Topic recognition of message threads in social networking
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| Language: | English |
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Universiti Malaysia Perlis (UniMAP)
2016
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| Online Access: | http://dspace.unimap.edu.my:80/xmlui/handle/123456789/42077 |
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| Institution: | Universiti Malaysia Perlis |
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my.unimap-420772016-06-16T06:30:35Z Topic recognition of message threads in social networking Siti Zulaiha, Ahmad Ramdzan Dr. Nik Adilah Hanin Zahri Message threads N-Grams technique Dynamics clustering technique English English words Access is limited to UniMAP community. This project presents the topic recognition of message threads in English using TF-IDF based on the distribution of similar words. First, a program is designed to extract the words from a sequence of sentences which taken from news articles. Next, a program is designed using TF-IDF with C programming language to compare words similarity between the words around the data and the words around the example sentences from Facebook, Twitter and blogs using TF-IDF coefficient. The similarity measures the occurrence of words around the word with all example sentences from collected. Finally, the performance of this proposed similarity measurement method is evaluated by measuring the precision, recall, and f-measure of the word identification. Furthermore, the test results presented the advantage and disadvantages of the proposed similarity measurement method that applied to classify the English word based on the distribution of similar words. Overall, the performance of our proposed method is good for word classification with three word extraction strategy. 2016-06-16T06:30:35Z 2016-06-16T06:30:35Z 2015-06 Learning Object http://dspace.unimap.edu.my:80/xmlui/handle/123456789/42077 en Universiti Malaysia Perlis (UniMAP) School of Computer and Communication Engineering |
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Universiti Malaysia Perlis |
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Asia |
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Malaysia |
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Universiti Malaysia Perlis |
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UniMAP Library Digital Repository |
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http://dspace.unimap.edu.my/ |
| language |
English |
| topic |
Message threads N-Grams technique Dynamics clustering technique English English words |
| spellingShingle |
Message threads N-Grams technique Dynamics clustering technique English English words Siti Zulaiha, Ahmad Ramdzan Topic recognition of message threads in social networking |
| description |
Access is limited to UniMAP community. |
| author2 |
Dr. Nik Adilah Hanin Zahri |
| author_facet |
Dr. Nik Adilah Hanin Zahri Siti Zulaiha, Ahmad Ramdzan |
| format |
Learning Object |
| author |
Siti Zulaiha, Ahmad Ramdzan |
| author_sort |
Siti Zulaiha, Ahmad Ramdzan |
| title |
Topic recognition of message threads in social networking |
| title_short |
Topic recognition of message threads in social networking |
| title_full |
Topic recognition of message threads in social networking |
| title_fullStr |
Topic recognition of message threads in social networking |
| title_full_unstemmed |
Topic recognition of message threads in social networking |
| title_sort |
topic recognition of message threads in social networking |
| publisher |
Universiti Malaysia Perlis (UniMAP) |
| publishDate |
2016 |
| url |
http://dspace.unimap.edu.my:80/xmlui/handle/123456789/42077 |
| _version_ |
1643799894410919936 |