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dc.contributor.author Muid, Md. Abdullah Al
dc.contributor.author Reza, Md. Masum
dc.contributor.author Kalim, Ruhullah Bin
dc.contributor.author Ahmed, Nayeem
dc.contributor.author Habib, Md. Tarek
dc.contributor.author Rahman, Md. Sadekur
dc.date.accessioned 2022-05-10T03:48:49Z
dc.date.available 2022-05-10T03:48:49Z
dc.date.issued 2021
dc.identifier.uri http://dspace.daffodilvarsity.edu.bd:8080/handle/123456789/8026
dc.description.abstract In the present time Chatbot is an essential tool used by many organizations to provide services to their targeted customers round the clock. This research focuses on a domain-specific Chatbot that can be helpful for educational institutes. This Chatbot will be a virtual (representation) to the admission seekers. It will provide answers regarding the university, its departments, admission fees and other admission related FAQ. For the sake of the research, frequently asked questions of a university were collected and an unsupervised learning model along with natural language processing techniques was deployed to answer the questions of the admission candidates. Tokenization, stop words removal followed by vectorization were implemented for preprocessing the training data. User’s inputs were similarly processed and then tf-idf based cosine similarity applied to retrieve the best answer. Later, a user-centric evaluation metric was used to evaluate the model and as per the metric, our current model showed approximately 80% accuracy. en_US
dc.language.iso en_US en_US
dc.publisher Springer en_US
dc.subject Chatbot en_US
dc.subject TF-IDF en_US
dc.subject Cosine similarity en_US
dc.subject Domain-specific Chatbot en_US
dc.subject Unsupervised learning en_US
dc.title EduBot: en_US
dc.title.alternative An Unsupervised Domain-Specific Chatbot for Educational Institutions en_US
dc.type Article en_US


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