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Combinatorial Modelling and Learning with Prediction Markets

arXiv.org Artificial Intelligence

Combining models in appropriate ways to achieve high performance is commonly seen in machine learning fields today. Although a large amount of combinatorial models have been created, little attention is drawn to the commons in different models and their connections. A general modelling technique is thus worth studying to understand model combination deeply and shed light on creating new models. Prediction markets show a promise of becoming such a generic, flexible combinatorial model. By reviewing on several popular combinatorial models and prediction market models, this paper aims to show how the market models can generalise different combinatorial stuctures and how they implement these popular combinatorial models in specific conditions. Besides, we will see among different market models, Storkey's \emph{Machine Learning Markets} provide more fundamental, generic modelling mechanisms than the others, and it has a significant appeal for both theoretical study and application.


3w Market News Reports – 3rd Market Reports and Analytics

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AI Chip Market to Reach US$ 83,252.7 Mn at CAGR of 35% in 2027

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Research and Markets - Market Research Reports - Welcome

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As the volume of on-road automobiles increases dramatically, the search for new technologies to reduce fuel emissions and lower fuel consumption is key. We take a look at some new developments gaining popularity with leading automobile companies.


Global Customer Journey Analytics Market and Forecast to 2027

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Our experts' team has taken into account each and every aspects right from the market share, size, status and growth. This report provides the estimation of market size for value (million USD) and volume. Both top-down and bottom-up approaches have been used to evaluate and validate the market size of Customer Journey Analytics market, to estimate the size of various other dependent submarkets. Leading players in the market have been identified through secondary research. All percentage shares, splits, and breakdowns have been determined using secondary sources and verified primary sources.