AI SearchPrognosis of diabetes disease using data mining classification techniques : (Record no. 94344)
[ view plain ]
| 000 -LEADER | |
|---|---|
| fixed length control field | 04798nas|a2200457 a 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260818174706.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 170109s2014 th uu|m rtt 0| a1eng d |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | .b12177313 |
| 099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Classification number | AIT RSPR no.IM-14-02 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Pradhan, Shreya |
| 245 10 - TITLE STATEMENT | |
| Title | Prognosis of diabetes disease using data mining classification techniques : |
| Remainder of title | a case study of Phra Pok Klao Chanthaburi Hospital |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Pathum Thani, Thailand : |
| Name of publisher, distributor, etc. | Asian Institute of Technology, |
| Date of publication, distribution, etc. | 2014 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 32 p. : |
| Other physical details | ill. |
| 490 1# - SERIES STATEMENT | |
| Series statement | Research studies project report ; |
| Volume/sequential designation | no. IM-14-02 |
| 500 ## - GENERAL NOTE | |
| General note | A research submitted in partial fulfi llment of the requirements for the degree of Master of Science in Information Management, School of Engineering and Technology |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | Data mining techniques are resu lts of a long processing of anal ysis, prediction, research and platform based development. Modern medical institutes and techniques deal with huge amount of information stored in medical databases. The effective practice in medical mining is achieved through improved medical diagnosis using automatic analysis techniques from patient{u2019}s details and case history stored in medical records. Diabetes (Diabetes mellitus) is a chronic diseas e with 382 million people affected with this disease. There are three type of Diabetes namely T ype 1, Type 2 and Gestational. The datasets for this study consisted of 4,104 diabetes patients (bot h IPD and OPD) from the Phra Pok Klao Chanthaburi Hospital of Thailand between the periods of 2009 to 2013. The main purpose of this study is to analyze risk of diabetes in patients and predict death risk using classification techniques of data mi ning depending upon many factors and obtained medical datasets. This study also aims at discovering role of da ta mining tools and techniques for massive medical data evaluation that provides po werful assessment for medical decision making. The comparisons of the different classifiers and visualization through different decision tree techniques have been applied. The results of the stu dy determined some crucial finding s for the purpose of prognosis of diabetes disease. Type 2 diab etes was common among the patients with various complications (respiratory organs, abdominal or gans, heart, blood cells, skin a nd urinal organs) leading to death, DM risk and long span duration of the dis ease. Diabetes Mellitus (DM) risk tended to be higher in patients with age of 31 to 60 and 61 to 100 on basi s of HbA1c test results and classification. Some factors like age, HbA1c test, comp lications, type of diabetes, drug type illustrated high significance effect in predicting DM risk and death risk due to diabetes suffering. However, no significance of DM risk based on gender was found.Therefore, the significance of the medical analys is depended on the dataset obtained that consisted of diabetic patient{u2019}s diagnosis hist ory and the chosen classification model namely Naïve Bayes classifier along w ith decision trees generated by CHAID and Random tree. |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Research Studies Project Report (M.Sc.) - Asian Institute of Technology, 2014 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Data mining |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Diabetes |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Medicine |
| General subdivision | Data processing |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Medicine |
| Form subdivision | Databases |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sumanta, Guha, |
| Relator term | Chairperson |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Raphael Duboz, |
| Relator term | Examination Committee |
| 700 0# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Chutiporn Anutariya, |
| Relator term | Examination Committee |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Asian Institute of Technology Fellowship, |
| Relator term | Scholarship Donor |
| 810 2# - SERIES ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Asian Institute of Technology. |
| Title of a work | Research studies project report ; |
| Volume/sequential designation | no. IM-14-01 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Full-Text |
| Uniform Resource Identifier | <a href="http://203.159.5.9/ait-thesis/detail.php?q=B01450">http://203.159.5.9/ait-thesis/detail.php?q=B01450</a> |
| 907 ## - LOCAL DATA ELEMENT G, LDG (RLIN) | |
| a | .b12177313 |
| b | mnait |
| c | m |
| 902 ## - LOCAL DATA ELEMENT B, LDB (RLIN) | |
| a | 240409 |
| 998 ## - LOCAL CONTROL INFORMATION (RLIN) | |
| Operator's initials, OID (RLIN) | 0 |
| Cataloger's initials, CIN (RLIN) | 170109 |
| First date, FD (RLIN) | m |
| -- | a |
| -- | m |
| -- | 0 |
| 962 ## - | |
| -- | 000:001:PDF:b1217731:002887:0:0:0:0:0:0 |
| -- | Abstract |
| -- | n |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnait |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnait |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnarc |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 20-AIT Publication |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 40-Archives |
| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : 30050120315378 |
| CREATED | CREATED : 2017-09-01 |
| RECORD Id | RECORD # : i13064186 |
| LPATRON | LPATRON : 1027179 |
| LCHKIN | LCHKIN : 2017-04-10 |
| RENEWALS | # RENEWALS : 0 |
| -- | # OVERDUE : 0 |
| -- | IUSE3 : 1 |
| -- | TOT CHKOUT : 2 |
| -- | TOT RENEW : 1 |
| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : 30050120315345 |
| CREATED | CREATED : 2017-09-01 |
| RECORD Id | RECORD # : i13064198 |
| LPATRON | LPATRON : 0 |
| LCHKIN | LCHKIN : - |
| RENEWALS | # RENEWALS : 0 |
| -- | # OVERDUE : 0 |
| -- | IUSE3 : 0 |
| -- | TOT CHKOUT : 0 |
| -- | TOT RENEW : 0 |
| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : 30050120403570 |
| CREATED | CREATED : 2017-04-07 |
| RECORD Id | RECORD # : i13087101 |
| LPATRON | LPATRON : 0 |
| LCHKIN | LCHKIN : - |
| RENEWALS | # RENEWALS : 0 |
| -- | # OVERDUE : 0 |
| -- | IUSE3 : 0 |
| -- | TOT CHKOUT : 0 |
| -- | TOT RENEW : 0 |
| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Cost, normal purchase price | Total checkouts | Full call number | Barcode | Date last seen | Copy number | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | AIT Publications | 18/08/2026 | 50.00 | AIT RSPR no.IM-14-02 | 30050120315378 | 18/08/2026 | 1 | 18/08/2026 | 20-AIT Publication | ||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | AIT Publications | 18/08/2026 | 50.00 | AIT RSPR no.IM-14-02 | 30050120315345 | 18/08/2026 | 2 | 18/08/2026 | 20-AIT Publication | ||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | Archives | 18/08/2026 | AIT RSPR no.IM-14-02 | 30050120403570 | 18/08/2026 | 1 | 18/08/2026 | 40-Archives |