Online learning algorithms for multi-category classification
Classification is one of the most frequently encountered decision making tasks of human activity. Classification systems are needed in order to classify various kinds of data such as biological data, financial data, weather data... Besides many classification methods, neural networks have emerged as...
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| Format: | Final Year Project (FYP) |
| Language: | English |
| Published: |
2012
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| Online Access: | http://hdl.handle.net/10356/48539 |
| _version_ | 1826124281583501312 |
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| author | Luu, Tuan Nghia. |
| author2 | School of Computer Engineering |
| author_facet | School of Computer Engineering Luu, Tuan Nghia. |
| author_sort | Luu, Tuan Nghia. |
| collection | NTU |
| description | Classification is one of the most frequently encountered decision making tasks of human activity. Classification systems are needed in order to classify various kinds of data such as biological data, financial data, weather data... Besides many classification methods, neural networks have emerged as an important tool for classification. The objectives of this project are researching on a Projection Based Learning of Meta-cognitive Neural Network(PBL-McNN), implementing a classification system based on the algorithm, and evaluating the performance of the PBL-McNN classifier using a set of benchmark classification problems from the UCI machine learning repository. |
| first_indexed | 2024-10-01T06:18:05Z |
| format | Final Year Project (FYP) |
| id | ntu-10356/48539 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T06:18:05Z |
| publishDate | 2012 |
| record_format | dspace |
| spelling | ntu-10356/485392023-03-03T20:46:23Z Online learning algorithms for multi-category classification Luu, Tuan Nghia. School of Computer Engineering Suresh Sundaram DRNTU::Engineering::Computer science and engineering::Information systems Classification is one of the most frequently encountered decision making tasks of human activity. Classification systems are needed in order to classify various kinds of data such as biological data, financial data, weather data... Besides many classification methods, neural networks have emerged as an important tool for classification. The objectives of this project are researching on a Projection Based Learning of Meta-cognitive Neural Network(PBL-McNN), implementing a classification system based on the algorithm, and evaluating the performance of the PBL-McNN classifier using a set of benchmark classification problems from the UCI machine learning repository. Bachelor of Engineering (Computer Science) 2012-04-26T01:24:46Z 2012-04-26T01:24:46Z 2012 2012 Final Year Project (FYP) http://hdl.handle.net/10356/48539 en Nanyang Technological University 50 p. application/pdf |
| spellingShingle | DRNTU::Engineering::Computer science and engineering::Information systems Luu, Tuan Nghia. Online learning algorithms for multi-category classification |
| title | Online learning algorithms for multi-category classification |
| title_full | Online learning algorithms for multi-category classification |
| title_fullStr | Online learning algorithms for multi-category classification |
| title_full_unstemmed | Online learning algorithms for multi-category classification |
| title_short | Online learning algorithms for multi-category classification |
| title_sort | online learning algorithms for multi category classification |
| topic | DRNTU::Engineering::Computer science and engineering::Information systems |
| url | http://hdl.handle.net/10356/48539 |
| work_keys_str_mv | AT luutuannghia onlinelearningalgorithmsformulticategoryclassification |