Sam at Megaputer (talk | contribs) copy edit. Removed unneeded header Tag: Visual edit |
Cassiopeia (talk | contribs) correction - wiki link Tag: 2017 wikitext editor |
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{{AFC submission|||u=Sam at Megaputer|ns=2|ts=20201003150421}} <!-- Do not remove this line! --> |
{{AFC submission|||u=Sam at Megaputer|ns=2|ts=20201003150421}} <!-- Do not remove this line! --> |
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{{AFC comment|1= |
{{AFC comment|1=Creator has added the COI article disclose template on their user page - see [https://en.wikipedia.org/w/index.php?title=User:Sam_at_Megaputer&type=revision&diff=982188610&oldid=982096726&diffmode=source here]. Thank you. [[User:Cassiopeia|<b style="font-family:Georgia;font-size:105%;color:#FA0"> Cassiopeia</b>]]<sup>([[User talk:CASSIOPEIA|<b style="#0000FF">talk</b>]])</sup> 07:08, 7 October 2020 (UTC)}} |
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{{AFC comment|1=I |
{{AFC comment|1=I'm sure they already did. As discussed on the talk page, I am not an ''have never been'' in violation of COI guidelines. [[User:Sam at Megaputer|Sam at Megaputer]] ([[User talk:Sam at Megaputer|talk]]) 00:05, 7 October 2020 (UTC)}} |
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{{AFC comment|1= |
{{AFC comment|1=NOTE TO REVIEWER: Pls read "COI disclosure" and "Connected contributor template" at the talk page prior reviewing the page. [[User:Cassiopeia|<b style="font-family:Georgia;font-size:105%;color:#FA0"> Cassiopeia</b>]]<sup>([[User talk:CASSIOPEIA|<b style="#0000FF">talk</b>]])</sup> 22:11, 6 October 2020 (UTC)}} |
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{{AFC comment|1= |
{{AFC comment|1=As discussed on the talk page, my COI declaration in text was probably OK already, but I have added a userbox to my page anyway. I am being very open about my COI. [[User:Sam at Megaputer|Sam at Megaputer]] ([[User talk:Sam at Megaputer|talk]]) 18:43, 6 October 2020 (UTC)}} |
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{{AFC comment|1=I suggest you to read the link again on how to disclose user page COI on article you created with COI. [[User:Cassiopeia|<b style="font-family:Georgia;font-size:105%;color:#FA0"> Cassiopeia</b>]]<sup>([[User talk:CASSIOPEIA|<b style="#0000FF">talk</b>]])</sup> 02:57, 6 October 2020 (UTC)}} |
{{AFC comment|1=I suggest you to read the link again on how to disclose user page COI on article you created with COI. [[User:Cassiopeia|<b style="font-family:Georgia;font-size:105%;color:#FA0"> Cassiopeia</b>]]<sup>([[User talk:CASSIOPEIA|<b style="#0000FF">talk</b>]])</sup> 02:57, 6 October 2020 (UTC)}} |
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{{AFC comment|1= |
{{AFC comment|1=Please note again that ''I have already declared my COI on my user page. At no time did I fail to properly declare my COI!'' [[User:Sam at Megaputer|Sam at Megaputer]] ([[User talk:Sam at Megaputer|talk]]) 02:53, 6 October 2020 (UTC)}} |
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{{AFC comment|1= |
{{AFC comment|1=As of this edit, creator has yet to disclose their COI - pls see [[WP:DISCLOSE]] for article talk page instructions. [[User:Cassiopeia|<b style="font-family:Georgia;font-size:105%;color:#FA0"> Cassiopeia</b>]]<sup>([[User talk:CASSIOPEIA|<b style="#0000FF">talk</b>]])</sup> 02:49, 6 October 2020 (UTC)}} |
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{{AFC comment|1=I |
{{AFC comment|1=I would like it noted that my COI was already declared on my user page at the time the above comment was posted, and has been declared there since before my very first edit to this article. I don't want anyone to think that I have failed to properly disclose my COI. [[User:Sam at Megaputer|Sam at Megaputer]] ([[User talk:Sam at Megaputer|talk]]) 02:05, 6 October 2020 (UTC)}} |
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{{AFC comment|1=Pls note that you need to disclose your COI (you work for Megaputer Intelligence where you create a page for the company's PolyAnalyst software) not only in the article talk page (which you have declared) but also on your user page. [[User:Cassiopeia|<b style="font-family:Georgia;font-size:105%;color:#FA0"> Cassiopeia</b>]]<sup>([[User talk:CASSIOPEIA|<b style="#0000FF">talk</b>]])</sup> 00:49, 6 October 2020 (UTC)}} |
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Revision as of 07:09, 7 October 2020
- Comment: Creator has added the COI article disclose template on their user page - see here. Thank you. Cassiopeia(talk) 07:08, 7 October 2020 (UTC)
- Comment: I'm sure they already did. As discussed on the talk page, I am not an have never been in violation of COI guidelines. Sam at Megaputer (talk) 00:05, 7 October 2020 (UTC)
- Comment: NOTE TO REVIEWER: Pls read "COI disclosure" and "Connected contributor template" at the talk page prior reviewing the page. Cassiopeia(talk) 22:11, 6 October 2020 (UTC)
- Comment: As discussed on the talk page, my COI declaration in text was probably OK already, but I have added a userbox to my page anyway. I am being very open about my COI. Sam at Megaputer (talk) 18:43, 6 October 2020 (UTC)
- Comment: I suggest you to read the link again on how to disclose user page COI on article you created with COI. Cassiopeia(talk) 02:57, 6 October 2020 (UTC)
- Comment: Please note again that I have already declared my COI on my user page. At no time did I fail to properly declare my COI! Sam at Megaputer (talk) 02:53, 6 October 2020 (UTC)
- Comment: As of this edit, creator has yet to disclose their COI - pls see WP:DISCLOSE for article talk page instructions. Cassiopeia(talk) 02:49, 6 October 2020 (UTC)
- Comment: I would like it noted that my COI was already declared on my user page at the time the above comment was posted, and has been declared there since before my very first edit to this article. I don't want anyone to think that I have failed to properly disclose my COI. Sam at Megaputer (talk) 02:05, 6 October 2020 (UTC)
- Comment: Pls note that you need to disclose your COI (you work for Megaputer Intelligence where you create a page for the company's PolyAnalyst software) not only in the article talk page (which you have declared) but also on your user page. Cassiopeia(talk) 00:49, 6 October 2020 (UTC)
Developer(s) | Megaputer Intelligence |
---|---|
Stable release | 6.5
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Type | Data science, machine learning, predictive analytics |
Polyanalyst is a data science software platform developed by Megaputer Intelligence that provides an environment for text mining, data mining, machine learning, and predictive analytics. It is used by Megaputer to design custom tools for clients in health care, business management, insurance, and other industries. PolyAnalyst has also been used for COVID-19 forecasting.
Overview
PolyAnalyst's graphical user interface contains various nodes, each of which performs a different function. The nodes can be linked into a flowchart to perform an analysis. The software provides nodes for data import, data preparation, data visualization, data analysis, and data export.[1] PolyAnalyst can import data from database management systems, from all common file formats, and from previously created PolyAnalyst projects. It can also import web pages directly into the program to be used as data sources for web mining.[2]
PolyAnalyst supports text analytics through nodes that rely on machine learning algorithms and a proprietary programming language called PDL (Pattern Definition Language).[3] PolyAnalyst's text analytics features include nodes for text clustering, sentiment analysis, extraction of facts, keywords, and entities, and the creation of taxonomies and ontologies. Polyanalyst also contains nodes for the analysis of structured data and to execute code in Python and R.[4][5] As of 2020, the software supports text analysis in 16 languages.[6]
After analysis is complete, the result may be exported to a file or published to a web report. PolyAnalyst is typically used by Megaputer to build custom tools for businesses. It uses a client–server model and is licensed under a software as a service model.[7]
Applications
Insurance
PolyAnalyst was used to build a subrogation prediction tool which can assist in identifying subrogatable insurance claims. The tool determines the probability that a claim is subrogatable, and if so, the amount that is expected to be recovered. It is used by insurance companies to reduce the need for manual review of insurance claims and to increase the accuracy of subrogation predictions.[8] PolyAnalyst is also used to detect insurance fraud.[9]
Business Management
Two case studies have used PolyAnalyst to demonstrate the value of data mining to the hotel industry, concluding that it is capable of improving hotel management and customer service.[10][11] PolyAnalyst is also used to analyze product review data, warranty claims, customer comments, and other textual data.[12] In one case, PolyAnalyst was used to improve a company's system for evaluating its associates conversations with customers by building a tool which rated messages for factors such as professionalism, empathy, and correctness of response. According to Forrester Research, the new tool saved the company around $11.8 million annually while increasing customers' likelihood to recommend.[13]
Health care
PolyAnalyst is used by pharmaceutical companies assist in pharmacovigilance. The software was used to design a tool that matches descriptions of adverse events to their proper MedDRA codes, determines if side-effects are serious or non-serious, and to sets up cases for ongoing monitoring if needed.[14] PolyAnalyst has also been applied to discover new uses for existing drugs by text mining ClinicalTrials.gov[15] and to forecast the spread of the COVID-19 virus in the United States and Russia.[16][17]
References
- ^ Apicella, Mario (July 3, 2000). "PolyAnalyst 4.1 digs through data for gold". Info World.
{{cite news}}
: CS1 maint: url-status (link) - ^ Zhang, Qingyu; Segall, Richard S. (2008-12-01). "Web mining: a survey of current research, techniques, and software". International Journal of Information Technology & Decision Making. 07 (4): 683–720. doi:10.1142/S0219622008003150. ISSN 0219-6220.
- ^ Bourlai, Elli (2020-02-12). "Combining the Best of Both Worlds: Machine Learning & Rule-Based Approach". Megaputer Intelligence. Retrieved 2020-10-03.
- ^ Zhang, Qingyu; Segall, Richard S. (2010-01-01). "Review of data, text and web mining software". Kybernetes. 39 (4): 625–655. doi:10.1108/03684921011036835. ISSN 0368-492X.
- ^ Zhang, Qingyu; Segall, Richard S. (2010), Maimon, Oded; Rokach, Lior (eds.), "Commercial Data Mining Software", Data Mining and Knowledge Discovery Handbook, Boston, MA: Springer US, pp. 1245–1268, Bibcode:2010dmak.book.1245Z, doi:10.1007/978-0-387-09823-4_65, ISBN 978-0-387-09823-4, retrieved 2020-10-03
- ^ "PolyAnalyst for Text Software". Megaputer Intelligence. Retrieved 2020-09-28.
- ^ Halper, Fern (2011). "Predictive Analytics: The Hurwitz Victory Index Report" (PDF). Retrieved 28 September 2020.
{{cite web}}
: CS1 maint: url-status (link) - ^ "Megaputer Intelligence". big-data.insuranceciooutlook.com. Retrieved 2020-09-21.
- ^ Wang, John; Yang, James G. S. "Data Mining Techniques for Auditing Attest Function and Fraud Detection". CiteSeerX 10.1.1.453.5506. Retrieved 21 September 2020.
{{cite journal}}
: Cite journal requires|journal=
(help) - ^ Sharma, Arvind K. "Web Mining Techniques to Improve Hotel Management Services". CiteSeerX 10.1.1.415.9763. Retrieved 22 September 2020.
{{cite journal}}
: Cite journal requires|journal=
(help) - ^ "Web Mining of Hotel Customer Survey Data". Citeseerx.ist.psu.edu. CiteSeerX 10.1.1.455.7659. Retrieved 27 September 2020.
- ^ "Market Guide for Text Analytics". 31 August 2020.
{{cite web}}
: CS1 maint: url-status (link) - ^ Evelson, Boris (November 10, 2015). "Vendor Landscape: Big Data Text Analytics". Forrester.
{{cite news}}
: CS1 maint: url-status (link) - ^ "Life sciences: Increasing speed-to-insight in pharma". www.kmworld.com. Retrieved 2020-09-22.
- ^ Su, Eric Wen; Sanger, Todd M. (2017-03-23). "Systematic drug repositioning through mining adverse event data in ClinicalTrials.gov". PeerJ. 5: e3154. doi:10.7717/peerj.3154. ISSN 2167-8359. PMC 5366063. PMID 28348935.
{{cite journal}}
: CS1 maint: unflagged free DOI (link) - ^ Codingest (2020-04-29). "COVID-19: Megaputer provides interactive geo-map to forecast peak of active cases in U.S." thegeospatial. Retrieved 2020-09-30.
- ^ "В России представили модели пика заболеваемости COVID-19 в регионах". РБК (in Russian). Retrieved 2020-09-24.