• alr3

  • Referenced in 283 articles [sw04474]
  • lightly modified to make some data columns row labels...
  • MULAN

  • Referenced in 65 articles [sw08062]
  • Java library for learning from multi-label data. It offers a variety of classification, ranking ... algorithms for learning from hierarchically structured labels. In addition, it contains an evaluation framework that...
  • DeepWalk

  • Referenced in 63 articles [sw39604]
  • higher than competing methods when labeled data is sparse. In some experiments, DeepWalk’s representations...
  • XQuery

  • Referenced in 124 articles [sw06669]
  • markup language, capable of labeling the information content of diverse data sources including structured...
  • STL-10 dataset

  • Referenced in 23 articles [sw39164]
  • modifications. In particular, each class has fewer labeled training examples than in CIFAR ... make use of the unlabeled data (which comes from ... similar but different distribution from the labeled data) to build a useful prior. We also...
  • AFNI

  • Referenced in 25 articles [sw09076]
  • transformed functional data sets from manually labeled anatomical data sets are described. Facilities are provided...
  • xarray

  • Referenced in 20 articles [sw16812]
  • package that aims to bring the labeled data power of pandas to the physical sciences...
  • Cityscapes

  • Referenced in 19 articles [sw36624]
  • that leverage large volumes of weakly-labeled data. Crucially, our effort exceeds previous attempts...
  • XGobi

  • Referenced in 37 articles [sw11752]
  • Views of the data can be reshaped. Points can be labeled and brushed with glyphs ... linked for labeling, brushing, and sharing of projections. Missing data are accommodated and their patterns...
  • LFW

  • Referenced in 60 articles [sw31362]
  • Labeled Faces in the Wild. Welcome to Labeled Faces in the Wild, a database ... problem of unconstrained face recognition. The data set contains more than 13,000 images ... from the web. Each face has been labeled with the name of the person pictured ... more distinct photos in the data set. The only constraint on these faces is that...
  • SMOTEBoost

  • Referenced in 34 articles [sw12571]
  • handle class imbalance problem in data with discrete class labels. It uses a combination ... examples and sample from a pool of data that predominantly consists of majority class, subsequent...
  • DeCAF

  • Referenced in 27 articles [sw17856]
  • there may be insufficient labeled or unlabeled data to conventionally train or adapt a deep...
  • MixMatch

  • Referenced in 6 articles [sw41280]
  • leveraging unlabeled data to mitigate the reliance on large labeled datasets. In this work ... that works by guessing low-entropy labels for data-augmented unlabeled examples and mixing labeled ... unlabeled data using MixUp. We show that MixMatch obtains state-of-the-art results ... large margin across many datasets and labeled data amounts. For example, on CIFAR-10 with...
  • DeepXplore

  • Referenced in 7 articles [sw41847]
  • testing depends heavily on manually labeled data and therefore often fails to expose erroneous behaviors...
  • LabelMe

  • Referenced in 46 articles [sw36633]
  • truth labels to be used for object detection and recognition research. Such data is useful ... extend the dataset to automatically enhance object labels with WordNet, discover object parts, recover...
  • APEX

  • Referenced in 12 articles [sw18893]
  • XPath use label paths to traverse the irregularly structured data. Without a structural summary ... exhaustive traversal on XML data. To overcome the inefficiency, several path indexes have been proposed ... generally record all label paths from the root element in XML data. Such path indexes...
  • wav2vec

  • Referenced in 3 articles [sw38717]
  • jointly learned. Experiments using all labeled data of Librispeech achieve 1.8/3.3 ... sets. When lowering the amount of labeled data to one hour, wav2vec 2.0 outperforms ... subset while using 100 times less labeled data. Using just ten minutes of labeled data ... speech recognition with limited amounts of labeled data...
  • mldr

  • Referenced in 4 articles [sw23014]
  • Data Analysis and Manipulation of Multi-Label Data Sets. Exploratory data analysis and manipulation functions ... multi- label data sets along with an interactive Shiny application to ease their...
  • Laminar

  • Referenced in 3 articles [sw23077]
  • flow of information through fine-grained program data structures. This paper describes Laminar, the first ... objects. Programmers express security policies by labeling data with secrecy and integrity labels, and then ... access the labeled data in lexically scoped security regions. Laminar enforces the security policies specified ... DIFC programs that can access heterogeneously labeled data...
  • ALiPy

  • Referenced in 3 articles [sw33954]
  • plentiful unlabeled data but limited labeled data; and the acquisition of labels is costly. Active ... iteratively selecting the most valuable data to query their labels from the annotator. This article ... learning framework, including data process, active selection, label query, results visualization, etc. In addition ... settings, such as AL for multi-label data, AL with noisy annotators, AL with different...