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Data Valuation Explained

Data valuation is an exciting emerging topic that is now impacting many research areas. In this video, I give an introduction to data valuation and data marketplaces through simple illustrative examples. 00:00 Intro: what is data valuation? 02:52 Ideas behind data marketplaces 06:57 Relation to interpretable machine learning 08:57 Leave-one-out approach 14:19 Game theory for data valuation 19:30 Example: data valuation for linear regression 28:31 Some principles of data valuation 29:54 Example: data valuation for support vector machines 34:47 Example: data valuation in image classification 37:19 Other applications Some useful links: https://arxiv.org/abs/1805.08125 – paper “A Marketplace for Data: An Algorithmic Solution”    • A Marketplace for Data: An Algorithmi...   – talk about data marketplaces by Prof. Munther Dahleh https://arxiv.org/abs/1602.04938 – paper “Why Should I Trust You?: Explaining the Predictions of Any Classifier” https://arxiv.org/abs/2311.05346 – paper “Accelerated Shapley Value Approximation for Data Evaluation” https://arxiv.org/abs/2104.12199 – paper “Sampling Permutations for Shapley Value Estimation” https://ieeexplore.ieee.org/document/... – paper “Towards Data Markets in Renewable Energy Forecasting”    • What is Your Data Worth? Equitable Da...   – video about data valuation in machine learning    • Machine Learning Lecture 14 "(Linear)...   – lecture about support vector machines Andrey Churkin (Андрей Чуркин) 2024 https://andreychurkin.ru/