A review on classification of imbalanced data for wireless sensor networks
Classification of imbalanced data is a vastly explored issue of the last and present decade and still keeps the same importance because data are an essential term today and it becomes crucial when data are distributed into several classes. The term imbalance refers to uneven distribution of data int...
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| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2020-04-01
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| Series: | International Journal of Distributed Sensor Networks |
| Online Access: | https://doi.org/10.1177/1550147720916404 |
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| _version_ | 1849766819023290368 |
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| author | Harshita Patel Dharmendra Singh Rajput G Thippa Reddy Celestine Iwendi Ali Kashif Bashir Ohyun Jo |
| author_facet | Harshita Patel Dharmendra Singh Rajput G Thippa Reddy Celestine Iwendi Ali Kashif Bashir Ohyun Jo |
| author_sort | Harshita Patel |
| collection | DOAJ |
| description | Classification of imbalanced data is a vastly explored issue of the last and present decade and still keeps the same importance because data are an essential term today and it becomes crucial when data are distributed into several classes. The term imbalance refers to uneven distribution of data into classes that severely affects the performance of traditional classifiers, that is, classifiers become biased toward the class having larger amount of data. The data generated from wireless sensor networks will have several imbalances. This review article is a decent analysis of imbalance issue for wireless sensor networks and other application domains, which will help the community to understand WHAT, WHY, and WHEN of imbalance in data and its remedies. |
| format | Article |
| id | doaj-art-ad4e20a23f2a40ad93b4dcfb3840a704 |
| institution | DOAJ |
| issn | 1550-1477 |
| language | English |
| publishDate | 2020-04-01 |
| publisher | Wiley |
| record_format | Article |
| series | International Journal of Distributed Sensor Networks |
| spelling | doaj-art-ad4e20a23f2a40ad93b4dcfb3840a7042025-08-20T03:04:26ZengWileyInternational Journal of Distributed Sensor Networks1550-14772020-04-011610.1177/1550147720916404A review on classification of imbalanced data for wireless sensor networksHarshita Patel0Dharmendra Singh Rajput1G Thippa Reddy2Celestine Iwendi3Ali Kashif Bashir4Ohyun Jo5School of Information Technology & Engineering, Vellore Institute of Technology, Vellore, IndiaSchool of Information Technology & Engineering, Vellore Institute of Technology, Vellore, IndiaSchool of Information Technology & Engineering, Vellore Institute of Technology, Vellore, IndiaDepartment of Electronics, BCC of Central South University of Forestry and Technology, Changsha, ChinaDepartment of Computing and Mathematics, Manchester Metropolitan University, Manchester, UKDepartment of Computer Science, Chungbuk National University, Cheongju-si, South KoreaClassification of imbalanced data is a vastly explored issue of the last and present decade and still keeps the same importance because data are an essential term today and it becomes crucial when data are distributed into several classes. The term imbalance refers to uneven distribution of data into classes that severely affects the performance of traditional classifiers, that is, classifiers become biased toward the class having larger amount of data. The data generated from wireless sensor networks will have several imbalances. This review article is a decent analysis of imbalance issue for wireless sensor networks and other application domains, which will help the community to understand WHAT, WHY, and WHEN of imbalance in data and its remedies.https://doi.org/10.1177/1550147720916404 |
| spellingShingle | Harshita Patel Dharmendra Singh Rajput G Thippa Reddy Celestine Iwendi Ali Kashif Bashir Ohyun Jo A review on classification of imbalanced data for wireless sensor networks International Journal of Distributed Sensor Networks |
| title | A review on classification of imbalanced data for wireless sensor networks |
| title_full | A review on classification of imbalanced data for wireless sensor networks |
| title_fullStr | A review on classification of imbalanced data for wireless sensor networks |
| title_full_unstemmed | A review on classification of imbalanced data for wireless sensor networks |
| title_short | A review on classification of imbalanced data for wireless sensor networks |
| title_sort | review on classification of imbalanced data for wireless sensor networks |
| url | https://doi.org/10.1177/1550147720916404 |
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