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KTXMLC constructs multi-way multiple trees using a parallel clustering algorithm, which leads to fast computational cost. KTXMLC outperforms over the existing tree based classifier in terms of ranking based measures on six datasets named Delicious, Mediamill, Eurlex-4K, Wiki10-31K, AmazonCat-13K, Delicious-200K. We conducted experiments on five standard benchmark datasets, including three medium-scale datasets, EURLex-4k, AmazonCat-13k and Wiki10-31k, and two large-scale datasets, Wiki-500k and Amazon-670k. Table 1 shows the statistics of these datasets.

Eurlex-4k

The deep learning EURLex-4K) with a maximum of 5000 features and 3993 labels and a large one ( Wiki10-31K) with 101938 features and 30938 labels (see Table 2 for details). 23 Aug 2019 Further speed-up is possible if more CPU cores are available. Dataset, Metric, Parabel, Omikuji (balanced, cluster.k=2). EURLex-4K, P #features. #labels #labels/instance #instances/label #clusters. Eurlex-4K. 13,905.

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Se hela listan på manikvarma.org The above code also consists of a demonstration on how to run on EURLex-4k dataset downloaded from the The Extreme Classification Repository, and instructions. For EURLex-4k datasets, you should get the following output finally showing prec@k and nDCG@k values. Results for EURLex-4K dataset ===== This dataset provides statistics on EUR-Lex website from two views: type of content and number of legal acts available. It is updated on a daily basis.

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Each circle corresponds to one label partition (also a tree node), the size of circle indicates the number of labels in that partition and lighter color indicates larger node level. The largest circle is the whole label space. For example, to reproduce the results on the EURLex-4K dataset: omikuji train eurlex_train.txt --model_path ./model omikuji test ./model eurlex_test.txt --out_path predictions.txt Python Binding.

It contains many different types of documents, including treaties, legislation, case-law and legislative proposals, which are indexed according to several orthogonal categorization schemes to allow for multiple search facilities. This dataset provides statistics on EUR-Lex website from two views: type of content and number of legal acts available. It is updated on a daily basis. 1) The statistics on the content of EUR-Lex (from 1990 to 2018) show a) how many legal texts in a given language and document format were made available in EUR-Lex in a particular month and year. We will use Eurlex-4K as an example. In the ./datasets/Eurlex-4K folder, we assume the following files are provided: X.trn.npz: the instance TF-IDF feature matrix for the train set.
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A simple Python binding is also available for training and prediction. It can be install via pip: pip install omikuji EURLex-4K. Method P@1 P@3 P@5 N@1 N@3 N@5 PSP@1 PSP@3 PSP@5 PSN@1 PSN@3 PSN@5 Model size (GB) Train time (hr) AnnexML * 79.26: 64.30: 52.33: 79.26: 68.13: 61.60: 34 We will use Eurlex-4K as an example. In the ./datasets/Eurlex-4K folder, we assume the following files are provided: X.trn.npz: the instance TF-IDF feature matrix for the train set. The data type is scipy.sparse.csr_matrix of size (N_trn, D_tfidf), where N_trn is the number of train instances and D_tfidf is the number of features.

A flurry of diplomatic activity eur-lex.europa.eu. As for the coir units, Rajamohan said the Board will shortly introduce new technology, developed by the Coir Board, the apex body for the when comparing the proposed LLSL to other deep learning models, our model steadily shows superior.
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Conformity of Production (COP) shall be eur-lex.europa.eu. Especificaban una resolución de 2048 x 1080, denominada 2k (4096 x 2160, o 4k, para las pantallas de más de 15 m) y JPEG 2000 como eur-lex.europa.eu. L'article 7 de la directive 93/104/CE du Conseil, du 23 novembre 1993, concernant certains aspects de l'aménagement du temps de travail, eur-lex.europa.eu. enkla tryckkärl (kärl): varje svetsat tryckkärl som utsätts för ett relativt inre övertryck överstigande 0,5 bar och som är avsett för förvaring av luft eur-lex.europa.eu. La Unión Europea tiene como objetivo establecer acuerdos marco de cooperación en materia de pesca con terceros países con el fin de eur-lex.europa.eu. Stödordningens namn eller namnet på det företag som får ett enskilt stöd: ”Assistenza tecnica nel settore zootecnico” (tekniskt stöd inom eur-lex.europa.eu.