Comparative Study of Back-propagation and PSO Based Back-propagation for Anemia Diagnosis in Pregnant Ladies
A major problem in medical science is attaining the correct diagnosis of anemia for precedence of its treatment. According to WHO survey anemia is one of the most commonly encountered medical deficiency during pregnancy WHO (2001). Here Artificial Neural Network (ANN) based diagnosis model is propos...
Saved in:
| Published in | International Journal of Science, Engineering and Computer Technology Vol. 7; no. 1; pp. 1 - 5 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Hisar
Indian Association of Health, Research and Welfare
01.03.2017
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 2231-508X 2347-3789 |
Cover
| Abstract | A major problem in medical science is attaining the correct diagnosis of anemia for precedence of its treatment. According to WHO survey anemia is one of the most commonly encountered medical deficiency during pregnancy WHO (2001). Here Artificial Neural Network (ANN) based diagnosis model is propose to determine the prospect for the anemia in pregnant will trained by using Back propagation (BP) algorithm and particle swann optimization (PSO). Algorithms will simulate using Python and their performance has been evaluated using accuracy factor. The perfonnance comparison helps to detennine the best model for diagnosis of anemia in pregnant ladies. Al-Shayea (2011); Gandomi, Yang, and Talatahari (2012); Mohaghegi, Del Valle, Venayagamoorthy, and Harley (2005). |
|---|---|
| AbstractList | A major problem in medical science is attaining the correct diagnosis of anemia for precedence of its treatment. According to WHO survey anemia is one of the most commonly encountered medical deficiency during pregnancy WHO (2001). Here Artificial Neural Network (ANN) based diagnosis model is propose to determine the prospect for the anemia in pregnant will trained by using Back propagation (BP) algorithm and particle swarm optimization (PSO). Algorithms will simulate using Python and their performance has been evaluated using accuracy factor. The performance comparison helps to determine the best model for diagnosis of anemia in pregnant ladies. Al-Shayea (2011); Gandomi, Yang, and Talatahari (2012); Mohaghegi, Del Valle, Venayagamoorthy, and Harley (2005). A major problem in medical science is attaining the correct diagnosis of anemia for precedence of its treatment. According to WHO survey anemia is one of the most commonly encountered medical deficiency during pregnancy WHO (2001). Here Artificial Neural Network (ANN) based diagnosis model is propose to determine the prospect for the anemia in pregnant will trained by using Back propagation (BP) algorithm and particle swann optimization (PSO). Algorithms will simulate using Python and their performance has been evaluated using accuracy factor. The perfonnance comparison helps to detennine the best model for diagnosis of anemia in pregnant ladies. Al-Shayea (2011); Gandomi, Yang, and Talatahari (2012); Mohaghegi, Del Valle, Venayagamoorthy, and Harley (2005). |
| Author | Sharma, Neha Khullar, Vikas Luhach, Ashish |
| Author_xml | – sequence: 1 givenname: Neha surname: Sharma fullname: Sharma, Neha – sequence: 2 givenname: Vikas surname: Khullar fullname: Khullar, Vikas – sequence: 3 givenname: Ashish surname: Luhach fullname: Luhach, Ashish |
| BookMark | eNp9jstqwzAQRUVJoWmafxB0bZBnrIeXqfsEQwLJorugWmPjNJFcyyn07ytod4Wu5sK53DnXbOaDpws2Byx0htqUs5QB80wK83rFljEehBBQqkKjnrNjFU6DHe3UfxLfTmf3xUPL72zzng1jGGyXSPDcesc323UCkdxf3IaRrzydesvve9v5EPvIe883I3Xe-onX1vUUb9hla4-Rlr93wXaPD7vqOavXTy_Vqs4GqWRmNSY9MEnQ5AaAFEgEZVypsZSmcKptWgLjXEMODEpSpXVvgrCQslAlLtjtz2xS_DhTnPaHcB59-riHXCoEYXL5fwtBGiFQ4DfbdWJE |
| ContentType | Journal Article |
| Copyright | Copyright Indian Association of Health, Research and Welfare Mar 2017 |
| Copyright_xml | – notice: Copyright Indian Association of Health, Research and Welfare Mar 2017 |
| DBID | 04Q 04W 8FE 8FG ABJCF ABUWG AFKRA ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO GNUQQ HCIFZ JQ2 K7- L6V M7S P5Z P62 PHGZM PHGZT PKEHL PQEST PQGLB PQQKQ PQUKI PRINS PTHSS |
| DatabaseName | India Database India Database: Science & Technology ProQuest SciTech Collection ProQuest Technology Collection Materials Science & Engineering Collection ProQuest Central (Alumni) ProQuest Central UK/Ireland ProQuest Advanced Technologies & Aerospace Database ProQuest Central Essentials ProQuest Central ProQuest Technology Collection ProQuest One Community College ProQuest Central ProQuest Central Student SciTech Premium Collection (Proquest) ProQuest Computer Science Collection Computer Science Database (Proquest) ProQuest Engineering Collection Engineering Database Advanced Technologies & Aerospace Collection ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Premium ProQuest One Academic ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China Engineering Collection |
| DatabaseTitle | Computer Science Database ProQuest Central Student Technology Collection ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Computer Science Collection ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Central China ProQuest Central ProQuest One Applied & Life Sciences ProQuest Engineering Collection ProQuest Central Korea ProQuest Central (New) Engineering Collection ProQuest Indian Journals Advanced Technologies & Aerospace Collection Engineering Database ProQuest One Academic Eastern Edition ProQuest Technology Collection ProQuest SciTech Collection Advanced Technologies & Aerospace Database ProQuest One Academic UKI Edition Materials Science & Engineering Collection Indian Journals: Science & Technology ProQuest One Academic ProQuest One Academic (New) |
| DatabaseTitleList | Computer Science Database Computer Science Database |
| Database_xml | – sequence: 1 dbid: 8FG name: ProQuest Technology Collection url: https://search.proquest.com/technologycollection1 sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering Computer Science |
| EISSN | 2347-3789 |
| EndPage | 5 |
| GroupedDBID | 04Q 04W 8FE 8FG ABJCF ABUWG ACIWK AFKRA ALMA_UNASSIGNED_HOLDINGS ARAPS AZQEC BENPR BGLVJ BPHCQ CCPQU DWQXO GNUQQ HCIFZ JQ2 K6V K7- L6V M7S P62 PHGZM PHGZT PKEHL PQEST PQGLB PQQKQ PQUKI PRINS PROAC PTHSS |
| ID | FETCH-LOGICAL-p565-a732962847381822e6253268d9739584d6fcfe28ddced2835e69adb0e34554693 |
| IEDL.DBID | BENPR |
| ISSN | 2231-508X |
| IngestDate | Fri Jul 25 12:03:56 EDT 2025 Fri Jul 25 12:09:36 EDT 2025 |
| IsPeerReviewed | false |
| IsScholarly | true |
| Issue | 1 |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-p565-a732962847381822e6253268d9739584d6fcfe28ddced2835e69adb0e34554693 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| PQID | 2132580030 |
| PQPubID | 2032130 |
| PageCount | 5 |
| ParticipantIDs | proquest_journals_2156320815 proquest_journals_2132580030 |
| PublicationCentury | 2000 |
| PublicationDate | 20170301 |
| PublicationDateYYYYMMDD | 2017-03-01 |
| PublicationDate_xml | – month: 03 year: 2017 text: 20170301 day: 01 |
| PublicationDecade | 2010 |
| PublicationPlace | Hisar |
| PublicationPlace_xml | – name: Hisar |
| PublicationTitle | International Journal of Science, Engineering and Computer Technology |
| PublicationYear | 2017 |
| Publisher | Indian Association of Health, Research and Welfare |
| Publisher_xml | – name: Indian Association of Health, Research and Welfare |
| SSID | ssj0002964737 |
| Score | 1.9825549 |
| Snippet | A major problem in medical science is attaining the correct diagnosis of anemia for precedence of its treatment. According to WHO survey anemia is one of the... |
| SourceID | proquest |
| SourceType | Aggregation Database |
| StartPage | 1 |
| SubjectTerms | Accuracy Anemia Artificial intelligence Artificial neural networks Back propagation Comparative studies Computer science Computer simulation Developing countries Diagnosis Engineering Experiments International conferences Iron LDCs Medical diagnosis Medical science Neural networks Optimization algorithms Particle swarm optimization Pregnancy Propagation Womens health |
| Title | Comparative Study of Back-propagation and PSO Based Back-propagation for Anemia Diagnosis in Pregnant Ladies |
| URI | https://www.proquest.com/docview/2132580030 https://www.proquest.com/docview/2156320815 |
| Volume | 7 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: http://www.proquest.com/pqcentral?accountid=15518 eissn: 2347-3789 dateEnd: 20181231 omitProxy: true ssIdentifier: ssj0002964737 issn: 2231-508X databaseCode: BENPR dateStart: 20130301 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Technology Collection customDbUrl: eissn: 2347-3789 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0002964737 issn: 2231-508X databaseCode: 8FG dateStart: 20130301 isFulltext: true titleUrlDefault: https://search.proquest.com/technologycollection1 providerName: ProQuest |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1LT8JAEJ4gXPTgAzU-kOzB60bZttvtwRhAkBhFophwI9vu1hC1IMWD_96Z0qoJ0fMcNt1p55vH1_kATkPl2jg8txz963E3jjTX1hfc-I0oMo42DUP9jru-7D25NyNvVIJ-8S8M0SqLmJgFajONqEd-htAkHYEA5l3O3jmpRtF0tZDQ0Lm0grnIVoytQUXQZqwyVFqd_uDhu-tCQ0Y_W6SJsNjgmJ2MVoJwhizdbdjMU0LWXPpwB0o2qcJWIbfA8q-vChu_dgfuwmv7Z283IzbgJ5vGrKWjF44HYZjIrpzpxLDB4z0aUmtWzZiysmZi3yaaXS1Jd5OUTRI2mNtnosiwW6KEpXsw7HaG7R7PpRP4DDM0rn0Hn5SQhwBZCItVDuZpygQ0l1OukXEUW6GMiayhjWtWBtqgyxyXWGuBsw_lZJrYA2CqYY12YxkoGbtY6yjpSBWS-p3SoYzEIdSK6xvnr386FljjeooCyB_mwpdH_5uPYV0QjGacrxqUF_MPe4JJwCKsw5rqXtdz_34BC1K0eg |
| linkProvider | ProQuest |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1LTwIxEG6IHNSDD9T4tgc9Nkq3lO7BGOURkIdEMeFGutuuIeqCLMbw4_xvziy7akL0xnkOm-1M55vH1xlCTj0lbOBdWAb6LTAR-JppW-TMFPO-bxxt8gbrHa22rD2K216hlyGf6VsYpFWmPjF21GboY438HKBJOhwArHA1emO4NQq7q-kKDZ2sVjCX8Yix5GFHw04_IIWLLutl0PcZ59VKt1RjyZYBNoJghumiw12JThqxi3MLCQGENMq42MJSwsjADyxXxvjW4HAyK11t4O8cgQQvnMUECJAVjnAh98veVNqd--8iD_Y0i_HcTkDhPINgqDfn82Mgq26QtSQCpdczk9kkGRvmyHq63YEmlz1HVn-NKtwiL6WfMeEUyYdTOgzojfafGXwIvFKsYapDQzsPdyCIrJkXQ4RMr0P7OtC0POP4DSI6CGlnbJ-QkUObyECLtkl3EWe4Q5bCYWh3CVV5a7QIpKtkICC1UtKRysNle0p70ud75DA9vn5y26I-h5S6oNBf_SFOTWf_f_EJWa51W81-s95uHJAVjgge080OydJk_G6PIP6YeMeJlinpL9iuvgDDhe2i |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1LT8JAEN4QTYwefKDGB-oe9LjBbst2ORiDYAVBJBETbmTb3RqiFqQYw0_z3zlTWjUheuM8h6Yzs9889tsZQk596ZjQPzcM7FtiThgopozLmXatINC20pbGfsddW9QfndteqZcjn9lbGKRVZpiYALUeBtgjL0JoEjaHAFYqhiktolPzLkdvDDdI4U1rtk5j5iJNM_2A8i2-aNTA1mece9fdap2lGwbYCBIZplyblwUCNMYtzg0UA5DOSF3G6yvpaBEGoeFS68BoHExmRFlp-DPbQXIXzmEC9F92cYg7PlL3br7bO3ib6SYTOyH-WgzSoN4c2ichzNsk62nuSSszZ9kiORPlyUa214GmxzxP1n4NKdwmL9WfAeEUaYdTOgzplQqeGXwI8CixLVWRpp2HexDERs-LITemlci8DhStzdh9g5gOItoZmyfk4tAWcs_iHdJdhAZ3yVI0jMweodIyWjmhKEsROlBUSQFq9XHNnlS-CPg-KWTq66fnLO5zKKZLEpHqD3HmNAf_i0_ICnhTv9VoNw_JKsfQnfDMCmRpMn43R5B4TPzjxMSU9BfsUl9BTus8 |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Comparative+Study+of+Back-propagation+and+PSO+Based+Back-propagation+for+Anemia+Diagnosis+in+Pregnant+Ladies&rft.jtitle=International+Journal+of+Science%2C+Engineering+and+Computer+Technology&rft.au=Sharma%2C+Neha&rft.au=Khullar%2C+Vikas&rft.au=Luhach%2C+Ashish&rft.date=2017-03-01&rft.pub=Indian+Association+of+Health%2C+Research+and+Welfare&rft.issn=2231-508X&rft.eissn=2347-3789&rft.volume=7&rft.issue=1&rft.spage=1&rft.epage=5&rft.externalDBID=HAS_PDF_LINK |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2231-508X&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2231-508X&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2231-508X&client=summon |