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1

The WEKA data mining software : an update

Pfahringer, Bernhard, Reutemann, Peter, Witten, Ian H., Hall, Mark, Frank, Eibe, Holmes, Geoffrey

Journal:

ACM SIGKDD Explorations Newsletter

Year:

2009

Language:

english

File:

PDF, 1.33 MB

english, 2009

2

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

3

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 ||

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 45.53 MB

english, 2015

4

Correction to: Adaptive random forests for evolving data stream classification

Gomes, Heitor M., Bifet, Albert, Read, Jesse, Barddal, Jean Paul, Enembreck, Fabrício, Pfahringer, Bernhard, Holmes, Geoff, Abdessalem, Talel

Journal:

Machine Learning

Year:

2019

Language:

english

File:

PDF, 303 KB

english, 2019

5

A review of Automatic end-to-end De-Identification: Is High Accuracy the Only Metric?

Yogarajan, Vithya, Pfahringer, Bernhard, Mayo, Michael

Journal:

Applied Artificial Intelligence

Year:

2020

File:

PDF, 1.65 MB

2020

6

Classifier chains for multi-label classification

Jesse Read, Bernhard Pfahringer, Geoff Holmes, Eibe Frank

Journal:

Machine Learning

Year:

2011

Language:

english

File:

PDF, 856 KB

english, 2011

7

Experiment databases

Joaquin Vanschoren, Hendrik Blockeel, Bernhard Pfahringer, Geoffrey Holmes

Journal:

Machine Learning

Year:

2012

Language:

english

File:

PDF, 3.06 MB

english, 2012

8

Scalable and efficient multi-label classification for evolving data streams

Read, Jesse, Bifet, Albert, Holmes, Geoff, Pfahringer, Bernhard

Journal:

Machine Learning

Year:

2012

Language:

english

File:

PDF, 986 KB

english, 2012

9

Active Learning With Drifting Streaming Data

Zliobaite, Indre, Bifet, Albert, Pfahringer, Bernhard, Holmes, Geoffrey

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2014

Language:

english

File:

PDF, 2.94 MB

english, 2014

10

Data Quality in Predictive Toxicology: Identification of Chemical Structures and Calculation of Chemical Properties

Christoph Helma, Stefan Kramer, Bernhard Pfahringer and Eva Gottmann

Journal:

Environmental Health Perspectives

Year:

2000

Language:

english

File:

PDF, 1.25 MB

english, 2000

11

Data Quality in Predictive Toxicology: Reproducibility of Rodent Carcinogenicity Experiments

Eva Gottmann, Stefan Kramer, Bernhard Pfahringer and Christoph Helma

Journal:

Environmental Health Perspectives

Year:

2001

Language:

english

File:

PDF, 1.45 MB

english, 2001

12

Evaluation methods and decision theory for classification of streaming data with temporal dependence

Žliobaitė, Indrė, Bifet, Albert, Read, Jesse, Pfahringer, Bernhard, Holmes, Geoff

Journal:

Machine Learning

Year:

2015

Language:

english

File:

PDF, 814 KB

english, 2015

13

[IEEE 2011 7th International Conference on IT in Asia (CITA) - Sarawak, Malaysia (2011.07.12-2011.07.13)] 2011 7th International Conference on Information Technology in Asia - Clustering for classification

Evans, Reuben, Pfahringer, Bernhard, Holmes, Geoffrey

Year:

2011

Language:

english

File:

PDF, 161 KB

english, 2011

14

[ACM Press the 17th ACM SIGKDD international conference - San Diego, California, USA (2011.08.21-2011.08.24)] Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '11 - Mining frequent closed graphs on evolving data streams

Bifet, Albert, Holmes, Geoff, Pfahringer, Bernhard, Gavaldà, Ricard

Year:

2011

Language:

english

File:

PDF, 610 KB

english, 2011

15

[ACM Press the 21th ACM SIGKDD International Conference - Sydney, NSW, Australia (2015.08.10-2015.08.13)] Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '15 - Efficient Online Evaluation of Big Data Stream Classifiers

Bifet, Albert, de Francisci Morales, Gianmarco, Read, Jesse, Holmes, Geoff, Pfahringer, Bernhard

Year:

2015

Language:

english

File:

PDF, 713 KB

english, 2015

16

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Absorption for ABoxes and TBoxes with General Value Restrictions

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 275 KB

english, 2015

17

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Standoff-Balancing: A Novel Class Imbalance Treatment Method Inspired by Military Strategy

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 211 KB

english, 2015

18

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Decision Making Strategy Based on Time Series Data of Voting Behavior

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 1.26 MB

english, 2015

19

[IEEE 2016 IEEE/WIC/ACM International Conference on Web Intelligence (WI) - Omaha, NE, USA (2016.10.13-2016.10.16)] 2016 IEEE/WIC/ACM International Conference on Web Intelligence (WI) - From Opinion Lexicons to Sentiment Classification of Tweets and Vice Versa: A Transfer Learning Approach

Bravo-Marquez, Felipe, Frank, Eibe, Pfahringer, Bernhard

Year:

2016

Language:

english

File:

PDF, 275 KB

english, 2016

20

[IEEE 2016 IEEE/WIC/ACM International Conference on Web Intelligence (WI) - Omaha, NE, USA (2016.10.13-2016.10.16)] 2016 IEEE/WIC/ACM International Conference on Web Intelligence (WI) - Determining Word-Emotion Associations from Tweets by Multi-label Classification

Bravo-Marquez, Felipe, Frank, Eibe, Mohammad, Saif M., Pfahringer, Bernhard

Year:

2016

Language:

english

File:

PDF, 215 KB

english, 2016

21

[ACM Press the 23rd ACM SIGKDD International Conference - Halifax, NS, Canada (2017.08.13-2017.08.17)] Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '17 - Extremely Fast Decision Tree Mining for Evolving Data Streams

Bifet, Albert, Zhang, Jiajin, Fan, Wei, He, Cheng, Zhang, Jianfeng, Qian, Jianfeng, Holmes, Geoff, Pfahringer, Bernhard

Year:

2017

Language:

english

File:

PDF, 1.11 MB

english, 2017

22

[IEEE 2017 IEEE International Conference on Data Science and Advanced Analytics (DSAA) - Tokyo, Japan (2017.10.19-2017.10.21)] 2017 IEEE International Conference on Data Science and Advanced Analytics (DSAA) - Dynamic and Heterogeneous Ensembles for Time Series Forecasting

Cerqueira, Vitor, Torgo, Luis, Oliveira, Mariana, Pfahringer, Bernhard

Year:

2017

Language:

english

File:

PDF, 879 KB

english, 2017

23

An empirical analysis of binary transformation strategies and base algorithms for multi-label learning

Rivolli, Adriano, Read, Jesse, Soares, Carlos, Pfahringer, Bernhard, de Carvalho, AndrÃ© C. P. L. F.

Journal:

Machine Learning

Year:

2020

File:

PDF, 1.53 MB

2020

24

Pairwise meta-rules for better meta-learning-based algorithm ranking

Quan Sun, Bernhard Pfahringer

Journal:

Machine Learning

Year:

2013

Language:

english

File:

PDF, 1004 KB

english, 2013

25

[Lecture Notes in Computer Science] Discovery Science Volume 6332 || Mining Class-Correlated Patterns for Sequence Labeling

Pfahringer, Bernhard, Holmes, Geoff, Hoffmann, Achim

Year:

2010

Language:

english

File:

PDF, 397 KB

english, 2010

26

[Lecture Notes in Computer Science] Discovery Science Volume 6332 ||

Pfahringer, Bernhard, Holmes, Geoff, Hoffmann, Achim

Year:

2010

Language:

english

File:

PDF, 10.53 MB

english, 2010

27

[Lecture Notes in Computer Science] Inductive Logic Programming Volume 3625 || Spatial Clustering of Structured Objects

Kramer, Stefan, Pfahringer, Bernhard

Year:

2005

Language:

english

File:

PDF, 312 KB

english, 2005

28

[IEEE 2010 IEEE International Conference on Data Mining Workshops (ICDMW) - Sydney, TBD, Australia (2010.12.13-2010.12.13)] 2010 IEEE International Conference on Data Mining Workshops - Clustering Performance on Evolving Data Streams: Assessing Algorithms and Evaluation Measures within MOA

Kranen, Philipp, Kremer, Hardy, Jansen, Timm, Seidl, Thomas, Bifet, Albert, Holmes, Geoff, Pfahringer, Bernhard

Year:

2010

Language:

english

File:

PDF, 546 KB

english, 2010

29

[ACM Press the 15th ACM SIGKDD international conference - Paris, France (2009.06.28-2009.07.01)] Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '09 - New ensemble methods for evolving data streams

Bifet, Albert, Holmes, Geoff, Pfahringer, Bernhard, Kirkby, Richard, Gavaldà, Ricard

Year:

2009

Language:

english

File:

PDF, 582 KB

english, 2009

30

Pruning Incremental Linear Model Trees with Approximate Lookahead

Hapfelmeier, Andreas, Pfahringer, Bernhard, Kramer, Stefan

Journal:

IEEE Transactions on Knowledge and Data Engineering

Year:

2014

Language:

english

File:

PDF, 687 KB

english, 2014

31

[IEEE 2008 Eighth IEEE International Conference on Data Mining (ICDM) - Pisa, Italy (2008.12.15-2008.12.19)] 2008 Eighth IEEE International Conference on Data Mining - Multi-label Classification Using Ensembles of Pruned Sets

Read, Jesse, Pfahringer, Bernhard, Holmes, Geoff

Year:

2008

Language:

english

File:

PDF, 202 KB

english, 2008

32

Ensembles of Restricted Hoeffding Trees

Bifet, Albert, Frank, Eibe, Holmes, Geoff, Pfahringer, Bernhard

Journal:

ACM Transactions on Intelligent Systems and Technology

Year:

2012

Language:

english

File:

PDF, 863 KB

english, 2012

33

[ACM Press the 17th ACM SIGKDD international conference - San Diego, California, USA (2011.08.21-2011.08.24)] Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '11 - An effective evaluation measure for clustering on evolving data streams

Kremer, Hardy, Kranen, Philipp, Jansen, Timm, Seidl, Thomas, Bifet, Albert, Holmes, Geoff, Pfahringer, Bernhard

Year:

2011

Language:

english

File:

PDF, 845 KB

english, 2011

34

Guest editorial: First-order knowledge discovery in databases

Furnkranz, Johannes, Pfahringer, Bernhard

Journal:

Applied Artificial Intelligence

Year:

1998

Language:

english

File:

PDF, 245 KB

english, 1998

35

[ACM Press the 28th Annual ACM Symposium - Coimbra, Portugal (2013.03.18-2013.03.22)] Proceedings of the 28th Annual ACM Symposium on Applied Computing - SAC '13 - Efficient data stream classification via probabilistic adaptive windows

Bifet, Albert, Pfahringer, Bernhard, Read, Jesse, Holmes, Geoff

Year:

2013

Language:

english

File:

PDF, 568 KB

english, 2013

36

[Lecture Notes in Computer Science] Discovery Science Volume 6332 || Integer Linear Programming Models for Constrained Clustering

Pfahringer, Bernhard, Holmes, Geoff, Hoffmann, Achim

Year:

2010

Language:

english

File:

PDF, 289 KB

english, 2010

37

Winning the KDD99 classification cup

Pfahringer, Bernhard

Journal:

ACM SIGKDD Explorations Newsletter

Year:

2000

Language:

english

File:

PDF, 132 KB

english, 2000

38

The Weka solution to the 2004 KDD Cup

Pfahringer, Bernhard

Journal:

ACM SIGKDD Explorations Newsletter

Year:

2004

Language:

english

File:

PDF, 207 KB

english, 2004

39

[ACM Press the 27th Annual ACM Symposium - Trento, Italy (2012.03.26-2012.03.30)] Proceedings of the 27th Annual ACM Symposium on Applied Computing - SAC '12 - Multi-label classification using boolean matrix decomposition

Wicker, Jörg, Pfahringer, Bernhard, Kramer, Stefan

Year:

2012

Language:

english

File:

PDF, 509 KB

english, 2012

40

[ACM Press the fourteenth international conference - Philadelphia, Pennsylvania, USA (2012.07.07-2012.07.11)] Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference companion - GECCO Companion '12 - Full model selection in the space of data mining operators

Sun, Quan, Pfahringer, Bernhard, Mayo, Michael

Year:

2012

Language:

english

File:

PDF, 390 KB

english, 2012

41

[ACM Press the 27th Annual ACM Symposium - Trento, Italy (2012.03.26-2012.03.30)] Proceedings of the 27th Annual ACM Symposium on Applied Computing - SAC '12 - Maximum Common Subgraph based locally weighted regression

Seeland, Madeleine, Buchwald, Fabian, Kramer, Stefan, Pfahringer, Bernhard

Year:

2012

Language:

english

File:

PDF, 272 KB

english, 2012

42

[ACM Press the 29th Annual ACM Symposium - Gyeongju, Republic of Korea (2014.03.24-2014.03.28)] Proceedings of the 29th Annual ACM Symposium on Applied Computing - SAC '14 - Change detection in categorical evolving data streams

Ienco, Dino, Bifet, Albert, Pfahringer, Bernhard, Poncelet, Pascal

Year:

2014

Language:

english

File:

PDF, 659 KB

english, 2014

43

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Understanding Toxicities and Complications of Cancer Treatment: A Data Mining Approach

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 1023 KB

english, 2015

44

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Optimal Hyper-Parameter Search in Support Vector Machines Using Bézier Surfaces

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 314 KB

english, 2015

45

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Finding the k in K-means Clustering: A Comparative Analysis Approach

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 850 KB

english, 2015

46

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Wisdom of Crowds: An Empirical Study of Ensemble-Based Feature Selection Strategies

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 1.20 MB

english, 2015

47

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Gene Transfer: A Novel Genetic Operator for Discovering Diverse-Frequent Patterns

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 559 KB

english, 2015

48

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Knowledge Sharing in Coalitions

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 586 KB

english, 2015

49

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || A Multi-Agent Approach for Decentralized Voltage Regulation by Considering Distributed Generators

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 1.43 MB

english, 2015

50

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Reinforcement Learning of Pareto-Optimal Multiobjective Policies Using Steering

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 616 KB

english, 2015