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Structured prediction

Known as: Latent variable structured perceptron, Structured perceptron, Structured learning 
Structured prediction or structured (output) learning is an umbrella term for supervised machine learning techniques that involves predicting… 
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Related topics

Related topics

30 relations
Bayesian networkBias–variance tradeoffBioinformaticsBranch and bound

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
Highly Cited
2014
Highly Cited
2014
Innovations in STEM education: the Go-Lab federation of online labs
The Go-Lab federation of online labs opens up virtual laboratories (simulation), remote laboratories (real equipment accessible… 
Highly Cited
2012
Highly Cited
2012
Efficient structured prediction for 3D indoor scene understanding
Existing approaches to indoor scene understanding formulate the problem as a structured prediction task focusing on estimating… 
Highly Cited
2010
Highly Cited
2010
Direct Loss Minimization for Structured Prediction
In discriminative machine learning one is interested in training a system to optimize a certain desired measure of performance… 
Highly Cited
2010
Highly Cited
2010
High Five: Recognising human interactions in TV shows
In this paper we address the problem of recognising interactions between two people in realistic scenarios for video retrieval… 
Review
2009
Review
2009
Performance Measurement in Simulation-Based Training
Simulation-based training (SBT) is a methodology for providing systematic and structured learning experiences. The effectinvess… 
Highly Cited
2008
Highly Cited
2008
Learning Grasp Strategies with Partial Shape Information
We consider the problem of grasping novel objects in cluttered environments. If a full 3-d model of the scene were available, one… 
Highly Cited
2007
Highly Cited
2007
Structured Prediction Models via the Matrix-Tree Theorem
This paper provides an algorithmic framework for learning statistical models involving directed spanning trees, or equivalently… 
Highly Cited
2006
Highly Cited
2006
Boosting Structured Prediction for Imitation Learning
The Maximum Margin Planning (MMP) (Ratliff et al., 2006) algorithm solves imitation learning problems by learning linear mappings… 
Highly Cited
2002
Highly Cited
2002
A mobile scaffolding-aid-based bird-watching learning system
In this paper, we develop a mobile scaffolding-aid-based bird-watching learning system, which aims to construct an outdoor… 
Highly Cited
2000
Highly Cited
2000
Designing Learning Environments for Cultural Inclusivity: A Case Study of Indigenous Online Learning at Tertiary Level.
Flexible delivery of educational resources must take account of cultural variables and recognise the specific learning needs… 
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