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1

[The Springer Series on Challenges in Machine Learning] Automated Machine Learning (Methods, Systems, Challenges) || Auto-WEKA: Automatic Model Selection and Hyperparameter Optimization in WEKA

Hutter, Frank, Kotthoff, Lars, Vanschoren, Joaquin

Year:

2019

Language:

english

File:

PDF, 320 KB

english, 2019

2

Meta-QSAR: a large-scale application of meta-learning to drug design and discovery

Olier, Ivan, Sadawi, Noureddin, Bickerton, G. Richard, Vanschoren, Joaquin, Grosan, Crina, Soldatova, Larisa, King, Ross D.

Journal:

Machine Learning

Year:

2018

Language:

english

File:

PDF, 2.14 MB

english, 2018

3

The online performance estimation framework: heterogeneous ensemble learning for data streams

van Rijn, Jan N., Holmes, Geoffrey, Pfahringer, Bernhard, Vanschoren, Joaquin

Journal:

Machine Learning

Year:

2018

Language:

english

File:

PDF, 2.22 MB

english, 2018

4

[The Springer Series on Challenges in Machine Learning] Automated Machine Learning (Methods, Systems, Challenges) || TPOT: A Tree-Based Pipeline Optimization Tool for Automating Machine Learning

Hutter, Frank, Kotthoff, Lars, Vanschoren, Joaquin

Year:

2019

Language:

english

File:

PDF, 718 KB

english, 2019

5

[The Springer Series on Challenges in Machine Learning] Automated Machine Learning (Methods, Systems, Challenges) || Auto-sklearn: Efficient and Robust Automated Machine Learning

Hutter, Frank, Kotthoff, Lars, Vanschoren, Joaquin

Year:

2019

Language:

english

File:

PDF, 1.89 MB

english, 2019

6

[The Springer Series on Challenges in Machine Learning] Automated Machine Learning (Methods, Systems, Challenges) ||

Hutter, Frank, Kotthoff, Lars, Vanschoren, Joaquin

Year:

2019

Language:

english

File:

PDF, 6.54 MB

english, 2019

7

[The Springer Series on Challenges in Machine Learning] Automated Machine Learning (Methods, Systems, Challenges) || Hyperparameter Optimization

Hutter, Frank, Kotthoff, Lars, Vanschoren, Joaquin

Year:

2019

Language:

english

File:

PDF, 637 KB

english, 2019

8

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Exploiting the Web for Semantic Change Detection

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 577 KB

english, 2018

9

[Lecture Notes in Computer Science] Learning and Intelligent Optimization Volume 10079 || Feature Selection Using Tabu Search with Learning Memory: Learning Tabu Search

Festa, Paola, Sellmann, Meinolf, Vanschoren, Joaquin

Year:

2016

Language:

english

File:

PDF, 318 KB

english, 2016

10

[IEEE 2015 International Joint Conference on Neural Networks (IJCNN) - Killarney, Ireland (2015.7.12-2015.7.17)] 2015 International Joint Conference on Neural Networks (IJCNN) - Effectiveness of Random Search in SVM hyper-parameter tuning

Mantovani, Rafael G., Rossi, Andre L. D., Vanschoren, Joaquin, Bischl, Bernd, de Carvalho, Andre C. P. L. F.

Year:

2015

Language:

english

File:

PDF, 2.06 MB

english, 2015

11

[ACM Press the 2015 IEEE/ACM International Conference - Paris, France (2015.08.25-2015.08.28)] Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2015 - ASONAM '15 - Who is More Positive in Private? Analyzing Sentiment Differences across Privacy Levels and Demographic Factors in Facebook Chats and Posts

Gao, Bo, Berendt, Bettina, Vanschoren, Joaquin

Year:

2015

Language:

english

File:

PDF, 633 KB

english, 2015

12

ASlib: A benchmark library for algorithm selection

Bischl, Bernd, Kerschke, Pascal, Kotthoff, Lars, Lindauer, Marius, Malitsky, Yuri, Fréchette, Alexandre, Hoos, Holger, Hutter, Frank, Leyton-Brown, Kevin, Tierney, Kevin, Vanschoren, Joaquin

Journal:

Artificial Intelligence

Year:

2016

Language:

english

File:

PDF, 1.83 MB

english, 2016

13

Guest editorsâ introduction to the special issue on Discovery Science

Soldatova, Larisa, Vanschoren, Joaquin

Journal:

Machine Learning

Year:

2020

File:

PDF, 662 KB

2020

14

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Hierarchical Expert Profiling Using Heterogeneous Information Networks

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 982 KB

english, 2018

15

A survey of intelligent assistants for data analysis

Serban, Floarea, Vanschoren, Joaquin, Kietz, Jörg-Uwe, Bernstein, Abraham

Journal:

ACM Computing Surveys

Year:

2013

Language:

english

File:

PDF, 445 KB

english, 2013

16

Toward understanding online sentiment expression: an interdisciplinary approach with subgroup comparison and visualization

Gao, Bo, Berendt, Bettina, Vanschoren, Joaquin

Journal:

Social Network Analysis and Mining

Year:

2016

Language:

english

File:

PDF, 2.10 MB

english, 2016

17

Speeding up algorithm selection using average ranking and active testing by introducing runtime

Abdulrahman, Salisu Mamman, Brazdil, Pavel, van Rijn, Jan N., Vanschoren, Joaquin

Journal:

Machine Learning

Year:

2017

Language:

english

File:

PDF, 826 KB

english, 2017

18

A meta-learning recommender system for hyperparameter tuning: Predicting when tuning improves SVM classifiers

Mantovani, Rafael G., Rossi, André L.D., Alcobaça, Edesio, Vanschoren, Joaquin, de Carvalho, André C.P.L.F.

Journal:

Information Sciences

Year:

2019

Language:

english

File:

PDF, 1.91 MB

english, 2019

19

Experiment databases

Joaquin Vanschoren, Hendrik Blockeel, Bernhard Pfahringer, Geoffrey Holmes

Journal:

Machine Learning

Year:

2012

Language:

english

File:

PDF, 3.06 MB

english, 2012

20

[Lecture Notes in Computer Science] Learning and Intelligent Optimization Volume 10079 || Hybridisation of Evolutionary Algorithms Through Hyper-heuristics for Global Continuous Optimisation

Festa, Paola, Sellmann, Meinolf, Vanschoren, Joaquin

Year:

2016

Language:

english

File:

PDF, 203 KB

english, 2016

21

Reduction of false arrhythmia alarms using signal selection and machine learning

Eerikäinen, Linda M, Vanschoren, Joaquin, Rooijakkers, Michael J, Vullings, Rik, Aarts, Ronald M

Journal:

Physiological Measurement

Year:

2016

Language:

english

File:

PDF, 391 KB

english, 2016

22

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Predicting Rice Phenotypes with Meta-learning

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 287 KB

english, 2018

23

[IEEE 2015 International Joint Conference on Neural Networks (IJCNN) - Killarney, Ireland (2015.7.12-2015.7.17)] 2015 International Joint Conference on Neural Networks (IJCNN) - To tune or not to tune: Recommending when to adjust SVM hyper-parameters via meta-learning

Mantovani, Rafael G., Rossi, Andre L. D., Vanschoren, Joaquin, Bischl, Bernd, Carvalho, Andre C. P. L. F.

Year:

2015

Language:

english

File:

PDF, 1.11 MB

english, 2015

24

[ACM Press the 2016 ACM International Joint Conference - Heidelberg, Germany (2016.09.12-2016.09.16)] Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing Adjunct - UbiComp '16 - Anticipating habit formation

Zhang, Chao, van Wissen, Arlette, Lakens, Daniël, Vanschoren, Joaquin, de Ruyter, Boris, IJsselsteijn, Wijnand A.

Year:

2016

Language:

english

File:

PDF, 407 KB

english, 2016

25

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Filtering Documents for Plagiarism Detection

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 611 KB

english, 2018

26

[IEEE 2015 Computing in Cardiology Conference (CinC) - Nice, France (2015.9.6-2015.9.9)] 2015 Computing in Cardiology Conference (CinC) - Decreasing the false alarm rate of arrhythmias in intensive care using a machine learning approach

Eerikainen, Linda M, Vanschoren, Joaquin, Rooijakkers, Michael J, Vullings, Rik, Aarts, Ronald M

Year:

2015

Language:

english

File:

PDF, 728 KB

english, 2015

27

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Feature Ranking with Relief for Multi-label Classification: Does Distance Matter?

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 529 KB

english, 2018

28

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Selection of Relevant and Non-Redundant Multivariate Ordinal Patterns for Time Series Classification

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 1.33 MB

english, 2018

29

OpenML

Vanschoren, Joaquin, van Rijn, Jan N., Bischl, Bernd, Torgo, Luis

Journal:

ACM SIGKDD Explorations Newsletter

Year:

2014

Language:

english

File:

PDF, 2.37 MB

english, 2014

30

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || CF4CF-META: Hybrid Collaborative Filtering Algorithm Selection Framework

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 496 KB

english, 2018

31

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Most Important First – Keyphrase Scoring for Improved Ranking in Settings With Limited Keyphrases

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 932 KB

english, 2018

32

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || k-NN Embedding Stability for word2vec Hyper-Parametrisation in Scientific Text

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 514 KB

english, 2018

33

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Identifying Control Parameters in Cheese Fabrication Process Using Precedence Constraints

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 398 KB

english, 2018

34

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Finding Probabilistic Rule Lists using the Minimum Description Length Principle

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 708 KB

english, 2018

35

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || WS4ABSA: An NMF-Based Weakly-Supervised Approach for Aspect-Based Sentiment Analysis with Application to Online Reviews

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 295 KB

english, 2018

36

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Finding Topic-Specific Trends and Influential Users in Social Networks

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 910 KB

english, 2018

37

[Lecture Notes in Computer Science] Learning and Intelligent Optimization Volume 10079 ||

Festa, Paola, Sellmann, Meinolf, Vanschoren, Joaquin

Year:

2016

Language:

english

File:

PDF, 16.10 MB

english, 2016

38

[IEEE 2016 5th Brazilian Conference on Intelligent Systems (BRACIS) - Recife, Brazil (2016.10.9-2016.10.12)] 2016 5th Brazilian Conference on Intelligent Systems (BRACIS) - Hyper-Parameter Tuning of a Decision Tree Induction Algorithm

Mantovani, Rafael G., Horvath, Tomas, Cerri, Ricardo, Vanschoren, Joaquin, Carvalho, Andre C.P.L.F. de

Year:

2016

Language:

english

File:

PDF, 1.31 MB

english, 2016

39

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Addressing Local Class Imbalance in Balanced Datasets with Dynamic Impurity Decision Trees

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 1.44 MB

english, 2018

40

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Online Gradient Boosting for Incremental Recommender Systems

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 1.86 MB

english, 2018

41

A meta-learning recommender system for hyperparameter tuning: Predicting when tuning improves SVM classifiers

Mantovani, Rafael G., Rossi, André L.D., Alcobaça, Edesio, Vanschoren, Joaquin, de Carvalho, André C.P.L.F.

Journal:

Information Sciences

Year:

2019

File:

PDF, 1.91 MB

2019

42

[Lecture Notes in Computer Science] Learning and Intelligent Optimization Volume 10079 || The Impact of Automated Algorithm Configuration on the Scaling Behaviour of State-of-the-Art Inexact TSP Solvers

Festa, Paola, Sellmann, Meinolf, Vanschoren, Joaquin

Year:

2016

Language:

english

File:

PDF, 450 KB

english, 2016

43

[The Springer Series on Challenges in Machine Learning] Automated Machine Learning (Methods, Systems, Challenges) || Auto-WEKA: Automatic Model Selection and Hyperparameter Optimization in WEKA

Hutter, Frank, Kotthoff, Lars, Vanschoren, Joaquin

Year:

2019

File:

PDF, 320 KB

2019

44

[Lecture Notes in Computer Science] Learning and Intelligent Optimization Volume 10079 || Learning a Stopping Criterion for Local Search

Festa, Paola, Sellmann, Meinolf, Vanschoren, Joaquin

Year:

2016

Language:

english

File:

PDF, 583 KB

english, 2016

45

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Self Hyper-Parameter Tuning for Data Streams

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 935 KB

english, 2018

46

[Lecture Notes in Computer Science] Discovery Science Volume 11198 (21st International Conference, DS 2018, Limassol, Cyprus, October 29–31, 2018, Proceedings) || Preference-Based Reinforcement Learning Using Dyad Ranking

Soldatova, Larisa, Vanschoren, Joaquin, Papadopoulos, George, Ceci, Michelangelo

Year:

2018

Language:

english

File:

PDF, 448 KB

english, 2018

47

[Lecture Notes in Computer Science] Learning and Intelligent Optimization Volume 10079 || Self-organizing Neural Network for Adaptive Operator Selection in Evolutionary Search

Festa, Paola, Sellmann, Meinolf, Vanschoren, Joaquin

Year:

2016

Language:

english

File:

PDF, 605 KB

english, 2016

48

[The Springer Series on Challenges in Machine Learning] Automated Machine Learning (Methods, Systems, Challenges) || Towards Automatically-Tuned Deep Neural Networks

Hutter, Frank, Kotthoff, Lars, Vanschoren, Joaquin

Year:

2019

Language:

english

File:

PDF, 551 KB

english, 2019

49

Multi-task learning with a natural metric for quantitative structure activity relationship learning

Sadawi, Noureddin, Olier, Ivan, Vanschoren, Joaquin, van Rijn, Jan N., Besnard, Jeremy, Bickerton, Richard, Grosan, Crina, Soldatova, Larisa, King, Ross D.

Journal:

Journal of Cheminformatics

Year:

2019

File:

PDF, 1.38 MB

2019

50

[Lecture Notes in Computer Science] Learning and Intelligent Optimization Volume 10079 || Characterization of Neighborhood Behaviours in a Multi-neighborhood Local Search Algorithm

Festa, Paola, Sellmann, Meinolf, Vanschoren, Joaquin

Year:

2016

Language:

english

File:

PDF, 150 KB

english, 2016

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