Meaning of Pruning from wikipedia- Pruning is a horticultural, arboricultural, and silvicultural practice involving the selective removal of certain parts of a plant, such as branches,...- Look up pruning in Wiktionary, the free dictionary. Pruning is the practice of removing unwanted portions ...
LRP has a clearly defined meaning, namely the contribution of an individual network unit, i.e. weight or filter, to the network output. Removing units according to low LRP scores thus means discarding all aspects in the model that do not contribute relevance to its decision making. Hence, as...
As a result of incomplete information in the case-files, the decision trees were "noisy," e.g., had branches and leaves without meaning. This led to a need for "pruning." Various methods were tried. The effects of different methods of decision-tree generating and pruning are discussed. ...
Remarkably, iCBS can improve upon one-shot methods while directly optimizing only a tiny fraction of the total weights in the model. While computationally more expensive than one-shot pruning, the formulation of iCBS’s per-block subproblems is “quantum-ame...
In this case the spectral pruning is operated as a post-processing filter, meaning that the neural network is only trained once, before the nodes' removal takes eventually place. At variance, the green curve in Fig. 3 is obtained following method (i) from "Methods" section, which can ...
(which converts equal operations for semantic meaning), a semantic sense addition step (which adds contextual or semantic information to key words in the source code file, such as adding “loop$” if the keyword is in loop or adding “condition$” if the keyword is inside a conditional ...
For this purpose, two assumptions on consistency are proposed in [29]: (i) local consistency, meaning that nearby points in the space should have high similarity, (ii) global consistency, meaning that samples in the same cluster should have high similarity. In spectral clustering, similarity ...
In zero-sum games, the value of the evaluation function has an opposite meaning - what's better for the first player is worse for the second, and vice versa. Hence, the value for symmetric positions (if players switch roles) should be different only by sign. A common practice is to mod...
, a full form conversion step (which converts short form words, such as str or inp, in the source code file to full form, such as string or input), an equals conversion step (which converts equal operations for semantic meaning), a semantic sense addition step (which adds contextual or...
In the early versions of YOLO, the detection heads were typically coupled, meaning that the classification and localization tasks were performed simultaneously within the same network layer. Starting from YOLOv2, the series introduced the anchor box mechanism, which uses a predefined set of bounding ...