Performance evaluation and hyperparameter tuning of statistical and
machine-learning models using spatial data

Performance evaluation and hyperparameter tuning of statistical and machine-learning models using spatial data

29 March 2018

Jannes Muenchow

Papers citing "Performance evaluation and hyperparameter tuning of statistical and machine-learning models using spatial data"

12 / 12 papers shown

Title
Estimating the Prediction Performance of Spatial Models via Spatial k-Fold Cross Validation J. Pohjankukka T. Pahikkala P. Nevalainen J. Heikkonen 10 131 0 28 May 2020
Hyperparameters and Tuning Strategies for Random Forest Philipp Probst Marvin N. Wright A. Boulesteix 109 1,375 0 10 Apr 2018
Tunability: Importance of Hyperparameters of Machine Learning Algorithms Philipp Probst B. Bischl A. Boulesteix 45 608 0 26 Feb 2018
mlrMBO: A Modular Framework for Model-Based Optimization of Expensive Black-Box Functions B. Bischl Jakob Richter Jakob Bossek Daniel Horn Janek Thomas Michel Lang 45 168 0 09 Mar 2017
PMLB: A Large Benchmark Suite for Machine Learning Evaluation and Comparison Randal S. Olson William La Cava Patryk Orzechowski Ryan J. Urbanowicz J. Moore 197 377 0 01 Mar 2017
Auditing Black-box Models for Indirect Influence Philip Adler Casey Falk Sorelle A. Friedler Gabriel Rybeck C. Scheidegger Brandon Smith Suresh Venkatasubramanian TDI MLAU 96 288 0 23 Feb 2016
Deep Learning in Finance J. B. Heaton Nicholas G. Polson J. Witte 46 167 0 21 Feb 2016
A Random Forest Guided Tour Gérard Biau Erwan Scornet AI4TS 170 2,768 0 18 Nov 2015
Empirical AUC for evaluating probabilistic forecasts Simon Byrne AI4TS 66 25 0 22 Aug 2015
ranger: A Fast Implementation of Random Forests for High Dimensional Data in C++ and R Marvin N. Wright A. Ziegler 200 2,760 0 18 Aug 2015
OpenML: networked science in machine learning Joaquin Vanschoren Jan N. van Rijn B. Bischl Luís Torgo FedML AI4CE 93 1,310 0 29 Jul 2014
A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning E. Brochu Vlad M. Cora Nando de Freitas GP 108 2,437 0 12 Dec 2010