EduBot:

dc.contributor.authorMuid, Md. Abdullah Al
dc.contributor.authorReza, Md. Masum
dc.contributor.authorKalim, Ruhullah Bin
dc.contributor.authorAhmed, Nayeem
dc.contributor.authorHabib, Md. Tarek
dc.contributor.authorRahman, Md. Sadekur
dc.date.accessioned2022-05-10T03:48:49Z
dc.date.available2022-05-10T03:48:49Z
dc.date.issued2021
dc.description.abstractIn 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.
dc.identifier.otherhttp://dspace.daffodilvarsity.edu.bd:8080/handle/123456789/8026
dc.identifier.urihttp://dspace.daffodilvarsity.edu.bd:8080/handle/123456789/8026
dc.language.isoen_US
dc.publisherSpringer
dc.sourceDIU Institutional Repository
dc.subjectChatbot
dc.subjectTF-IDF
dc.subjectCosine similarity
dc.subjectDomain-specific Chatbot
dc.subjectUnsupervised learning
dc.titleEduBot:
dc.title.alternativeAn Unsupervised Domain-Specific Chatbot for Educational Institutions
dc.typeArticle

Files

Original bundle

Now showing 1 - 1 of 1
No Thumbnail Available
Name:
EduBot.docx
Size:
12.89 KB
Format:
Adobe Portable Document Format

Collections