Hybrid of HMM and fuzzy logic for handwritten character recognition
This paper presents a hybrid approach of HMM and Fuzzy Logic in the field of handwritten character recognition. Fuzzy Logic is used in the recognition phase while HMM is used in the process of extracting features for the preparation of linguistic variables of the fuzzy rules. Experimental results fr...
| Main Authors: | , , , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
IEEE
2008
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| Online Access: | http://psasir.upm.edu.my/id/eprint/69021/ http://psasir.upm.edu.my/id/eprint/69021/1/Hybrid%20of%20HMM%20and%20fuzzy%20logic%20for%20handwritten%20character%20recognition.pdf |
| _version_ | 1848856291568517120 |
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| author | Suliman, Azizah Shakil, Asma Sulaiman, Md. Nasir Othman, Mohamed O. K. Rahmat, Rahmita Wirza |
| author_facet | Suliman, Azizah Shakil, Asma Sulaiman, Md. Nasir Othman, Mohamed O. K. Rahmat, Rahmita Wirza |
| author_sort | Suliman, Azizah |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | This paper presents a hybrid approach of HMM and Fuzzy Logic in the field of handwritten character recognition. Fuzzy Logic is used in the recognition phase while HMM is used in the process of extracting features for the preparation of linguistic variables of the fuzzy rules. Experimental results from a few sample images give a reasonable recognition rate on a more challenging database of lower-case handwritten characters. This proved the proposed hybrid of the two techniques are compatible and can be used to complement each other effectively. |
| first_indexed | 2025-11-15T11:39:19Z |
| format | Conference or Workshop Item |
| id | upm-69021 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T11:39:19Z |
| publishDate | 2008 |
| publisher | IEEE |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-690212019-06-12T07:33:17Z http://psasir.upm.edu.my/id/eprint/69021/ Hybrid of HMM and fuzzy logic for handwritten character recognition Suliman, Azizah Shakil, Asma Sulaiman, Md. Nasir Othman, Mohamed O. K. Rahmat, Rahmita Wirza This paper presents a hybrid approach of HMM and Fuzzy Logic in the field of handwritten character recognition. Fuzzy Logic is used in the recognition phase while HMM is used in the process of extracting features for the preparation of linguistic variables of the fuzzy rules. Experimental results from a few sample images give a reasonable recognition rate on a more challenging database of lower-case handwritten characters. This proved the proposed hybrid of the two techniques are compatible and can be used to complement each other effectively. IEEE 2008 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/69021/1/Hybrid%20of%20HMM%20and%20fuzzy%20logic%20for%20handwritten%20character%20recognition.pdf Suliman, Azizah and Shakil, Asma and Sulaiman, Md. Nasir and Othman, Mohamed and O. K. Rahmat, Rahmita Wirza (2008) Hybrid of HMM and fuzzy logic for handwritten character recognition. In: 3rd International Symposium on Information Technology (ITSim'08), 26-28 Aug. 2008, Kuala Lumpur, Malaysia. . 10.1109/ITSIM.2008.4631674 |
| spellingShingle | Suliman, Azizah Shakil, Asma Sulaiman, Md. Nasir Othman, Mohamed O. K. Rahmat, Rahmita Wirza Hybrid of HMM and fuzzy logic for handwritten character recognition |
| title | Hybrid of HMM and fuzzy logic for handwritten character recognition |
| title_full | Hybrid of HMM and fuzzy logic for handwritten character recognition |
| title_fullStr | Hybrid of HMM and fuzzy logic for handwritten character recognition |
| title_full_unstemmed | Hybrid of HMM and fuzzy logic for handwritten character recognition |
| title_short | Hybrid of HMM and fuzzy logic for handwritten character recognition |
| title_sort | hybrid of hmm and fuzzy logic for handwritten character recognition |
| url | http://psasir.upm.edu.my/id/eprint/69021/ http://psasir.upm.edu.my/id/eprint/69021/ http://psasir.upm.edu.my/id/eprint/69021/1/Hybrid%20of%20HMM%20and%20fuzzy%20logic%20for%20handwritten%20character%20recognition.pdf |