Classification results for: A Study on Classification in Imbalanced and Partially-Labelled Data Streams

Data sets supporting the results reported in the paper: <strong><em>A Study on Classification in Imbalanced and Partially-Labelled Data Streams</em></strong>,<br>R. J. Lyon, J.M. Brooke, J.D. Knowles, B.W Stappers, Systems, Man, and Cybernetics (SMC), 2013. DOI: <strong>10.1109/SMC.2013.260</strong> Contained in this distribution are results of stream and static classifier perfromance on four different data sets. These include, MAGIC Gamma Telescope Data Set : https://archive.ics.uci.edu/ml/datasets/MAGIC+Gamma+Telescope <br>MiniBooNE particle identification Data Set : https://archive.ics.uci.edu/ml/datasets/MiniBooNE+particle+identification <br>Skin Segmentation Data Set : https://archive.ics.uci.edu/ml/datasets/Skin+Segmentation The forth data set is not publicly available at present. However we are in the process of releasing it for public use. Please get in touch if you'd like to use it.

本数据集支撑论文《不平衡与部分标记数据流分类研究》（*A Study on Classification in Imbalanced and Partially-Labelled Data Streams*）所呈现的研究结果，作者为R. J. Lyon、J.M. Brooke、J.D. Knowles、B.W. Stappers，该论文发表于2013年系统、人与控制论（Systems, Man, and Cybernetics, SMC）会议，DOI：10.1109/SMC.2013.260。
本数据集分发包中收录了四类数据集上的流分类器与静态分类器性能测试结果，具体如下：
1. MAGIC伽马望远镜数据集（MAGIC Gamma Telescope Data Set）：https://archive.ics.uci.edu/ml/datasets/MAGIC+Gamma+Telescope
2. MiniBooNE粒子识别数据集（MiniBooNE particle identification Data Set）：https://archive.ics.uci.edu/ml/datasets/MiniBooNE+particle+identification
3. 皮肤分割数据集（Skin Segmentation Data Set）：https://archive.ics.uci.edu/ml/datasets/Skin+Segmentation
4. 第四类数据集目前尚未对外开放，我们正推进其公开发布流程，若有使用需求可与我方接洽。