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INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016 Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI) |
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Issue: May 2024
Volume 9 | Issue 5
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| Paper Title: | Web Data Sources and Processing |
| Authors Name: | Dr.K.VIJAYAN |
| Download E-Certificate: | Download |
| Author Reg. ID: |
IJNRD_216592
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| Published Paper Id: | IJNRD2404550 |
| Published In: | Volume 9 Issue 4, April-2024 |
| DOI: | |
| Abstract: | Abstract Statistics Netherlands (CBS) is interested in using Natural Language Processing (NLP) to classify companies that are not included in Community Innovation Survey (CIS) to obtain reliable data with regard to the location of innovation activities. Various machine learning methods were applied with favorable results in the past. In recent years, growing attention is paid to combining predictions of multiple models. ensemble approach is investigated in relation to predicting innovative companies based on their website text. It was found that the stacking algorithm provided the best accuracy out of all the models but with considerable training time. Depending on the seed and a random selection of the training data, the stacking algorithm provided an improvement of up to 1%. Other ensemble algorithms presented did not improve the accuracy compared to the best-performing individual model. The main point of this chapter is to cover the data source and webs craping process. Moreover, preprocessing steps and mathematical representation of words extracted from the websites will be discussed. |
| Keywords: | Web Data Source and Processing |
| Cite Article: | "Web Data Sources and Processing", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.9, Issue 4, page no.f396-f403, April-2024, Available :http://www.ijnrd.org/papers/IJNRD2404550.pdf |
| Downloads: | 00024 |
| ISSN: |
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID:IJNRD2404550 Registration ID: 216592 Published In: Volume 9 Issue 4, April-2024 DOI (Digital Object Identifier): Page No: f396-f403 Country: COIMBATORE, TAMIL NADU, India Research Area: Computer Science & Technology Publisher : IJ Publication Published Paper URL : https://www.ijnrd.org/viewpaperforall?paper=IJNRD2404550 Published Paper PDF: https://www.ijnrd.org/papers/IJNRD2404550 |
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ISSN: 2456-4184
Impact Factor: 8.76 and ISSN APPROVED
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