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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

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

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

[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

6

[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

7

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

8

[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

9

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

10

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

11

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

12

[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

13

[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

14

[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

15

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

16

[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

17

[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

18

[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

19

[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

20

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

21

Experiment databases

Joaquin Vanschoren, Hendrik Blockeel, Bernhard Pfahringer, Geoffrey Holmes

Journal:

Machine Learning

Year:

2012

Language:

english

File:

PDF, 3.06 MB

english, 2012

22

[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

23

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

24

[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

25

[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

26

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Task Allocation Using Particle Swarm Optimisation and Anomaly Detection to Generate a Dynamic Fitness Function

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 482 KB

english, 2015

27

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

28

[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

29

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

30

[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

31

[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) - Learning Through Utility Optimization in Regression Tasks

Branco, Paula, Torgo, Luis, Ribeiro, Rita P., Frank, Eibe, Pfahringer, Bernhard, Rau, Markus Michael

Year:

2017

Language:

english

File:

PDF, 11.31 MB

english, 2017

32

[ACM Press the 33rd Annual ACM Symposium - Pau, France (2018.04.09-2018.04.13)] Proceedings of the 33rd Annual ACM Symposium on Applied Computing - SAC '18 - Iterative subset selection for feature drifting data streams

Yuan, Lanqin, Pfahringer, Bernhard, Barddal, Jean Paul

Year:

2018

Language:

english

File:

PDF, 1.01 MB

english, 2018

33

[ACM Press the Australasian Joint Conference - Wellington, New Zealand (2018.12.11-2018.12.11)] Proceedings of the Australasian Joint Conference on Artificial Intelligence - Workshops - AIW'18 - Partial Solutions for Some Current Challenges in Stream Mining

Pfahringer, Bernhard

Year:

2018

Language:

english

File:

PDF, 338 KB

english, 2018

34

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

35

Building a Twitter Opinion Lexicon from Automatically-annotated Tweets

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

Journal:

Knowledge-Based Systems

Year:

2016

Language:

english

File:

PDF, 797 KB

english, 2016

36

[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

37

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Understanding People Relationship: Analysis of Digitised Historical Newspaper Articles

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 4.51 MB

english, 2015

38

EXPERIMENTS IN PREDICTING BIODEGRADABILITY

BLOCKEEL, HENDRIK, DŽEROSKI, SAŠO, KOMPARE, BORIS, KRAMER, STEFAN, PFAHRINGER, BERNHARD, LAER, WIM VAN

Journal:

Applied Artificial Intelligence

Year:

2004

Language:

english

File:

PDF, 407 KB

english, 2004

39

Winning the KDD99 classification cup

Pfahringer, Bernhard

Journal:

ACM SIGKDD Explorations Newsletter

Year:

2000

Language:

english

File:

PDF, 132 KB

english, 2000

40

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || A Comparative Study on Vector Similarity Methods for Offer Generation in Multi-attribute Negotiation

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 108 KB

english, 2015

41

Resampling strategies for regression

Torgo, Luís, Branco, Paula, Ribeiro, Rita P., Pfahringer, Bernhard

Journal:

Year:

2015

Language:

english

File:

PDF, 394 KB

english, 2015

42

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

43

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || A Two Tiered Finite Mixture Modelling Framework to Cluster Customers on EFTPOS Network

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 839 KB

english, 2015

44

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Monte Carlo Analysis of a Puzzle Game

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 396 KB

english, 2015

45

Bound Analysis for Whiley Programs

Weng, Min-Hsien, Utting, Mark, Pfahringer, Bernhard

Journal:

Electronic Notes in Theoretical Computer Science

Year:

2016

Language:

english

File:

PDF, 212 KB

english, 2016

46

Transferring sentiment knowledge between words and tweets

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

Journal:

Web Intelligence

Year:

2018

Language:

english

File:

PDF, 343 KB

english, 2018

47

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || Discovering Causal Structures from Time Series Data via Enhanced Granger Causality

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 1.13 MB

english, 2015

48

[Lecture Notes in Computer Science] AI 2015: Advances in Artificial Intelligence Volume 9457 || A Tweet Classification Model Based on Dynamic and Static Component Topic Vectors

Pfahringer, Bernhard, Renz, Jochen

Year:

2015

Language:

english

File:

PDF, 313 KB

english, 2015

49

[ACM Press the Australasian Computer Science Week Multiconference - Geelong, Australia (2017.01.31-2017.02.03)] Proceedings of the Australasian Computer Science Week Multiconference on - ACSW '17 - Static techniques for reducing memory usage in the C implementation of whiley programs

Weng, Min-Hsien, Pfahringer, Bernhard, Utting, Mark

Year:

2017

Language:

english

File:

PDF, 312 KB

english, 2017

50

[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

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