Jekyll2023-02-08T10:42:18+00:00https://proceedings.mlr.press/v64/feed.xmlProceedings of Machine Learning ResearchProceedings of the Workshop on Automatic Machine Learning
Held in New York, New York, USA on 24 June 2016
Published as Volume 64 by the Proceedings of Machine Learning Research on 04 December 2016.
Volume Edited by:
Frank Hutter
Lars Kotthoff
Joaquin Vanschoren
Series Editors:
Neil D. Lawrence
Mark Reid
PMLREffect of Incomplete Meta-dataset on Average Ranking Method2016-12-04T00:00:00+00:002016-12-04T00:00:00+00:00https://proceedings.mlr.press/v64/adbdulrahman_effect_2016[{"given"=>"Salisu Mamman", "family"=>"Abdulrahman"}, {"given"=>"Pavel", "family"=>"Brazdil"}]A Strategy for Ranking Optimization Methods using Multiple Criteria2016-12-04T00:00:00+00:002016-12-04T00:00:00+00:00https://proceedings.mlr.press/v64/dewancker_strategy_2016[{"given"=>"Ian", "family"=>"Dewancker"}, {"given"=>"Michael", "family"=>"McCourt"}, {"given"=>"Scott", "family"=>"Clark"}, {"given"=>"Patrick", "family"=>"Hayes"}, {"given"=>"Alexandra", "family"=>"Johnson"}, {"given"=>"George", "family"=>"Ke"}]A Brief Review of the ChaLearn AutoML Challenge: Any-time Any-dataset Learning Without Human Intervention2016-12-04T00:00:00+00:002016-12-04T00:00:00+00:00https://proceedings.mlr.press/v64/guyon_review_2016[{"given"=>"Isabelle", "family"=>"Guyon"}, {"given"=>"Imad", "family"=>"Chaabane"}, {"given"=>"Hugo Jair", "family"=>"Escalante"}, {"given"=>"Sergio", "family"=>"Escalera"}, {"given"=>"Damir", "family"=>"Jajetic"}, {"given"=>"James Robert", "family"=>"Lloyd"}, {"given"=>"Núria", "family"=>"Macià"}, {"given"=>"Bisakha", "family"=>"Ray"}, {"given"=>"Lukasz", "family"=>"Romaszko"}, {"given"=>"Michèle", "family"=>"Sebag"}, {"given"=>"Alexander", "family"=>"Statnikov"}, {"given"=>"Sébastien", "family"=>"Treguer"}, {"given"=>"Evelyne", "family"=>"Viegas"}]Scalable Structure Discovery in Regression using Gaussian Processes2016-12-04T00:00:00+00:002016-12-04T00:00:00+00:00https://proceedings.mlr.press/v64/kim_scalable_2016[{"given"=>"Hyunjik", "family"=>"Kim"}, {"given"=>"Yee Whye", "family"=>"Teh"}]Bayesian optimization for automated model selection2016-12-04T00:00:00+00:002016-12-04T00:00:00+00:00https://proceedings.mlr.press/v64/malkomes_bayesian_2016[{"given"=>"Gustavo", "family"=>"Malkomes"}, {"given"=>"Chip", "family"=>"Schaff"}, {"given"=>"Roman", "family"=>"Garnett"}]Towards Automatically-Tuned Neural Networks2016-12-04T00:00:00+00:002016-12-04T00:00:00+00:00https://proceedings.mlr.press/v64/mendoza_towards_2016[{"given"=>"Hector", "family"=>"Mendoza"}, {"given"=>"Aaron", "family"=>"Klein"}, {"given"=>"Matthias", "family"=>"Feurer"}, {"given"=>"Jost Tobias", "family"=>"Springenberg"}, {"given"=>"Frank", "family"=>"Hutter"}]TPOT: A Tree-based Pipeline Optimization Tool for Automating Machine Learning2016-12-04T00:00:00+00:002016-12-04T00:00:00+00:00https://proceedings.mlr.press/v64/olson_tpot_2016[{"given"=>"Randal S.", "family"=>"Olson"}, {"given"=>"Jason H.", "family"=>"Moore"}]Parameter-Free Convex Learning through Coin Betting2016-12-04T00:00:00+00:002016-12-04T00:00:00+00:00https://proceedings.mlr.press/v64/orabona_parameter_2016[{"given"=>"Francesco", "family"=>"Orabona"}, {"given"=>"Dávid", "family"=>"Pál"}]Adapting Multicomponent Predictive Systems using Hybrid Adaptation Strategies with Auto-WEKA in Process Industry2016-12-04T00:00:00+00:002016-12-04T00:00:00+00:00https://proceedings.mlr.press/v64/salvador_adapting_2016[{"given"=>"Manuel Martin", "family"=>"Salvador"}, {"given"=>"Marcin", "family"=>"Budka"}, {"given"=>"Bogdan", "family"=>"Gabrys"}]