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Mild cognitive impairment (MCI) is a prodromal phase in the progression from normal aging to dementia, especially Alzheimers disease. Even though there is mild cognitive decline in MCI patients, they have normal overall cognition and thus…

机器学习 · 计算机科学 2018-02-20 Fengyi Tang , Kaixiang Lin , Ikechukwu Uchendu , Hiroko H. Dodge , Jiayu Zhou

Modern mispronunciation detection and diagnosis systems have seen significant gains in accuracy due to the introduction of deep learning. However, these systems have not been evaluated for the ability to be run in real-time, an important…

音频与语音处理 · 电气工程与系统科学 2020-03-05 Peter Plantinga , Eric Fosler-Lussier

Current deep learning (DL) based approaches to speech intelligibility enhancement in noisy environments are generally trained to minimise the distance between clean and enhanced speech features. These often result in improved speech quality…

音频与语音处理 · 电气工程与系统科学 2022-02-16 Tassadaq Hussain , Muhammad Diyan , Mandar Gogate , Kia Dashtipour , Ahsan Adeel , Yu Tsao , Amir Hussain

Recent studies show evidence for emergent cognitive abilities in Large Pre-trained Language Models (PLMs). The increasing cognitive alignment of these models has made them candidates for cognitive science theories. Prior research into the…

计算与语言 · 计算机科学 2024-07-15 Raj Sanjay Shah , Khushi Bhardwaj , Sashank Varma

Specific Language Impairment (SLI) affects approximately 7 percent of children, presenting as isolated language deficits despite normal cognitive abilities, sensory systems, and supportive environments. Traditional diagnostic approaches…

计算与语言 · 计算机科学 2025-06-09 Niruthiha Selvanayagam

Discovering oral cavity cancer (OCC) at an early stage is an effective way to increase patient survival rate. However, current initial screening process is done manually and is expensive for the average individual, especially in developing…

图像与视频处理 · 电气工程与系统科学 2019-10-04 Mohammed Zubair M. Shamim , Sadatullah Syed , Mohammad Shiblee , Mohammed Usman , Syed Ali

An accurate objective speech intelligibility prediction algorithms is of great interest for many applications such as speech enhancement for hearing aids. Most algorithms measures the signal-to-noise ratios or correlations between the…

音频与语音处理 · 电气工程与系统科学 2022-07-07 Zehai Tu , Ning Ma , Jon Barker

The rapid advancement of deep learning (DL) has transformed healthcare, particularly in cancer detection and diagnosis. DL surpasses traditional machine learning and human accuracy, making it a critical tool for identifying diseases.…

图像与视频处理 · 电气工程与系统科学 2025-04-21 Yassine Habchi , Hamza Kheddar , Yassine Himeur , Adel Belouchrani , Erchin Serpedin , Fouad Khelifi , Muhammad E. H. Chowdhury

Time division duplexing (TDD) has become the dominant duplexing mode in 5G and beyond due to its ability to exploit channel reciprocity for efficient downlink channel state information (CSI) acquisition. However, channel aging caused by…

Conversational speech often reveals early signs of cognitive decline, such as dementia and MCI. In the UK, one in four people belongs to an ethnic minority, and dementia prevalence is expected to rise most rapidly among Black and Asian…

With the rapid advancement of conversational and diffusion-based AI, there is a growing adoption of AI in educational services, ranging from grading and assessment tools to personalized learning systems that provide targeted support for…

音频与语音处理 · 电气工程与系统科学 2025-12-09 Rohan Sharma , Dancheng Liu , Jingchen Sun , Shijie Zhou , Jiayu Qin , Jinjun Xiong , Changyou Chen

Background: An early diagnosis together with an accurate disease progression monitoring of multiple sclerosis is an important component of successful disease management. Prior studies have established that multiple sclerosis is correlated…

音频与语音处理 · 电气工程与系统科学 2021-09-28 Emil Svoboda , Tomáš Bořil , Jan Rusz , Tereza Tykalová , Dana Horáková , Charles R. G. Guttman , Krastan B. Blagoev , Hiroto Hatabu , Vlad I. Valtchinov

Transfer learning (TL) has been widely used in motor imagery (MI) based brain-computer interfaces (BCIs) to reduce the calibration effort for a new subject, and demonstrated promising performance. While a closed-loop MI-based BCI system,…

信号处理 · 电气工程与系统科学 2023-05-04 Dongrui Wu , Xue Jiang , Ruimin Peng , Wanzeng Kong , Jian Huang , Zhigang Zeng

Deep Neural Networks (DNN) have been successful in en- hancing noisy speech signals. Enhancement is achieved by learning a nonlinear mapping function from the features of the corrupted speech signal to that of the reference clean speech…

机器学习 · 计算机科学 2016-06-16 Zhenzhou Wu , Sunil Sivadas , Yong Kiam Tan , Ma Bin , Rick Siow Mong Goh

Analyzing spoken discourse is a valid means of quantifying language ability in persons with aphasia. There are many ways to quantify discourse, one common way being to evaluate the informativeness of the discourse. That is, given the total…

机器学习 · 计算机科学 2025-11-25 Jason M. Pittman , Anton Phillips , Yesenia Medina-Santos , Brielle C. Stark

Large Language Models (LLMs) have demonstrated tremendous potential as the next-generation ranking-based recommendation system. Many recent works have shown that LLMs can significantly outperform conventional click-through-rate (CTR)…

信息检索 · 计算机科学 2025-03-18 Allen Lin , Renqin Cai , Yun He , Hanchao Yu , Jing Qian , Rui Li , Qifan Wang , James Caverlee

Powered prosthetic legs must anticipate the user's intent when switching between different locomotion modes (e.g., level walking, stair ascent/descent, ramp ascent/descent). Numerous data-driven classification techniques have demonstrated…

机器人学 · 计算机科学 2022-09-27 Duong Le , Shihao Cheng , Robert D. Gregg , Maani Ghaffari

End-to-end (E2E) spoken language understanding (SLU) systems avoid an intermediate textual representation by mapping speech directly into intents with slot values. This approach requires considerable domain-specific training data. In…

音频与语音处理 · 电气工程与系统科学 2021-06-16 Pu Wang , Bagher BabaAli , Hugo Van hamme

Children's speech recognition remains challenging due to substantial acoustic and linguistic variability, limited labeled data, and significant differences from adult speech. Speech foundation models can address these challenges through…

音频与语音处理 · 电气工程与系统科学 2025-12-23 Haolong Zheng , Yekaterina Yegorova , Mark Hasegawa-Johnson

Cochlear implant (CI) users have considerable difficulty in understanding speech in reverberant listening environments. Time-frequency (T-F) masking is a common technique that aims to improve speech intelligibility by multiplying…

音频与语音处理 · 电气工程与系统科学 2021-06-01 Kevin M. Chu , Leslie M. Collins , Boyla O. Mainsah