Cognitive data analysis
Cognitive Analytics apply human-like intelligence to specific tasks and bring together many intelligent technologies, including semantics, artificial intelligence algorithms, deep learning, and machine learning and removes the human from the loop. There are few related works in the world such as IBM...
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| Format: | Final Year Project (FYP) |
| Language: | English |
| Published: |
2019
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| Online Access: | http://hdl.handle.net/10356/76886 |
| _version_ | 1826119675970322432 |
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| author | Xie, Zesheng |
| author2 | Tan Ah Hwee |
| author_facet | Tan Ah Hwee Xie, Zesheng |
| author_sort | Xie, Zesheng |
| collection | NTU |
| description | Cognitive Analytics apply human-like intelligence to specific tasks and bring together many intelligent technologies, including semantics, artificial intelligence algorithms, deep learning, and machine learning and removes the human from the loop. There are few related works in the world such as IBM Watson. This Final Year Project (FYP) – Cognitive Data Analysis aims to develop SAMMIE that applies cognitive data analysis technology, and this report illustrates the entire processes.
First of all, the professors dataset was collected as well as the dataset of the ACM Computing Classification System (CCS). After collection of the datasets, pre-processing was done on the data such as cleaning and transformating it. Lastly, an expertise model was built using Fusion ART for data analysis and used of the professor nomination system. Lastly, there are 45 test cases to exanimate the correctness of the system.
Future work or research could be done by applying a more in-depth analysis of professors’ publications and the user queries, advanced usage of Fusion ART, and an excellent design application. |
| first_indexed | 2024-10-01T05:03:59Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/76886 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T05:03:59Z |
| publishDate | 2019 |
| record_format | dspace |
| spelling | ntu-10356/768862023-03-03T20:50:19Z Cognitive data analysis Xie, Zesheng Tan Ah Hwee School of Computer Science and Engineering DRNTU::Engineering::Computer science and engineering Cognitive Analytics apply human-like intelligence to specific tasks and bring together many intelligent technologies, including semantics, artificial intelligence algorithms, deep learning, and machine learning and removes the human from the loop. There are few related works in the world such as IBM Watson. This Final Year Project (FYP) – Cognitive Data Analysis aims to develop SAMMIE that applies cognitive data analysis technology, and this report illustrates the entire processes. First of all, the professors dataset was collected as well as the dataset of the ACM Computing Classification System (CCS). After collection of the datasets, pre-processing was done on the data such as cleaning and transformating it. Lastly, an expertise model was built using Fusion ART for data analysis and used of the professor nomination system. Lastly, there are 45 test cases to exanimate the correctness of the system. Future work or research could be done by applying a more in-depth analysis of professors’ publications and the user queries, advanced usage of Fusion ART, and an excellent design application. Bachelor of Engineering (Computer Science) 2019-04-22T00:51:35Z 2019-04-22T00:51:35Z 2019 Final Year Project (FYP) http://hdl.handle.net/10356/76886 en Nanyang Technological University 44 p. application/pdf |
| spellingShingle | DRNTU::Engineering::Computer science and engineering Xie, Zesheng Cognitive data analysis |
| title | Cognitive data analysis |
| title_full | Cognitive data analysis |
| title_fullStr | Cognitive data analysis |
| title_full_unstemmed | Cognitive data analysis |
| title_short | Cognitive data analysis |
| title_sort | cognitive data analysis |
| topic | DRNTU::Engineering::Computer science and engineering |
| url | http://hdl.handle.net/10356/76886 |
| work_keys_str_mv | AT xiezesheng cognitivedataanalysis |