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A LLMs-Assisted Framework for Parkinson's Disease Assessment Based on PPMI Dataset 7

A LLMs-Assisted Framework for Parkinson's Disease Assessment...

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7th international conference on algorithms, computing and Artificial Intelligence, ACAI 2024

作者： Gao, Zhenyu Ni, Qin Liu, Wen Zhang, Lei College of Information Science and Technology Donghua University Shanghai China Shanghai International Studies University The Key Laboratory of Multilingual Education with AI Shanghai China

ISBN: (纸本)9798331529314

the assessment of diseases such as Parkinson's disease, which are chronic neurodegenerative conditions, is an extremely complex and time-consuming process. Self-assessment scales or interviews in the outpatient often lead to the loss of key information. Large Language Models (LLMs) show abilities in capturing subtle linguistic differences and handling long texts, enabling the extraction of a significant amount of key information while ensuring data integrity and user privacy. We focus attention on people with Parkinson's disease (PwP). In response to these issues, we propose a framework in this paper. Firstly, we use large language model (LLM) with chain-of-thought (CoT) prompt to rephrase patient self-report texts from real-outpatient structured data as a supervised fine-tuning (SFT) corpus. Secondly, we fine-tune bidirectional encoder representation from transformers (BERT) with Low-Rank Adaptation (LoRA) to enable it to under-stand and extract the semanteme of self-report, thus predicting each MDS-UPDRS item. Finally, we designed experiments on a large amount of test data to evaluate the effectiveness of the framework. the results indicate that the accuracy on this task has been improved to 95.36%, which is a 6.7% increase compared to the best-performing model. © 2024 IEEE.

关键词： Neurodegenerative diseases

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4th international conference on Networking, Intelligent systems and Security, NISS 2021

4th International Conference on Networking, Intelligent Syst...

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4th international conference on Networking, Intelligent systems and Security, NISS 2021

ISBN: (纸本)9789811636363

the proceedings contain 62 papers. the special focus in this conference is on Networking, Intelligent systems and Security. the topics include: Channel Estimation in Massive MIMO systems for Spatially Correlated Channels with Pilot Contamination;On Channel Estimation of Uplink TDD Massive MIMO systems through Different Pilot Structures;NarrowBand-IoT and eMTC Towards Massive MTC: Performance Evaluation and Comparison for 5G mMTC;integrating Business Intelligence with Cloud computing: State of the Art and Fundamental Concepts;distributed Architecture for Interoperable Signaling Interlocking;A New Design of an Ant Colony Optimization (ACO) Algorithm for Optimization of Ad Hoc Network;real-Time Distributed Pipeline Architecture for Pedestrians’ Trajectories;Reconfiguration of the Radial Distribution for Multiple DGs by Using an Improved PSO;on the Performance of 5G Narrow-Band Internet of things for Industrial Applications;the Evolution of the Traffic Congestion Prediction and AI Application;a Novel Design of Frequency Reconfigurable Antenna for 5G Mobile Phones;a Real-Time Smart Agent for Network Traffic Profiling and Intrusion Detection Based on Combined Machine Learning algorithms;privacy threat Modeling in Personalized Search systems;enhanced Intrusion Detection System Based on AutoEncoder Network and Support Vector Machine;comparative Study of Keccak and Blake2 Hash Functions;cryptography Over the Twisted Hessian Curve Ha,d3;Method for Designing Countermeasures for Crypto-Ransomware Based on the NIST CSF;comparative Study Between Network Layer Attacks in Mobile Ad Hoc Networks;security of Deep Learning Models in 5G Networks: Proposition of Security Assessment Process;effects of Jamming Attack on the Internet of things;image-Based Malware Classification Using Multi-layer Perceptron.

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2021 25th international conference on System theory, Control and computing, ICSTCC 2021 - proceedings

2021 25th International Conference on System Theory, Control...

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25th international conference on System theory, Control and computing, ICSTCC 2021

ISBN: (纸本)9781665414968

the proceedings contain 117 papers. the topics discussed include: an assessment of the usefulness of image pre-processing for the classification of first trimester fetal heart ultrasound using convolutional neural networks;algorithms design conditions for limited bumpless in multiple controllers structures;real-time longitudinal control for autonomous mobile robot platform using multiple infrared sensors;evaluating the maximum domain of parameter model uncertainties in the combustion of a diesel engine;chemical non-isothermal processes-stability study and optimal control;cooperative platoons merging for obstacle avoidance on highways;canonical form observers for non-integrable nonlinear single-output systems using flat inputs and dynamic compensators;asymptotically stable observer-based controller for attitude tracking with systematic convergence;and piecewise nonlinear modeling approach to design nonlinear controllers using input-output feedback linearization for discrete-time nonlinear systems.

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7th National Annual conference of the international Union of Radio Science-NIGERIA, URSI-NG 2021

7th National Annual Conference of the International Union of...

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7th National Annual conference of the international Union of Radio Science-Nigeria, URSI-NG 2021

the proceedings contain 33 papers. the topics discussed include: on the conversion of a 3-hour integration time rain rate into one minute rain rate for forecast of attenuation due to rain;modeling digital terrestrial television signal strength with atmospheric parameters and noise temperature: a case study of north-central Nigeria;a survey of mobile edge computing in developing countries: challenges and prospects;preliminary results of measurements obtained from a low-cost arduino-based surface weather data acquisition system for radio meteorology;characterization of rain fade dynamics for Ku band satellite communication systems in a tropical location;statistical investigation of refractivity and path delay in a semi temperate region;and diurnal variation of RF power density with distance from selected mobile phone base transceiver stations in Offa metropolis, Kwara State Nigeria.

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10th international conference on Advances in computing and Communications, ICACC 2021

10th International Conference on Advances in Computing and C...

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10th international conference on Advances in computing and Communications, ICACC 2021

ISBN: (纸本)9781665439190

the proceedings contain 49 papers. the topics discussed include: a novel design and development of self-maintained solar panel;improvement of security in multi-biometric cryptosystem by modulus fuzzy vault algorithm;a survey on deep learning architectures for effective crop data analytics;impact of machine learning algorithms in intrusion detection systems for Internet of things;design of a low power and high-speed Viterbi decoder using T-algorithm with normalization;and learning to play football using distributional reinforcement learning and depthwise separable convolution feature extraction.

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6th international conference on computing, Control, and Industrial Engineering, CCIE 2021

6th International Conference on Computing, Control, and Indu...

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6th international conference on computing, Control, and Industrial Engineering, CCIE 2021

ISBN: (纸本)9789811939266

the proceedings contain 89 papers. the special focus in this conference is on computing, Control, and Industrial Engineering. the topics include: Based on the Design of Real-Time Monitoring of the Number of Bus Passengers Under the COVID-19 Situation;Research on Nonlinear System Modeling Based on Fuzzy Neural Network with WOA-ILM Algorithm;research on Multi-motor Synchronous Control System of Offshore Platform Based on Mean Coupling;research on Command and Fire Control Integration on Endpoint Defense of Strategic Location;An Improved Algorithm for Occlusion Tracking Based on FDSST and Kalman Filtering;source Structure Design of Phase Magnetic Beacon Positioning System;integral Terminal Sliding Mode Control for Quadrotor Based on a Novel Power Reaching Law;research on the Application of Self-optimizing Control Algorithm in Tuned Filters;A Comparative Study of Several Mapping algorithms Based on Laser SLAM;design and Implementation of Online Control Performance Evaluation System for Renewable Energy;prediction of Primary Water Inventory in Nuclear Power Plant Based on Recurrent Neural Network;self-adaptive Eyes off Objects Detection for Distracted Driving;Deep Learning Channel Estimation for OFDM 5G systems with Different Channel Models;an Iterative Local Search Approach of Finding the Minimum Dominating Set in IoT;feasibility Study of Neural Network in Satellite Attitude Determination;two-Stream Transformer Encoders for Skeleton-Based Action Recognition;Fabric Defect Detection Based on Improved Faster R-CNN and Two-Step Clustering Method;License Plate Recognition System Based on SVM and ANN Neural Network;a Novel Approach for Community Detection via Autoencoder with Convolutional Neural Networks;shunt-Wound Graph Learning for Camera Localization.

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5th international conference on Emerging Technologies in Computer Engineering: Cognitive computing and Intelligent IoT, ICETCE 2022

5th International Conference on Emerging Technologies in Com...

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5th international conference on Emerging Technologies in Computer Engineering: Cognitive computing and Intelligent IoT, ICETCE 2022

ISBN: (纸本)9783031070112

the proceedings contain 60 papers presendted at a virtual meeting. the special focus in this conference is on Emerging Technologies in Computer Engineering: Cognitive computing and Intelligent. the topics include: Machine Learning Based Rumor Detection on Twitter Data;performance Analysis of Machine Learning algorithms in Intrusion Detection and Classification;fruit Classification Using Deep Convolutional Neural Network and Transfer Learning;assessment of Network Intrusion Detection System Based on Shallow and Deep Learning Approaches;an Efficient Classifier Model for Opinion Mining to Analyze Drugs Satisfaction Among Patients;a Case Study on Machine Learning Techniques for Plant Disease Identification;detection of Network Intrusion Using Machine Learning Technique;scrutinization of Urdu Handwritten Text Recognition with Machine Learning Approach;a Machine Learning Approach for Multiclass Sentiment Analysis of Twitter Data: A Review;efficacy of Online Event Detection with Contextual and Structural Biases;analysis of Text Classification Using Machine Learning and Deep Learning;evaluation of Fairness in Recommender systems: A Review;detection of Liver Disease Using Machine Learning Techniques: A Systematic Survey;Association Rule Chains (ARC): A Novel Data Mining Technique for Profiling and Analysis of Terrorist Attacks;classification of Homogeneous and Non Homogeneous Single Image Dehazing Techniques;comparative Study to Analyse the Effect of Speaker’s Voice on the Compressive Sensing Based Speech Compression;Employing an Improved Loss Sensitivity Factor Approach for Optimal DG Allocation at Different Penetration Level Using ETAP;a Method for Data Compression and Personal Information Suppressing in Columnar Databases;the Impact and Challenges of Covid-19 Pandemic on E-Learning;identification of Dysgraphia: A Comparative Review;blockchain Framework for Agro Financing of Farmers in South India.

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24th international conference on Information Integration and Web Intelligence, iiWAS 2022, held in conjunction with the 20th international conference on Advances in Mobile computing and Multimedia Intelligence, MoMM 2022

24th International Conference on Information Integration and...

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24th international conference on Information Integration and Web Intelligence, iiWAS 2022, held in conjunction with the 20th international conference on Advances in Mobile computing and Multimedia Intelligence, MoMM 2022

ISBN: (纸本)9783031210464

the proceedings contain 53 papers. the special focus in this conference is on Information Integration and Web Intelligence. the topics include: GPU Accelerated Parallel Implementation of Linear Programming algorithms;Towards Explaining DL Non-entailments by Utilizing Subtree Isomorphisms;Query Optimization in NoSQL Databases Using an Enhanced Localized R-tree Index;handling Exit Node Vulnerability in Onion Routing with a Zero-Knowledge Proof;an Accurate, Flexible and Private Trajectory-Based Contact Tracing System on Untrusted Servers;bilateral Bargaining for Healthcare Data Sharing;modifying Neo4j’s Object Graph Mapper Queries for Access Control;a Recommendation Method for Recipes Containing Unskillful Elements Using Naïve Bayes Classifier to Improve Cooking Skills;extraction of Complementary Topics Based on Phrase Importance and Co-occurrence in Technical Blogs;sharing Semantic Knowledge for Autonomous Robots: Cooperation for Social Robotic systems;feature Relevance Analysis of Product Reviews to Support Online Shopping;annotation System for Dialogue Datasets of Older Adult’s with Photos and Storytelling;evaluation Axes for Automatically Generated Product Descriptions;CISQA: Corporate Smart Insights Question Answering System;symmetry Metrics for Pairwise Entity Similarities;a New Method to Measure Similarity of Words in Japanese Twitter Based on Related Images;Hybrid Phishing URL Detection Using Segmented Word Embedding;a Scheme for News Article Classification in a Low-Resource Language;expertise Computation for Automatic Reviewer Assignment;detection of Hot Topics Using Multi-view Text Clustering;exploiting Named Entity Recognition for Information Extraction from Italian Procurement Documents: A Case Study;interactive Visualization of Comic Character Correlation Diagrams for Understanding Character Relationships and Personalities;two Case Studies on Guiding Human Behavior Using Virtualization Technologies in Distributed Virtual Shopping Malls;central Figures in t

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IT and I 2020 - proceedings of the 7th international conference "Information Technology and Interactions", Workshops proceedings

IT and I 2020 - Proceedings of the 7th International Confere...

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7th international conference "Information Technology and Interactions", IT and I 2020

the proceedings contain 40 papers. the topics discussed include: regularity of context units identification in electronic text documents;evaluating deep learning models for anomaly detection in an industrial transporting system;neural network analytics and forecasting the country's business climate in conditions of the coronavirus disease (COVID-19);identification of rolling stock of railways based on multi-projection image processing methods;a comprehensive study of autoencoders’ applications related to images;systems for checking and testing the quality of knowledge based on fuzzy inference;and modeling of the integrated quality assessment system of the information security management system.

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13th international conference on High-Performance computing systems and Technologies in Scientific Research, Automation of Control and Production, HPCST 2023

13th International Conference on High-Performance Computing ...

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13th international conference on High-Performance computing systems and Technologies in Scientific Research, Automation of Control and Production, HPCST 2023

ISBN: (纸本)9783031510564

the proceedings contain 21 papers. the special focus in this conference is on High-Performance computing systems and Technologies in Scientific Research, Automation of Control and Production. the topics include: Adaptive Methods for the Structural Optimization of Neural Networks and their Ensemble for Data Analysis;self-adaptation Method for Evolutionary algorithms Based on the Selection Operator;application of U-Net Architecture Neural Network for Segmentation of Brain Cell Images Stained with Trypan Blue;language Model Architecture Based on the Syntactic Graph of Analyzed Text;classic and Modern Methods of Automatic Parking Control of Self-driving Cars;application of Smoothing Technique to Model Predictive Traffic Signal Control;design Features of the Frequency-Controlled Electric Drive for Positioning Mechanisms;Development of a Mathematical Model to Study the Energy Indicators of Electric Drives Using the DFC-IM System;intelligent Data Analysis for Materials Obtained Using Selective Laser Melting Technology;speech Enhancement Based on Two-Stage Neural Network with Structured State Space for Sequence Transformation;fourier Chromagrams for Fingerprinting, Verification and Authentication of Digital Audio Recordings;methodology of Expert-Agent Cognitive Modeling for Preventing Impact on Critical Information Infrastructure;designing a Graphics Accelerator with Heterogeneous Architecture;spectrophotometer for Field Studies;comparative Study of Practical Implementation of Time Delay Estimation Methods on Single Board Computer;study of the Functional Characteristics of TiNi Coatings by the Computer-Aided Simulation Using Parallel computing;on Hierarchical Convergence of the Heterogeneous Multiscale Finite Element Method Using Polyhedral Supports;parallelization of Finite-Volume Numerical Methods of Computational Fluid Dynamics by Means of Shared Memory computing systems.

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