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WIREs Data Mining Knowl Discov
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Wiley Interdisciplinary Reviews:
WIREs Data Mining and Knowledge Discovery
Volume 8 Issue 6 (November 2018)
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Cover Image

Cover Image, Volume 8, Issue 6
Ying Li, Haokui Zhang, Xizhe Xue, Yenan Jiang, Qiang Shen
Published Online: Oct 11 2018
DOI: 10.1002/widm.1291
The cover image is based on the Advanced Review Deep learning for remote sensing image classification: A survey, DOI: 10.1002/widm.1264.
Abstract Full article on Wiley Online Library:   HTML | PDF

Overviews

There and back again: Outlier detection between statistical reasoning and data mining algorithms
Arthur Zimek, Peter Filzmoser
Published Online: Aug 20 2018
DOI: 10.1002/widm.1280
Masking and swamping: A distribution model (green density contours) computed for the inliers (green points) reveals the outlier (red point) as far of. If the outlier, however, was taken into account when fitting the distribution model to the data (red density contours), the outlier itself might be well covered by the model (it is masked), while some inlier might now appear as being too far off (the lower right inlier is swamped).
Abstract Full article on Wiley Online Library:   HTML | PDF
Inference enterprise models: An approach to organizational performance improvement
Jordan L. Thomas, Paul J. Sticha, Kathryn B. Laskey, Daniel W. Hudson, David P. Brown, Elise T. Axelrad, Dennis M. Buede
Published Online: Jul 27 2018
DOI: 10.1002/widm.1277
Model composition via the Multi‐modeling Inference Enterprise Model's meta‐model
Abstract Full article on Wiley Online Library:   HTML | PDF

Advanced Reviews

Knowledge discovery for enabling smart Internet of Things: A survey
Sudip Misra, Anandarup Mukherjee, Arijit Roy
Published Online: Jul 26 2018
DOI: 10.1002/widm.1276
Knowledge discovery in smart Internet of Things
Abstract Full article on Wiley Online Library:   HTML | PDF
Deep learning for remote sensing image classification: A survey
Ying Li, Haokui Zhang, Xizhe Xue, Yenan Jiang, Qiang Shen
Published Online: May 17 2018
DOI: 10.1002/widm.1264
General Framework of Remote Sensing Image Classification Based on Deep Learning.
Abstract Full article on Wiley Online Library:   HTML | PDF

Focus Articles

Eyebrow semantic description via clustering based on Axiomatic Fuzzy Set
Danyang Li, Yan Ren, Tao Du, Wanquan Liu
Published Online: Jul 26 2018
DOI: 10.1002/widm.1275
The flow chart of extracting the semantic facial descriptor.
Abstract Full article on Wiley Online Library:   HTML | PDF
Performance evaluation in non‐intrusive load monitoring: Datasets, metrics, and tools—A review
Lucas Pereira, Nuno Nunes
Published Online: May 22 2018
DOI: 10.1002/widm.1265
Toward systematic performance evaluation of non‐intrusive load monitoring algorithms: a survey of the existing public datasets, performance metrics, tools, and frameworks.
Abstract Full article on Wiley Online Library:   HTML | PDF
δ‐Open set clustering—A new topological clustering method
Shuliang Wang, Qi Li, Hanning Yuan, Deren Li, Jing Geng, Chuanfeng Zhao, Yimeng Lei, Chuanlu Liu, Chengfei Liu
Published Online: May 10 2018
DOI: 10.1002/widm.1262
A novel clustering method called δ‐open set clustering is proposed with only one parameter δ in this study: with a given δ, a few δ‐open sets can be identified as clusters. Only those clusters with data sample volume larger than a threshold value are classified as valid cluster, and others as noise. The study shows robust performance of δ‐open set clustering method compared to others, particularly for those complex type of data sets.
Abstract Full article on Wiley Online Library:   HTML | PDF

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