Introduction to Structured Prediction

2014 ◽  
Keyword(s):  
Structured Prediction

Cell tracking via Structured Prediction and Learning

2017 ◽  
Vol 28 (8) ◽  
pp. 859-874 ◽  
Author(s):  
Wan Jiuqing ◽  
Chen Xu ◽  
Zeng Xianhang
Keyword(s):  
Cell Tracking ◽  
Structured Prediction

scholarly journals Dual Coordinate Descent Algorithms for Efficient Large Margin Structured Prediction

2013 ◽  
Vol 1 ◽  
pp. 207-218 ◽  
Author(s):  
Ming-Wei Chang ◽  
Wen-tau Yih
Keyword(s):  
Named Entity Recognition ◽  
Weight Vector ◽  
Coordinate Descent ◽  
Structured Prediction ◽  
Entity Recognition ◽  
Stochastic Gradient Descent ◽  
Support Vector ◽  
Modeling Tools ◽  
Wide Range ◽  
Dual Coordinate Descent

Due to the nature of complex NLP problems, structured prediction algorithms have been important modeling tools for a wide range of tasks. While there exists evidence showing that linear Structural Support Vector Machine (SSVM) algorithm performs better than structured Perceptron, the SSVM algorithm is still less frequently chosen in the NLP community because of its relatively slow training speed. In this paper, we propose a fast and easy-to-implement dual coordinate descent algorithm for SSVMs. Unlike algorithms such as Perceptron and stochastic gradient descent, our method keeps track of dual variables and updates the weight vector more aggressively. As a result, this training process is as efficient as existing online learning methods, and yet derives consistently better models, as evaluated on four benchmark NLP datasets for part-of-speech tagging, named-entity recognition and dependency parsing.

scholarly journals Semi-supervised Structured Prediction with Neural CRF Autoencoder

2017 ◽  
Author(s):  
Xiao Zhang ◽  
Yong Jiang ◽  
Hao Peng ◽  
Kewei Tu ◽  
Dan Goldwasser
Keyword(s):  
Structured Prediction

Learning inverse kinematics with structured prediction

2011 ◽  
Author(s):  
Botond Bocsi ◽  
Duy Nguyen-Tuong ◽  
Lehel Csato ◽  
Bernhard Scholkopf ◽  
Jan Peters
Keyword(s):  
Inverse Kinematics ◽  
Structured Prediction
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