Dissertations

When we have a population of individuals or artificially intelligent agents possessing diverse subjective inputs (e.g. predictions, opinions, etc.) about a common topic, how should we collect and combine them into a single judgment or estimate? This has long been a fundamental question across disciplines that concern themselves with forecasting and decision-making, and has attracted the attention of computer scientists particularly on account of the proliferation of online platforms for electronic commerce and the harnessing of collective intelligence. In this dissertation, I study this problem through the lens of computational social science in three main parts: (1) Incentives in information …