Stream Data Mining: Algorithms and Their Probabilistic Properties

Leszek Rutkowski , Piotr Duda , Maciej Jaworski

36
2019
On the uniform convergence of the orthogonal series-type kernel regression neural networks in a time-varying environment

Meng Joo Er , Piotr Duda
international conference on artificial intelligence and soft computing 39 -46

2012
On the strong convergence of the orthogonal series-type kernel regression neural networks in a non-stationary environment

Piotr Duda , Yoichi Hayashi , Maciej Jaworski
international conference on artificial intelligence and soft computing 47 -54

15
2012
On the strong convergence of the recursive orthogonal series-type kernel probabilistic neural networks handling time-varying noise

Piotr Duda , Marcin Korytkowski
international conference on artificial intelligence and soft computing 55 -62

2012
On fuzzy clustering of data streams with concept drift

Maciej Jaworski , Piotr Duda , Lena Pietruczuk
international conference on artificial intelligence and soft computing 82 -91

15
2012
On resources optimization in fuzzy clustering of data streams

Maciej Jaworski , Lena Pietruczuk , Piotr Duda
international conference on artificial intelligence and soft computing 92 -99

16
2012
On pre-processing algorithms for data stream

Piotr Duda , Maciej Jaworski , Lena Pietruczuk
international conference on artificial intelligence and soft computing 56 -63

18
2012
A new fuzzy classifier for data streams

Lena Pietruczuk , Piotr Duda , Maciej Jaworski
international conference on artificial intelligence and soft computing 318 -324

18
2012
Decision Trees for Mining Data Streams Based on the McDiarmid's Bound

Leszek Rutkowski , Lena Pietruczuk , Piotr Duda , Maciej Jaworski
IEEE Transactions on Knowledge and Data Engineering 25 ( 6) 1272 -1279

229
2013
Decision Trees for Mining Data Streams Based on the Gaussian Approximation

Leszek Rutkowski , Maciej Jaworski , Lena Pietruczuk , Piotr Duda
IEEE Transactions on Knowledge and Data Engineering 26 ( 1) 108 -119

182
2014
Convergent Time-Varying Regression Models for Data Streams: Tracking Concept Drift by the Recursive Parzen-Based Generalized Regression Neural Networks

Piotr Duda , Maciej Jaworski , Leszek Rutkowski
International Journal of Neural Systems 28 ( 02) 1750048

31
2017
On Handling Missing Values in Data Stream Mining Algorithms Based on the Restricted Boltzmann Machine.

Maciej Jaworski , Piotr Duda , Danuta Rutkowska , Leszek Rutkowski
international conference on neural information processing 347 -354

1
2019
On a Streaming Approach for Training Denoising Auto-encoders.

Piotr Duda , Lipo Wang
international conference on artificial intelligence and soft computing 315 -324

2020
Visual Hybrid Recommendation Systems Based on the Content-Based Filtering.

Piotr Woldan , Piotr Duda , Yoichi Hayashi
international conference on artificial intelligence and soft computing 455 -465

2020
Resource-Aware Data Stream Mining Using the Restricted Boltzmann Machine.

Maciej Jaworski , Leszek Rutkowski , Piotr Duda , Andrzej Cader
international conference on artificial intelligence and soft computing 384 -396

5
2019
Basic Concepts of Data Stream Mining

Leszek Rutkowski , Maciej Jaworski , Piotr Duda , Leszek Rutkowski
Springer, Cham 13 -33

21
2020
The CART decision tree for mining data streams

Leszek Rutkowski , Maciej Jaworski , Lena Pietruczuk , Piotr Duda
Information Sciences 266 1 -15

321
2014
How to adjust an ensemble size in stream data mining

Lena Pietruczuk , Leszek Rutkowski , Maciej Jaworski , Piotr Duda
Information Sciences 381 46 -54

50
2017
Knowledge discovery in data streams with the orthogonal series-based generalized regression neural networks

Piotr Duda , Maciej Jaworski , Leszek Rutkowski
Information Sciences 497 -518

30
2017
On ensemble components selection in data streams scenario with reoccurring concept-drift

Piotr Duda , Maciej Jaworski , Leszek Rutkowski
ieee symposium series on computational intelligence 1 -7

11
2017