Privacy Preserving Machine Learning For Speech Processing

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Privacy Preserving Machine Learning For Speech Processing

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Author : Manas A. Pathak
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-10-25

Privacy Preserving Machine Learning For Speech Processing written by Manas A. Pathak and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-10-25 with Computers categories.

"Doctoral Thesis accepted by Carnegie Mellon University, USA"--Title page.

Machine Learning For Cyber Security

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Author : Xiaofeng Chen
language : en
Publisher: Springer Nature
Release Date : 2019-09-11

Machine Learning For Cyber Security written by Xiaofeng Chen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-09-11 with Computers categories.

This book constitutes the proceedings of the Second International Conference on Machine Learning for Cyber Security, ML4CS 2019, held in Xi’an, China in September 2019. The 23 revised full papers and 3 short papers presented were carefully reviewed and selected from 70 submissions. The papers detail all aspects of machine learning in network infrastructure security, in network security detections and in application software security.

Security Privacy And Data Analytics

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Author : Udai Pratap Rao
language : en
Publisher: Springer Nature
Release Date : 2025-10-13

Security Privacy And Data Analytics written by Udai Pratap Rao and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-10-13 with Computers categories.

This book comprises the refereed proceedings of the 3rd International Conference on Security, Privacy and Data Analytics (ISPDA 2024). It covers a wide range of topics, including big data and analytics, cloud security and privacy, data intelligence, hardware security, network security, blockchain technology and distributed ledger, machine learning for security, and more. The volume features novel contributions and the latest developments from researchers in both industry and academia, addressing security, privacy, and data analytics from technological and social perspectives. This book will serve as a valuable reference for researchers, instructors, students, scientists, engineers, managers, and industry practitioners worldwide.

Neural Information Processing

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Author : Mufti Mahmud
language : en
Publisher: Springer Nature
Release Date : 2025-06-23

Neural Information Processing written by Mufti Mahmud and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-23 with Computers categories.

The eleven-volume set LNCS 15286-15295 constitutes the refereed proceedings of the 31st International Conference on Neural Information Processing, ICONIP 2024, held in Auckland, New Zealand, in December 2024. The 318 regular papers presented in the proceedings set were carefully reviewed and selected from 1301 submissions. They focus on four main areas, namely: theory and algorithms; cognitive neurosciences; human-centered computing; and applications.

Data Science And Security

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Author : Samiksha Shukla
language : en
Publisher: Springer Nature
Release Date : 2021-08-26

Data Science And Security written by Samiksha Shukla and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-26 with Technology & Engineering categories.

This book presents the best-selected papers presented at the International Conference on Data Science, Computation and Security (IDSCS-2021), organized by the Department of Data Science, CHRIST (Deemed to be University), Pune Lavasa Campus, India, during April 16–17, 2021. The proceeding is targeting the current research works in the areas of data science, data security, data analytics, artificial intelligence, machine learning, computer vision, algorithms design, computer networking, data mining, big data, text mining, knowledge representation, soft computing, and cloud computing.

3rd Ieee International Conference On Data Mining

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Author : Xindong Wu
language : en
Publisher: Institute of Electrical & Electronics Engineers(IEEE)
Release Date : 2003

3rd Ieee International Conference On Data Mining written by Xindong Wu and has been published by Institute of Electrical & Electronics Engineers(IEEE) this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Computers categories.

ICDM '03 brings together researchers and practitioners who describe their original research results and practical development experiences in Data Mining technology. The papers explore subjects in many related data-mining areas such as machine learning, automated scientific discovery, statistics, pattern recognition, knowledge acquisition, soft computing, databases, data warehousing, data visualization, and knowledge-based systems. Data mining is an emerging and highly interdisciplinary field. The ICDM '03 proceedings cover a broad and diverse range of topics related to data-mining theory, systems, and applications.

Privacy Preserving Assessment Of Depression Using Speech Signal Processing

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Author : Suhas Bettapalli Nagaraj
language : en
Publisher:
Release Date : 2021

Privacy Preserving Assessment Of Depression Using Speech Signal Processing written by Suhas Bettapalli Nagaraj and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with categories.

Machine learning has been used for classification experiments in various domains such as healthcare, banking, and sports. Due to the lack of time and large training datasets, it could be a good idea to outsource data collection to third parties, for example, through cloud-based aggregation. This outsourcing, however, could lead to data breaches. When datasets include immutable biometric data, the situation becomes much direr, necessitating data confidentiality during the testing phase. In this work, as a proof of concept that could be applied to other healthcare and commercial analytics tasks, we focus primarily on using privacy-preserving systems to detect depression. We perform two experiments, a two-class depression detection task (has depression/ no depression) and a two-class depression severity classification (none-mild/ moderate-severe). Our goal is to demonstrate that the implementation of privacy-preserving speech mining systems is feasible and comparable to the performance of regular speech features in challenging tasks involving paralinguistic components while crowd-sourcing both the data collection and training phases on mobile devices. We use two federated learning schemes, Federated Averaging (FedAvg) and Federated Matching Averaging (FedMA), for the privacy-preserving schemes. All the three algorithms (centralized, FedAvg, and FedMA) are trained on three pre-trained networks (ResNet-18, GoogleNet, and MobileNet v2). These models are suitable for mobile devices due to their small size and efficient processing. The two federated approaches ensure data privacy with a slight degradation regarding accuracy compared to centralized architectures. This thesis work could pave the way for a robust, privacy-sensitive, edge device-based detection of psychological distress assessments for use in a clinical setting.

The Journal Of The Acoustical Society Of America

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Author : Acoustical Society of America
language : en
Publisher:
Release Date : 2003

The Journal Of The Acoustical Society Of America written by Acoustical Society of America and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Acoustical engineering categories.

Vision Modeling And Visualization

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Author :
language : en
Publisher:
Release Date : 2003

Vision Modeling And Visualization written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2003 with Object-oriented programming (Computer science) categories.

Dissertation Abstracts International

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Author :
language : en
Publisher:
Release Date : 2008

Dissertation Abstracts International written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Dissertations, Academic categories.