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Existing mobile applications use sign language as the only option for communication with them. Before our article, no such application (app) that uses the disrupted speech of Deaf\u2010mutes for the purpose of social connectivity exists in the mobile market. The proposed application, named as vocalizer to mute (V2M), uses automatic speech recognition (ASR) methodology to recognize the speech of Deaf\u2010mute and convert it into a recognizable form of speech for a normal person. In this work mel frequency cepstral coefficients (MFCC) based features are extracted for each training and testing sample of Deaf\u2010mute speech. The hidden Markov model toolkit (HTK) is used for the process of speech recognition. The application is also integrated with a 3D avatar for providing visualization support. The avatar is responsible for performing the sign language on behalf of a person with no awareness of Deaf\u2010mute culture. The prototype application was piloted in social welfare institute for Deaf\u2010mute children. Participants were 15 children aged between 7 and 13 years. The experimental results show the accuracy of the proposed application as 97.9%. The quantitative and qualitative analysis of results also revealed that face\u2010to\u2010face socialization of Deaf\u2010mute is improved by the intervention of mobile technology. The participants also suggested that the proposed mobile application can act as a voice for them and they can socialize with friends and family by using this app.<\/jats:p>","DOI":"10.1155\/2018\/1013234","type":"journal-article","created":{"date-parts":[[2018,5,24]],"date-time":"2018-05-24T23:30:31Z","timestamp":1527204631000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":35,"title":["A Novel Technique for Speech Recognition and Visualization Based Mobile Application to Support Two\u2010Way Communication between Deaf\u2010Mute and Normal Peoples"],"prefix":"10.1155","volume":"2018","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2198-6932","authenticated-orcid":false,"given":"Kanwal","family":"Yousaf","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4888-2594","authenticated-orcid":false,"given":"Zahid","family":"Mehmood","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tanzila","family":"Saba","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Amjad","family":"Rehman","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5852-1296","authenticated-orcid":false,"given":"Muhammad","family":"Rashid","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Muhammad","family":"Altaf","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhang","family":"Shuguang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2018,5,24]]},"reference":[{"key":"e_1_2_8_1_2","doi-asserted-by":"publisher","DOI":"10.3329\/ajmbr.v3i1.32031"},{"key":"e_1_2_8_2_2","doi-asserted-by":"publisher","DOI":"10.4324\/9781315473819"},{"key":"e_1_2_8_3_2","article-title":"Deafness and Hearing Loss","volume":"300","author":"WHO","year":"2017","journal-title":"Fact Sheet"},{"key":"e_1_2_8_4_2","first-page":"493","article-title":"Uses and abuses of hearing loss classification","volume":"23","author":"Clark J. 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