Gradient Boosted Decision Trees for High Dimensional Sparse Output
暂无分享,去创建一个
Inderjit S. Dhillon | Cho-Jui Hsieh | Huan Zhang | S. Sathiya Keerthi | Dhruv Kumar Mahajan | Si Si | Cho-Jui Hsieh | I. Dhillon | D. Mahajan | S. Keerthi | Si Si | Huan Zhang
[1] Prateek Jain,et al. Sparse Local Embeddings for Extreme Multi-label Classification , 2015, NIPS.
[2] Tie-Yan Liu,et al. A Communication-Efficient Parallel Algorithm for Decision Tree , 2016, NIPS.
[3] Ben Taskar,et al. Efficient Second-Order Gradient Boosting for Conditional Random Fields , 2015, AISTATS.
[4] Manik Varma,et al. FastXML: a fast, accurate and stable tree-classifier for extreme multi-label learning , 2014, KDD.
[5] Bernhard Schölkopf,et al. DiSMEC: Distributed Sparse Machines for Extreme Multi-label Classification , 2016, WSDM.
[6] Eyke Hüllermeier,et al. Extreme F-measure Maximization using Sparse Probability Estimates , 2016, ICML.
[7] Joseph K. Bradley,et al. Yggdrasil: An Optimized System for Training Deep Decision Trees at Scale , 2016, NIPS.
[8] Inderjit S. Dhillon,et al. Goal-Directed Inductive Matrix Completion , 2016, KDD.
[9] Andy Liaw,et al. Classification and Regression by randomForest , 2007 .
[10] John Langford,et al. Logarithmic Time Online Multiclass prediction , 2015, NIPS.
[11] Nathan Halko,et al. Finding Structure with Randomness: Probabilistic Algorithms for Constructing Approximate Matrix Decompositions , 2009, SIAM Rev..
[12] Inderjit S. Dhillon,et al. Multi-Scale Spectral Decomposition of Massive Graphs , 2014, NIPS.
[13] Tianqi Chen,et al. XGBoost: A Scalable Tree Boosting System , 2016, KDD.
[14] Robert E. Schapire,et al. A Brief Introduction to Boosting , 1999, IJCAI.
[15] Manik Varma,et al. Multi-label learning with millions of labels: recommending advertiser bid phrases for web pages , 2013, WWW.
[16] J. Friedman. Stochastic gradient boosting , 2002 .
[17] Roberto J. Bayardo,et al. PLANET: Massively Parallel Learning of Tree Ensembles with MapReduce , 2009, Proc. VLDB Endow..
[18] Leo Breiman,et al. Bagging Predictors , 1996, Machine Learning.
[19] Pradeep Ravikumar,et al. PD-Sparse : A Primal and Dual Sparse Approach to Extreme Multiclass and Multilabel Classification , 2016, ICML.
[20] J. Friedman. Greedy function approximation: A gradient boosting machine. , 2001 .
[21] Inderjit S. Dhillon,et al. Large-scale Multi-label Learning with Missing Labels , 2013, ICML.