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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 118
Article Submitted : 21686
Article Published : 8549
Total Authors : 22487
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| Paper Title: | Voice Classification System Using Gradient Boosting Method |
| Authors Name: | Nihal S Pujari , Vibha , Mamata , Dr. Prakash Pattan |
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| Author Reg. ID: |
IJRTI_203567
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| Published Paper Id: | IJRTI2505097 |
| Published In: | Volume 10 Issue 5, May-2025 |
| DOI: | |
| Abstract: | This project introduces a speaker recognition system built upon advanced techniques in audio signal analysis and machine learning. It focuses on identifying individual speakers by analyzing their voice patterns from recorded .wav files. The system extracts a range of meaningful features from the audio, including Mel-Frequency Cepstral Coefficients (MFCCs), spectral centroid, pitch, and chroma characteristics. These features are then fed into a Gradient Boosting Classifier, which is trained using a labeled dataset of voice samples. The model demonstrates strong performance in accurately distinguishing between different speakers. Designed with adaptability in mind, the system holds promise for real-world use cases such as integration into voice-based authentication platforms and smart, voice-responsive applications. |
| Keywords: | Speaker Recognition, MFCCs, Gradient Boosting Classifier, spectral centroid, chroma features, Gradient Boosting. |
| Cite Article: | "Voice Classification System Using Gradient Boosting Method", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2455-2631, Vol.10, Issue 5, page no.a821-a826, May-2025, Available :http://www.ijrti.org/papers/IJRTI2505097.pdf |
| Downloads: | 000437 |
| ISSN: |
2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID: IJRTI2505097
Registration ID:203567
Published In: Volume 10 Issue 5, May-2025
DOI (Digital Object Identifier):
Page No: a821-a826 Country: gulbarga, Karnataka, India Research Area: Computer Science & Technology Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2505097 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2505097 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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