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Orange: data mining toolbox in python

Janez Demsar, Tomaz Curk, Ales Erjavec, Crtomir Gorup, Tomaz Hocevar, Mitar Milutinovic, Martin Mozina, Matija Polajnar, Marko Toplak, Anze Staric, Miha Stajdohar, Lan Umek (+4 others)
2013 Journal of machine learning research  
Orange is a machine learning and data mining suite for data analysis through Python scripting and visual programming.  ...  Orange is intended both for experienced users and programmers, as well as for students of data mining.  ...  Toolbox Overview Orange library is a hierarchically-organized toolbox of data mining components.  ... 
dblp:journals/jmlr/DemsarCEGHMMPTSSUZZZZ13 fatcat:t53pgdex5besbgekaihw5ukuza

Conformal Prediction with Orange

Tomaz Hocevar, Blaz Zupan, Jonna Stålring
2021 Journal of Statistical Software  
Provided that the data are independently and identically distributed, the user can control the level of the prediction errors and adjust it following the requirements of a given application.  ...  To promote the selection of a successful approach, we have developed Orange3-Conformal, a Python library that provides a range of conformal prediction methods for classification and regression.  ...  Example Installation Orange3-Conformal is an add-on for the Orange machine learning and data mining suite in Python and requires installation of Orange: • Use the installer from the official web page  ... 
doi:10.18637/jss.v098.i07 fatcat:pvophpp27zdzpk3cmwba4sngpu

Application of Orange Data Mining Approach of Argiculture Productivity Index Performance in Tamilnadu

2019 International Journal of Scientific and Innovative Mathematical Research  
Interactive work flows with a large toolbox using Python programming language. In addition, to cross validate the API, the orange data mining hierarchical clustering techniques is used.  ...  In this paper, the Orange data mining software is used which is an open source data visualization and data analysis for learner and experts.  ...  orange data mining software is used.  ... 
doi:10.20431/2347-3142.0708003 fatcat:rzkc7qhqxzgnne6zwb47m7u5be

Conformal prediction and its integration within visual analytics toolbox

Tomaz Hocevar, Blaz Zupan
2021 International Symposium on Conformal and Probabilistic Prediction with Applications  
In machine learning, a significant subset of such toolboxes is those that use workflows and visual programming.  ...  Here, we report on an example of such a toolbox, Python implementation of conformal prediction library, and our initial efforts and ideas to democratize conformal prediction.  ...  Introduction Machine learning and data mining are increasingly essential components of every researcher's toolbox.  ... 
dblp:conf/copa/HocevarZ21 fatcat:fro7nzlrardzja7nf7cksw6d7m

A Review of Open Source Software Tools for Time Series Analysis [article]

Yunus Parvej Faniband
2022 arXiv   pre-print
Time series data is used in a wide range of real world applications.  ...  In a variety of domains , detailed analysis of time series data (via Forecasting and Anomaly Detection) leads to a better understanding of how events associated with a specific time instance behave.  ...  in Orange and Python.  ... 
arXiv:2203.05195v1 fatcat:rhei4cyrpfhlzibbdfpnyn5bw4

Python: A Quintessential approach towards Data Science

Aniket M. Wazarkar
2021 International Journal for Research in Applied Science and Engineering Technology  
Python has developed and evolved analytical tools which can help data scientist in developing machine learning models, web services, data mining, data classification, exploratory data analysis, etc.  ...  Python is an interpreted object-oriented programming language that is sustainably procuring vogue in the field of data science and analytics by fabricating complex software applications.  ...  Having a good graphical interface makes it easier to use. 5) Orange: Orange is a free, open-source data science toolbox.  ... 
doi:10.22214/ijraset.2021.35683 fatcat:pf67f6un6rghvaibjbolnztqmu

Orange: Data Mining Fruitful and Fun-A Historical Perspective

Janez Demšar, Blaž Zupan
2013 Informatica   unpublished
Orange (http://orange.biolab.si) is a general-purpose machine learning and data mining tool.  ...  Povzetek: Orange kot splošno orodje za stojno učenje in odkrivanje znanj iz podatkov, zgodovina, trenutna podoba in prihodnji izzivi.  ...  Acknowledgements Development of Orange is a team effort of many developers, and we thank them all for their enthusiasm and support.  ... 
fatcat:no7rffd7tnfxdnjirtmz42aijq

A Comprehensive Analysis of Proprietary and Open Source Data Mining Tools

Sonia Rani Chowdhary, Mr Vikash
2020 International Journal of Scientific Research in Computer Science Engineering and Information Technology  
Data mining access the meaningful and efficient information available in worldwide which is helps in decision making.  ...  This paper described the (a) various tools and techniques used by data mining applications. (b) compared features and limitations both in Proprietary and open sources data mining tools.  ...  Data mining is not only important in BI but also in technologies and life science sectors.  ... 
doi:10.32628/cseit206210 fatcat:463k5b47q5h6fkq4p6abeqx2oa

Democratized image analytics by visual programming through integration of deep models and small-scale machine learning

Primož Godec, Matjaž Pančur, Nejc Ilenič, Andrej Čopar, Martin Stražar, Aleš Erjavec, Ajda Pretnar, Janez Demšar, Anže Starič, Marko Toplak, Lan Žagar, Jan Hartman (+8 others)
2019 Nature Communications  
Here, we use the visual programming toolbox Orange ( http://orange.biolab.si ) to simplify image analysis by integrating deep-learning embedding, machine learning procedures, and data visualization.  ...  These vectors are used in image clustering and classification in a framework that enables mining of image sets for both novel and experienced users.  ...  The toolbox is based on Orange data mining 16, 17 , a general-purpose data analysis framework that already includes components for clustering, classification, and interactive data and model visualizations  ... 
doi:10.1038/s41467-019-12397-x pmid:31591416 pmcid:PMC6779910 fatcat:5lcfhhhsrfawvgxh3vp2cfq5ae

Named Entity Recognition and Aspect based Sentiment Analysis

Sangeeta Oswal, Ravikumar Soni, Omkar Narvekar, Abhijit Pradha
2019 International Journal of Computer Applications  
Here specific hashtag (#) based tweets are downloaded using tweepy and they are cleansed for removal of irrelevant data then Entity Recognition is performed using the NER Algorithm which specifies different  ...  Orange is used by experienced users, programmers, and by students of data mining. Orange library is a hierarchically-organized toolbox of data mining components.  ...  Orange is an data mining application for data analysis through python scripting and visual programming. In orange we have used sentiment analysis module and tweet profiler module.  ... 
doi:10.5120/ijca2019919367 fatcat:a44m2x2q75fsjpvqcvj5zwxpfq

Development of a Simple Graphical Interface based Software for Machine Learning and Data Visualization

2019 International journal of recent technology and engineering  
Machine learning has become one of the foremost techniques used for extracting knowledge from large amounts of data.  ...  In this study, a machine learning software with a simple graphical user interface was developed with a special focus on enhancing usability.  ...  Orange Orange is a component-based toolbox for machine learning, data mining and visualizations written in Python under the GPL license [14] .  ... 
doi:10.35940/ijrte.b3426.078219 fatcat:chs3z2n4ozeu7b4x4xhwaagzsu

Pathomx: an interactive workflow-based tool for the analysis of metabolomic data

Martin A Fitzpatrick, Catherine M McGrath, Stephen P Young
2014 BMC Bioinformatics  
However, the development of robust methods for the analysis of metabolomic data is a work-in-progress.  ...  Conclusions: Pathomx is a useful addition to the analysis toolbox.  ...  data.  ... 
doi:10.1186/s12859-014-0396-9 pmid:25490956 pmcid:PMC4271363 fatcat:66rlqvvxbzbvvnagjfcuaeb4fu

Tools for Educational Data Mining

Stefan Slater, Srećko Joksimović, Vitomir Kovanovic, Ryan S. Baker, Dragan Gasevic
2016 Journal of educational and behavioral statistics  
In recent years, a wide array of tools have emerged for the purposes of conducting educational data mining (EDM) and/or learning analytics (LA) research.  ...  Finally, we will discuss the importance of familiarizing oneself with multiple tools-a data analysis toolbox-for the practice of EDM/LA research.  ...  KNIME also offers extensions that allow it to interface with R, Python, Java, and SQL. Orange Orange (orange.biolab.si) is a data visualization and analysis package.  ... 
doi:10.3102/1076998616666808 fatcat:ydxqqjgzh5fovb5btcoijnq56m

Penggunaan Matlab dan Python dalam Klasterisasi Data

Herlawati Herlawati, Rahmadya Trias Handayanto
2020 Jurnal Kajian Ilmiah  
This study showed both Matlab and Python have enough libraries (libraries) and toolboxes to help users in data clastering as well as graphics presentation.  ...  Hasil dari penelitian ini menunjukan baik Matlab maupun Python memiliki cukup pustaka (library) dan toolbox dalam membantu pengguna mengklasterisasi data, mempresentasikan grafik.  ...  Tugas perancang data mining adalah mengetahui pola-pola berurutan dari data-data yang tersebar tersebut.  ... 
doi:10.31599/jki.v20i1.85 fatcat:tolwcx5nmzb6bgwlunmylqopiu

NeuroRA: A Python Toolbox of Representational Analysis From Multi-Modal Neural Data

Zitong Lu, Yixuan Ku
2020 Frontiers in Neuroinformatics  
We introduce the structure, modules, features, and algorithms of NeuroRA in this paper, as well as examples applying the toolbox in published datasets.  ...  Our toolbox aims at conducting cross-modal data analysis from multi-modal neural data (e.g., EEG, MEG, fNIRS, fMRI, and other sources of neruroelectrophysiological data), behavioral data, and computer-simulated  ...  By utilizing the powerful computational toolbox in Python, NeuroRA gives users the ability to mine neural data thoroughly and efficiently. Figure 1 . Overview of NeuroRA.  ... 
doi:10.3389/fninf.2020.563669 pmid:33424573 pmcid:PMC7787009 fatcat:4f4z23fllval7ayyzdip5vraqe
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