Decision trees are particularly promising in symbolic representation and reasoning due to their comprehensible nature, which resembles the hierarchical process of human decision making. However, their drawbacks, caused by the single-tree structure, cannot be ignored. A rigid decision path may cause the majority class to overwhelm other class when dealing with imbalanced data sets, and pruning removes not only superfluous nodes, but also subtrees. The proposed learning algorithm, flexible hybrid decision forest (FHDF), mines information implicated in each instance to form logical rules on the basis of a chain rule of local mutual information, then forms different decision tree structures and decision forests later. The most credible decision path from the decision forest can be selected to make a prediction. Furthermore, functional dependencies (FDs), which are extracted from the whole data set based on association rule analysis, perform embeddedattribute selection to remove nodes rather than subtrees, thus helping to achieve different levels of knowledge representation and improve model comprehension in the framework of semi-supervised learning. Naive Bayes replaces the leaf nodes at the bottom of the tree hierarchy, where the conditional independence assumption may hold. This techniquereduces the potential for overfitting and overtraining and improves the prediction quality and generalization. Experimental results on UCI data sets demonstrate the efficacy of the proposed approach.

用于提取喜欢的壁纸引擎的原始资源

extract_bounding_boxes 该脚本将帮助您提取文件ID和YOLOV3 / 4/5中检测到的对象的相应边界框。 一旦训练并验证了YOLOV3 / 4/5模型，便会创建一个predicted.json文件，其中包含“文件ID”和所有验证图像集中所有检测到的所选对象的相对边界框坐标。 该脚本将帮助您根据设置的置信度阈值提取所有边界框坐标和相应的文件ID，并将其写入新的csv文件中，此外，它还可以统计检测到的对象总数并将其打印出来。

抒情诗 它从转换为.txt的.DOCX中选择一首歌集文件，并通过拆分文件来标识标题指导者和歌词本身的通用结构，从而为每首歌曲的歌词赋予结构 最后将数据导出为.Json文件。

这是一款用于提取由rpg制作大师的游戏的素材的解包器。

很不错的matlab代码，针对于做EEG的运动想象的CSP分解算法和特征选取，代码注释很清楚，拿到手就可以用，结合数据集。

从PDF中提取图片的项目实例，用VS2008可以直接运行。