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Journal of Machine Learning Research, ISSN 1532-4435, 09/2016, Volume 17
The MLR package provides a generic, object-oriented, and extensible framework for classification, regression, survival analysis and clustering for the R... 
Visualization | Feature selection | Model selection | Machine learning | Benchmarking | Data mining | Hyperparameter tuning | visualization | benchmarking | data mining | model selection | machine learning | hyperparameter tuning | feature selection | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Journal Article
European Journal of Personality, ISSN 0890-2070, 11/2017, Volume 31, Issue 6, pp. 701 - 722
Journal Article
Journal of Statistical Software, ISSN 1548-7660, 03/2015, Volume 64, Issue 11, pp. 1 - 25
Empirical analysis of statistical algorithms often demands time-consuming experiments. We present two R packages which greatly simplify working in batch... 
High-performance computing | Reproducibility | Batch computing | batch computing | STATISTICS & PROBABILITY | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | reproducibility | high-performance computing
Journal Article
European Archives of Psychiatry and Clinical Neuroscience, ISSN 0940-1334, 2018, Volume 270, Issue 2, pp. 153 - 168
The intentional distortion of test results presents a fundamental problem to self-report-based psychiatric assessment, such as screening for depressive... 
Depression | Response patterns | Faking | Assessment | Machine learning | PSYCHIATRY | CLASSIFICATION | RESPONSE DISTORTION | SECONDARY GAIN | LATENCIES | CLINICAL NEUROLOGY | INVENTORY | DISABILITY | FAKERS | VALIDITY | PERSONALITY TESTS | Learning algorithms | Algorithms | Statistical analysis | Motivation | Mental disorders | Cognitive ability | Clinical trials | Artificial intelligence
Journal Article
Computational and mathematical methods in medicine, ISSN 1748-670X, 2018, Volume 2018, pp. 2430438 - 1
[This corrects the article DOI: 10.1155/2017/1421409.]. 
Corrigendum
Journal Article
Journal Article
Computational Statistics, ISSN 0943-4062, 9/2018, Volume 33, Issue 3, pp. 1125 - 1126
To access, purchase, authenticate, or subscribe to the full-text of this article, please visit this link: http://dx.doi.org/10.1007/s00180-018-0823-x 
Probability Theory and Stochastic Processes | Statistics, general | Statistics | Economic Theory/Quantitative Economics/Mathematical Methods | Probability and Statistics in Computer Science | STATISTICS & PROBABILITY | Medical equipment | Physiological apparatus
Journal Article
Computational Statistics, ISSN 0943-4062, 07/2017, Volume 32, Issue 3, pp. 1 - 15
Journal Article
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2019, Volume 11051, pp. 655 - 670
Conference Proceeding
Biometrics, ISSN 0006-341X, 06/2016, Volume 72, Issue 2, pp. 392 - 401
Summary It is agreed among biostatisticians that prediction models for binary outcomes should satisfy two essential criteria: first, a prediction model should... 
Risk prediction | Discrimination | Calibration | Classification | Predictiveness curve | MARKER | ABILITY | BIOLOGY | MATHEMATICAL & COMPUTATIONAL BIOLOGY | RISK | STATISTICS & PROBABILITY | Data Interpretation, Statistical | Prognosis | Humans | Sensitivity and Specificity | Biomarkers - analysis | Diagnosis, Computer-Assisted - methods | Models, Statistical | Biometry - methods
Journal Article
Artificial Intelligence, ISSN 0004-3702, 08/2016, Volume 237, pp. 41 - 58
The task of algorithm selection involves choosing an algorithm from a set of algorithms on a per-instance basis in order to exploit the varying performance of... 
Algorithm selection | Empirical performance estimation | Machine learning | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | CONFIGURATION | Analysis | Libraries | Algorithms | Repositories | Construction | Format | Tasks | Communities | Artificial intelligence | Expert systems
Journal Article
Computational and Mathematical Methods in Medicine, ISSN 1748-670X, 2017, Volume 2017, pp. 1421409 - 8
We present a new variable selection method based on model-based gradient boosting and randomly permuted variables. Model-based boosting is a tool to fit a... 
REGRESSION | ELASTIC NET | GENE | LASSO | MATHEMATICAL & COMPUTATIONAL BIOLOGY | ALGORITHMS | STABILITY SELECTION | REGULARIZATION | PREDICTION | PROTEOMICS | Gene Expression Profiling - methods | Data Interpretation, Statistical | Models, Statistical | Medical research | Algorithms | Mathematical research | Machine learning | Innovations | Medical care | Medicine, Experimental | Models | Research
Journal Article
Computational Statistics and Data Analysis, ISSN 0167-9473, 03/2020, Volume 143, p. 106839
Feature selection is one of the most fundamental problems in machine learning and has drawn increasing attention due to high-dimensional data sets emerging... 
High-dimensional data | Filter methods | Benchmark | Feature selection | COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS | INFORMATION | RELEVANCE | STATISTICS & PROBABILITY | ALGORITHMS | MODEL
Journal Article
Computational Statistics, ISSN 0943-4062, 12/2013, Volume 28, Issue 6, pp. 2599 - 2619
Journal Article
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), ISSN 0302-9743, 2015, Volume 9018, pp. 64 - 78
Conference Proceeding