000 02406nam a2200325 i 4500
003 CSPC
005 20240123102550.0
008 240123s2023 ph a b 000 0 eng d
040 _cCSPC
_aCSPC
_beng
090 _aUTH BSCS B863i 2023
100 1 _aBufete, Niño V.,
_eauthor.
245 1 0 _aIT support helpdesk ticket service classification using recurrent neural network /
_cNiño V. Bufete, [and 4 others].
300 _a103 leaves.
336 _atext
_2rdacontent
337 _aunmediated
_2rdamedia
338 _avolume
_2rdacarrier
502 _aUndergraduate Theses (BSCS) - Computer Science
_cCamarines Sur Polytechnic Colleges, 2023.
504 _aIncludes bibliographical references.
520 3 _aHelpdesks are typically used to troubleshoot customer issues within your organization. Processing user request for another user support through a ticketing system component that businesses must offer to its customers. The classification process for this ticket classifier system's unstructured noisy data set is an important duty. Transformer model is built using an empirically developed methodology that includes the training ticket datasets, ticket data pre-processing, and machine learning algorithm tuning. RNN methods the first word and enters the results back into the layer that performs the next word. This procedure ensures customer satisfaction while also keeping customers informed. There is a great deal of confusion regarding the categories into which text sentences will be thrown with a high probability based on the user's input. Normal, medium, and high. The researchers used RNN to identify the text input of the user requesting assistance. This paper proposes a user-friendly helpdesk built with the flask framework that can accept user messages. This could only be achieved by combining the RNN and transformer models. The paper primarily addresses user messages based on their urgency and concerns.
700 1 _aMartinez, Daniel L.,
_eauthor
700 1 _aPanambo, Erica Mae A.,
_eauthor
700 1 _aPiaña, Jeric R.,
_eauthor
700 1 _aSantillan, Karra Caye S.,
_eauthor
720 1 _aFortuno, Kaela Marie N.,
_eadviser
720 1 _aOnesa, Rosel O.,
_epanelist, chair
720 1 _aBenosa, Brenda Dy-Po,
_epanelist
720 1 _aRamizares, Maricris L.,
_epanelist
942 _2ddc
_n0
_cUM
_hBSCS
_iB863i
_kUTH
_m2023
999 _c26877
_d26877