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توضیحات

HDLTex: Hierarchical Deep Learning for Text Classification

ویژگی	مقدار
سیستم عامل	OS Independent
نام فایل	HDLTex-1.0.5
نام	HDLTex
نسخه کتابخانه	1.0.5
نگهدارنده	[]
ایمیل نگهدارنده	[]
نویسنده	Kamran Kowsari
ایمیل نویسنده	kk7nc@virginia.edu
آدرس صفحه اصلی	https://github.com/kk7nc/HDLTex
آدرس اینترنتی	https://pypi.org/project/HDLTex/
مجوز	-

|DOI| |travis| |wercker status| |Join the chat at https://gitter.im/HDLTex| |arXiv| |RG| |Binder| |license| HDLTex: Hierarchical Deep Learning for Text Classification ========================================================== Refrenced paper : `HDLTex: Hierarchical Deep Learning for Text Classification <https://arxiv.org/abs/1709.08267>`__ |Pic| Installation ------------ Using pip ~~~~~~~~~ .. code:: bash pip install HDLTex Using git ~~~~~~~~~ .. code:: bash git clone --recursive https://github.com/kk7nc/HDLTex.git The primary requirements for this package are Python 3 with Tensorflow. The requirements.txt file contains a listing of the required Python packages; to install all requirements, run the following: .. code:: bash pip -r install requirements.txt Or .. code:: bash pip3 install -r requirements.txt Or: .. code:: bash conda install --file requirements.txt If the above command does not work, use the following: .. code:: bash sudo -H pip install -r requirements.txt **Documentation:** **Datasets for HDLTex:** Linke of dataset: |Data| Web of Science Dataset `WOS-11967 <http://dx.doi.org/10.17632/9rw3vkcfy4.2>`__ :: This dataset contains 11,967 documents with 35 categories which include 7 parents categories. Web of Science Dataset `WOS-46985 <http://dx.doi.org/10.17632/9rw3vkcfy4.2>`__ :: This dataset contains 46,985 documents with 134 categories which include 7 parents categories. Web of Science Dataset `WOS-5736 <http://dx.doi.org/10.17632/9rw3vkcfy4.2>`__ :: This dataset contains 5,736 documents with 11 categories which include 3 parents categories. Requirements : ~~~~~~~~~~~~~~~~~~~~~~~~~~~~ General: Python 3.5 or later see `Instruction Documents <https://www.python.org/>`__ TensorFlow see `Instruction Documents <https://www.tensorflow.org/install/install_linux>`__. scikit-learn see `Instruction Documents <http://scikit-learn.org/stable/install.html>`__ Keras see `Instruction Documents <https://keras.io/>`__ scipy see `Instruction Documents <https://www.scipy.org/install.html>`__ GPU: CUDAÂ® Toolkit 8.0. For details, see `NVIDIAâ€™s documentation <https://developer.nvidia.com/cuda-toolkit>`__. The `NVIDIA drivers associated with CUDA Toolkit 8.0 <http://www.nvidia.com/Download/index.aspx>`__. cuDNN v6. For details, see `NVIDIAâ€™s documentation <https://developer.nvidia.com/cudnn>`__. GPU card with CUDA Compute Capability 3.0 or higher. The libcupti-dev library, To install this library, issue the following command: :: $ sudo apt-get install libcupti-dev **Feature Extraction:** Global Vectors for Word Representation (`GLOVE <https://nlp.stanford.edu/projects/glove/>`__) :: For CNN and RNN you need to download and linked the folder location to GLOVE Error and Comments: ------------------- Send an email to kk7nc@virginia.edu Citation: --------- .. code:: bash @inproceedings{Kowsari2018HDLTex, author={Kowsari, Kamran and Brown, Donald E and Heidarysafa, Mojtaba and Meimandi, Kiana Jafari and Gerber, Matthew S and Barnes, Laura E}, booktitle={2017 16th IEEE International Conference on Machine Learning and Applications (ICMLA)}, title={HDLTex: Hierarchical Deep Learning for Text Classification}, year={2017}, pages={364-371}, doi={10.1109/ICMLA.2017.0-134}, month={Dec} } .. |DOI| image:: http://kowsari.net/HDLTex_DOI.svg?maxAge=2592000 :target: https://doi.org/10.1109/ICMLA.2017.0-134 .. |travis| image:: https://travis-ci.org/kk7nc/HDLTex.svg?branch=master :target: https://travis-ci.org/kk7nc/HDLTex .. |wercker status| image:: https://app.wercker.com/status/24a123448ba8764b257a1df242146b8e/s/master :target: https://app.wercker.com/project/byKey/24a123448ba8764b257a1df242146b8e .. |Join the chat at https://gitter.im/HDLTex| image:: https://badges.gitter.im/Join%20Chat.svg :target: https://gitter.im/HDLTex/Lobby?source=orgpage .. |arXiv| image:: https://img.shields.io/badge/arXiv-1709.08267-red.svg?style=flat :target: https://arxiv.org/abs/1709.08267 .. |RG| image:: https://img.shields.io/badge/ResearchGate-HDLTex-blue.svg?style=flat :target: https://www.researchgate.net/publication/319968747_HDLTex_Hierarchical_Deep_Learning_for_Text_Classification .. |Binder| image:: https://mybinder.org/badge.svg :target: https://mybinder.org/v2/gh/kk7nc/HDLTex/master .. |license| image:: https://img.shields.io/github/license/mashape/apistatus.svg?maxAge=2592104 :target: https://github.com/kk7nc/HDLTex/blob/master/LICENSE .. |Data| image:: https://img.shields.io/badge/DOI-10.17632/9rw3vkcfy4.6-blue.svg?style=flat :target: http://dx.doi.org/10.17632/9rw3vkcfy4.6 .. |Pic| image:: http://kowsari.net/____impro/1/onewebmedia/HDLTex.png?etag=W%2F%22c90cd-59c4019b%22&sourceContentType=image%2Fpng&ignoreAspectRatio&resize=821%2B326&extract=0%2B0%2B821%2B325?raw=false :alt: HDLTex as both Hierarchy lavel are DNN

نیازمندی

مقدار	نام
-	scipy
-	tensorflow-gpu
>=2.0.9	keras
>=0.19.0	scikit-learn
>=3.2.4	nltk
>=2.1.2	matplotlib
>=1.12.1	numpy
>=0.22.0	pandas

نحوه نصب

نصب پکیج whl HDLTex-1.0.5:

pip install HDLTex-1.0.5.whl

نصب پکیج tar.gz HDLTex-1.0.5:

pip install HDLTex-1.0.5.tar.gz