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  1. Article

    Open Access

    Multimodal fusion for anticipating human decision performance

    Anticipating human decisions while performing complex tasks remains a formidable challenge. This study proposes a multimodal machine-learning approach that leverages image features and electroencephalography (...

    Xuan-The Tran, Thomas Do, Nikhil R. Pal, Tzyy-** Jung in Scientific Reports (2024)

  2. No Access

    Chapter and Conference Paper

    Improving CCA Algorithms on SSVEP Classification with Reinforcement Learning Based Temporal Filtering

    Canonical Correlation Analysis (CCA) has been widely used in Steady-State Visually Evoked Potential (SSVEP) analysis, but there are still challenges in this research area, specifically regarding data quality a...

    Liang Ou, Thomas Do, Xuan-The Tran in AI 2023: Advances in Artificial Intelligen… (2024)

  3. No Access

    Article

    Design and verification of a wearable wireless 64-channel high-resolution EEG acquisition system with wi-fi transmission

    Brain–computer interfaces (BCIs) allow communication between the brain and the external world. This type of technology has been extensively studied. However, BCI instruments with high signal quality are typica...

    Chin-Teng Lin, Yuhling Wang, Sheng-Fu Chen in Medical & Biological Engineering & Computi… (2023)

  4. Article

    Open Access

    Recognition of multi-cognitive tasks from EEG signals using EMD methods

    Mental task classification (MTC), based on the electroencephalography (EEG) signals is a demanding brain–computer interface (BCI). It is independent of all types of muscular activity. MTC-based BCI systems are...

    Akshansh Gupta, Dhirendra Kumar, Hanuman Verma in Neural Computing and Applications (2023)

  5. No Access

    Chapter

    Integrated Sensing Devices for Brain-Computer Interfaces

    Brain-computer interfaces (BCI) help users to interact with machines via brain activity and without the use of muscles. Among the many components of BCI frameworks, sensor technology helps to make the systems ...

    Tien-Thong Nguyen Do, Ngoc My Hanh Duong in More-than-Moore Devices and Integration fo… (2023)

  6. No Access

    Reference Work Entry In depth

    Content Augmentation in Virtual Reality with Cognitive-Conflict-Based Brain-Computer Interface

    In recent years, virtual reality (VR) has become a mature technology with the capability to deliver higher levels of immersion and presence to users. Besides, it has been widely adopted to design and develop a...

    Avinash Kumar Singh, Chin-Teng Lin in Handbook of Neuroengineering (2023)

  7. Article

    Open Access

    Spatial-temporal attention-based convolutional network with text and numerical information for stock price prediction

    In the financial market, the stock price prediction is a challenging task which is influenced by many factors. These factors include economic change, politics and global events that are usually recorded in tex...

    Chin-Teng Lin, Yu-Ka Wang, Pei-Lun Huang, Ye Shi in Neural Computing and Applications (2022)

  8. Article

    Open Access

    Redesigning navigational aids using virtual global landmarks to improve spatial knowledge retrieval

    Although beacon- and map-based spatial strategies are the default strategies for navigation activities, today’s navigational aids mostly follow a beacon-based design where one is provided with turn-by-turn ins...

    Jia Liu, Avinash Kumar Singh, Anna Wunderlich, Klaus Gramann in npj Science of Learning (2022)

  9. Article

    Open Access

    Using virtual global landmark to improve incidental spatial learning

    To reduce the decline of spatial cognitive skills caused by the increasing use of automated GPS navigation, the virtual global landmark (VGL) system is proposed to help people naturally improve their sense of ...

    Jia Liu, Avinash Kumar Singh, Chin-Teng Lin in Scientific Reports (2022)

  10. No Access

    Chapter and Conference Paper

    Human-Autonomous Teaming Framework Based on Trust Modelling

    With the development of intelligent technology, autonomous agents are no longer just simple tools; they have gradually become our partners. This paper presents a trust-based human-autonomous teaming (HAT) fram...

    Wenhao Ma, Yu-Cheng Chang, Yu-Kai Wang in AI 2022: Advances in Artificial Intelligen… (2022)

  11. Article

    Open Access

    Human brain dynamics in active spatial navigation

    Spatial navigation is a complex cognitive process based on multiple senses that are integrated and processed by a wide network of brain areas. Previous studies have revealed the retrosplenial complex (RSC) to ...

    Tien-Thong Nguyen Do, Chin-Teng Lin, Klaus Gramann in Scientific Reports (2021)

  12. No Access

    Article

    A novel online self-learning system with automatic object detection model for multimedia applications

    This paper proposes a novel online self-learning detection system for different types of objects. It allows users to random select detection target, generating an initial detection model by selecting a small p...

    Eric Juwei Cheng, Mukesh Prasad, Jie Yang in Multimedia Tools and Applications (2021)

  13. No Access

    Article

    A robust real-time facial alignment system with facial landmarks detection and rectification for multimedia applications

    Face detection often plays the first step in various visual applications. Large variants of facial deformations due to head movements and facial expression make it difficult to identify appropriate face region...

    Kuang Pen Chou, Mukesh Prasad, Jie Yang, Sheng-Yao Su in Multimedia Tools and Applications (2021)

  14. No Access

    Chapter and Conference Paper

    Text-line-up: Don’t Worry About the Caret

    In a freestyle handwritten text-line, sometimes words are inserted using a caret symbol ( \(^\wedge \) ...

    Chandranath Adak, Bidyut B. Chaudhuri in Document Analysis and Recognition – ICDAR … (2021)

  15. No Access

    Living Reference Work Entry In depth

    Content Augmentation in Virtual Reality with Cognitive-Conflict-Based Brain-Computer Interface

    In recent years, virtual reality (VR) has become a mature technology with the capability to deliver higher levels of immersion and presence to users. Besides, it has been widely adopted to design and develop a...

    Avinash Kumar Singh, Chin-Teng Lin in Handbook of Neuroengineering

  16. No Access

    Article

    EEG data analysis with stacked differentiable neural computers

    Differentiable neural computer (DNC) has demonstrated remarkable capabilities in solving complex problems. In this paper, we propose to stack an enhanced version of differentiable neural computer together to e...

    Yurui Ming, Danilo Pelusi, Chieh-Ning Fang in Neural Computing and Applications (2020)

  17. No Access

    Article

    An interval-valued Pythagorean prioritized operator-based game theoretical framework with its applications in multicriteria group decision making

    Multicriteria decision-making process explicitly evaluates multiple conflicting criteria in decision making. The conventional decision-making approaches assumed that each agent is independent, but the reality ...

    Yuzhen Han, Yong Deng, Zehong Cao, Chin-Teng Lin in Neural Computing and Applications (2020)

  18. Article

    Open Access

    Quantum topology identification with deep neural networks and quantum walks

    Topologically ordered materials may serve as a platform for new quantum technologies, such as fault-tolerant quantum computers. To fulfil this promise, efficient and general methods are needed to discover and ...

    Yurui Ming, Chin-Teng Lin, Stephen D. Bartlett in npj Computational Materials (2019)

  19. Article

    Open Access

    Multi-channel EEG recordings during a sustained-attention driving task

    We describe driver behaviour and brain dynamics acquired from a 90-minute sustained-attention task in an immersive driving simulator. The data included 62 sessions of 32-channel electroencephalography (EEG) da...

    Zehong Cao, Chun-Hsiang Chuang, Jung-Kai King, Chin-Teng Lin in Scientific Data (2019)

  20. No Access

    Chapter and Conference Paper

    White-Box Target Attack for EEG-Based BCI Regression Problems

    Machine learning has achieved great success in many applications, including electroencephalogram (EEG) based brain-computer interfaces (BCIs). Unfortunately, many machine learning models are vulnerable to adve...

    Lubin Meng, Chin-Teng Lin, Tzyy-** Jung, Dongrui Wu in Neural Information Processing (2019)

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