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 6 131 0 28 May 2020
Hyperparameters and Tuning Strategies for Random Forest Philipp Probst Marvin N. Wright A. Boulesteix 106 1,375 0 10 Apr 2018
Tunability: Importance of Hyperparameters of Machine Learning Algorithms Philipp Probst B. Bischl A. Boulesteix 36 608 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 38 168 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 117 377 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 67 288 0 23 Feb 2016
Deep Learning in Finance J. B. Heaton Nicholas G. Polson J. Witte 34 167 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 179 2,760 0 18 Aug 2015
OpenML: networked science in machine learning Joaquin Vanschoren Jan N. van Rijn B. Bischl Luís Torgo FedML AI4CE 64 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 96 2,437 0 12 Dec 2010

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.