Email classification and meeting scheduling using classifier algorithm

This thesis report is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2017.

Xehetasun bibliografikoak
Egile Nagusiak:	Khan, Behroz Newaz, Saroar, Sk Golam, Alam, Md. Mosfaiul, Gomes, Sebastian Romy
Beste egile batzuk:	Chakrabarty, Dr. Amitabha
Formatua:	Thesis
Hizkuntza:	English
Argitaratua:	BRAC University 2017
Gaiak:	Email classification Meeting scheduling Classifier algorithm
Sarrera elektronikoa:	http://hdl.handle.net/10361/8116

id	10361-8116
record_format	dspace
spelling	10361-81162022-01-26T10:15:53Z Email classification and meeting scheduling using classifier algorithm Khan, Behroz Newaz Saroar, Sk Golam Alam, Md. Mosfaiul Gomes, Sebastian Romy Chakrabarty, Dr. Amitabha Mostakim, Moin Department of Computer Science and Engineering, BRAC University Email classification Meeting scheduling Classifier algorithm This thesis report is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2017. Cataloged from PDF version of thesis report. Includes bibliographical references (page 71-74). This research investigates a comparison between two different approaches for classifying emails based on their categories. Naive Bayes and Hidden Markov Model (HMM), two different machine learning algorithms, both have been used for detecting whether an email is important or spam. Naive Bayes Classifier is based on conditional probabilities. It is fast and works great with small dataset. It considers independent words as a feature. HMM is a generative, probabilistic model that provides us with distribution over the sequences of observations. HMMs can handle inputs of variable length and help programs come to the most likely decision, based on both previous decisions and current data. Various combinations of NLP techniques- stopwords removing, stemming, lemmatizing have been tried on both the algorithms to inspect the differences in accuracy as well as to find the best method among them. Along with classifying emails, this paper also describes the methodologies used for automatic meeting scheduling by an intelligent email assistant. Users who regularly send or receive messages for setting up meetings will be greatly benefitted by this system as it will classify their emails and schedule their meetings automatically. Khan, Behroz Newaz Saroar, Sk Golam Alam, Md. Mosfaiul Gomes, Sebastian Romy B. Computer Science and Engineering 2017-05-11T06:08:08Z 2017-05-11T06:08:08Z 2017 2017-04 Thesis ID 12101023 ID 13101251 ID 13101047 ID 13101058 http://hdl.handle.net/10361/8116 en BRAC University thesis are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. 74 pages application/pdf BRAC University
institution	Brac University
collection	Institutional Repository
language	English
topic	Email classification Meeting scheduling Classifier algorithm
spellingShingle	Email classification Meeting scheduling Classifier algorithm Khan, Behroz Newaz Saroar, Sk Golam Alam, Md. Mosfaiul Gomes, Sebastian Romy Email classification and meeting scheduling using classifier algorithm
description	This thesis report is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2017.
author2	Chakrabarty, Dr. Amitabha
author_facet	Chakrabarty, Dr. Amitabha Khan, Behroz Newaz Saroar, Sk Golam Alam, Md. Mosfaiul Gomes, Sebastian Romy
format	Thesis
author	Khan, Behroz Newaz Saroar, Sk Golam Alam, Md. Mosfaiul Gomes, Sebastian Romy
author_sort	Khan, Behroz Newaz
title	Email classification and meeting scheduling using classifier algorithm
title_short	Email classification and meeting scheduling using classifier algorithm
title_full	Email classification and meeting scheduling using classifier algorithm
title_fullStr	Email classification and meeting scheduling using classifier algorithm
title_full_unstemmed	Email classification and meeting scheduling using classifier algorithm
title_sort	email classification and meeting scheduling using classifier algorithm
publisher	BRAC University
publishDate	2017
url	http://hdl.handle.net/10361/8116
work_keys_str_mv	AT khanbehroznewaz emailclassificationandmeetingschedulingusingclassifieralgorithm AT saroarskgolam emailclassificationandmeetingschedulingusingclassifieralgorithm AT alammdmosfaiul emailclassificationandmeetingschedulingusingclassifieralgorithm AT gomessebastianromy emailclassificationandmeetingschedulingusingclassifieralgorithm
_version_	1814308527651422208

Email classification and meeting scheduling using classifier algorithm

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