Yinan Yu

Forskarassistent vid Funktionell programmering

My research focused on advancing personalized AI systems. Personalization involves adapting AI to the unique needs and contexts of individual users or entities, ensuring greater relevance and usability. This involves addressing several key challenges, including reducing data requirements to handle distribution shifts, minimizing model size for efficiency, developing specialized representation learning techniques to extract meaningful insights from highly personalized data, decentralizing and streamlining training processes, and establishing robust, scalable frameworks for data governance. My goal is to improve the usability of AI in real-world applications by developing systems that are efficient, adaptable, and scalable to meet diverse user needs and contexts.

Källa: chalmers.se
Image of Yinan Yu

Visar 43 publikationer

2024

Scalability in Building Component Data Annotation: Enhancing Facade Material Classification with Synthetic Data

Josie Harrison, Alexander Hollberg, Yinan Yu
Proceedings of the European Conference on Computing in Construction. Vol. 2024 , p. 120-127
Paper i proceeding
2024

Sentiment and semantic analysis: Urban quality inference using machine learning algorithms

Emily Ho, Michelle Schneider, Sanjay Somanath et al
iScience. Vol. 27 (7)
Artikel i vetenskaplig tidskrift
2024

Domain Generalization through Meta-learning: A Survey

Arsham Gholamzadeh Khoee, Yinan Yu, Robert Feldt
Artificial Intelligence Review. Vol. 57 (10)
Artikel i vetenskaplig tidskrift
2024

climateBUG: A data-driven framework for analyzing bank reporting through a climate lens

Yinan Yu, Samuel Scheidegger, Jasmine Elliott et al
Expert Systems with Applications. Vol. 239
Artikel i vetenskaplig tidskrift
2024

Domain generalization through meta-learning: a survey

Arsham Gholamzadeh Khoee, Yinan Yu, Robert Feldt
Artificial Intelligence Review. Vol. 57 (10)
Artikel i vetenskaplig tidskrift
2024

Building efficient CNNs using Depthwise Convolutional Eigen-Filters (DeCEF)

Yinan Yu, Samuel Scheidegger, Tomas McKelvey
Neurocomputing. Vol. 609
Artikel i vetenskaplig tidskrift
2023

AirDnD-Asynchronous In-Range Dynamic and Distributed Network Orchestration Framework

Malsha Ashani Mahawatta Dona, Christian Berger, Yinan Yu
Proceedings - International Conference on Distributed Computing Systems. Vol. 2023-July, p. 953-954
Paper i proceeding
2023

BAUFER: A Baseline-Enabled Facial Expression Recognition Pipeline Trained With Limited Annotations

Charlotte von Numers, Yinan Yu, Aleksandra Petkova et al
Studies in Computational Intelligence, vol 1106
Kapitel i bok
2022

Qually: A Quality Validation Toolbox for Automotive Perception Data Towards Trustworthy AI

Yinan Yu, Samuel Scheidegger, Jörg Bakker
Rapport - Sveriges innovationsmyndighet - VINNOVA
2021

AI-baserad segementering av fasader för att optimera renovering i en större skala

Sanjay Somanath, Yinan Yu, Nils Nordmark et al
Bygg och teknik. Vol. 2021 (2), p. 26-29
Artikel i övrig tidskrift
2021

Safety-driven data labelling platform to enable safe and responsible AI

Yinan Yu, Samuel Scheidegger, Jörg Bakker
Rapport - Sveriges innovationsmyndighet - VINNOVA
2018

CLAss-Specific Subspace Kernel Representations and Adaptive Margin Slack Minimization for Large Scale Classification

Yinan Yu, Konstantinos I. Diamantaras, Tomas McKelvey et al
IEEE Transactions on Neural Networks and Learning Systems. Vol. 29 (2), p. 440 -456
Artikel i vetenskaplig tidskrift
2018

Kernel Subspace Learning for Pattern Classification

Yinan Yu, Konstantinos I. Diamantaras, Tomas McKelvey et al
Adaptive Learning Methods for Nonlinear System Modeling, p. 127-147
Kapitel i bok
2017

Microwave technology for detecting traumatic intracranial bleedings: tests on phantom of subdural hematoma and numerical simulations

Stefan Candefjord, JOHAN WINGES, Malik Ahzaz Ahmad et al
Medical and Biological Engineering and Computing. Vol. 55 (8), p. 1177-1188
Artikel i vetenskaplig tidskrift
2016

Adaptive margin slack minimization in RKHS for classification

Yinan Yu, Konstantinos I. Diamantaras, Tomas McKelvey et al
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. Vol. 2016-May, p. 2319-2323
Paper i proceeding
2016

Enhanced Distance Subset Approximation using Class-Specific Subspace Kernel Representation for Kernel Approximation

Yinan Yu, Konstantinos I. Diamantaras, Tomas McKelvey et al
IEEE International Workshop on Machine Learning for Signal Processing, MLSP. Vol. 2016-November
Paper i proceeding
2015

A robust subspace classification scheme based on empirical intersection removal and sparse approximation

Yinan Yu, Tomas McKelvey
Integrated Computer-Aided Engineering. Vol. 22 (1), p. 59-69
Artikel i vetenskaplig tidskrift
2015

Microwave technology in medical diagnostics and treatment

Andreas Fhager, Hana Dobsicek Trefna, Pegah Takook et al
IEEE MTT-S International Microwave Workshop Series on RF and Wireless Technologies for Biomedical and Healthcare Applications, IMWS-BIO 2015, Taipei, Taiwan, 21-23 September 2015, p. 133-134
Paper i proceeding
2015

Pre-hospital care for stroke and trauma

Mikael Persson, Andreas Fhager, Yinan Yu et al
Conference Proceedings, 2014 IEEE MTT-S International Microwave Workshop Series on: RF and Wireless Technologies for Biomedical and Healthcare Applications, IMWS-Bio 2014, London, United Kingdom, 8-10 December 2014
Paper i proceeding
2015

Detection of wood decay by microwaves

Hana Dobsicek Trefna, Yinan Yu, Tomas McKelvey et al
Progress in Electromagnetics Research Symposium, PIERS 2015,Prague.
Paper i proceeding
2014

Multiclass Ridge-adjusted Slack Variable Optimization Using Selected Basis for Fast Classification

Yinan Yu, Kostas I. Diamantaras, Tomas McKelvey et al
European Signal Processing Conference, p. 1178-1182
Paper i proceeding
2014

Feature Reduction Based on Sum-of-SNR (SOSNR) Optimization

Yinan Yu, Tomas McKelvey, S.Y. Kung
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, p. 6756-6760
Paper i proceeding
2014

Detection of Breathing and Heartbeat by Using a Simple UWB Radar System

Qiuchi Jian, Yinan Yu, Jian Yang et al
8th European Conference on Antennas and Propagation, EuCAP 2014, The Hague, The Netherlands 6-11 April 2014, p. 3078-3081
Paper i proceeding
2014

Microwave-Based Stroke Diagnosis Making Global Prehospital Thrombolytic Treatment Possible

Mikael Persson, Andreas Fhager, Hana Dobsicek Trefna et al
IEEE Transactions on Biomedical Engineering. Vol. 61 (11), p. 2806-2817
Artikel i vetenskaplig tidskrift
2013

A Unified Subspace Classification Framework Developed for Diagnostic System Using Microwave Signal

Yinan Yu, Tomas McKelvey
European Signal Processing Conference
Paper i proceeding
2013

A Classification Scheme for 'High-Dimensional-Small-Sample-Size' Data Using SODA and Ridge-SVM with Microwave Measurement Applications

Yinan Yu, Tomas McKelvey, Sun-Yuan Kung
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, p. 3542-3546
Paper i proceeding
2013

Microwave technology shows potential for detecting traumatic intracranial bleedings

Stefan Candefjord, Malik Ahzaz Ahmad, Stefan Kidborg et al
7th European Conference on Antennas and Propagation (EuCAP), p. 2609-2610
Paper i proceeding
2013

Ridge-Adjusted Slack Variable Optimization for Supervised Classification

Yinan Yu, Konstantinos I. Diamantaras, Tomas McKelvey et al
IEEE International Workshop on Machine Learning for Signal Processing, MLSP
Paper i proceeding
2013

Stroke diagnostics with a microwave helmet

Andreas Fhager, Yinan Yu, Tomas McKelvey et al
2013 7th European Conference on Antennas and Propagation, EuCAP 2013, p. 845-846
Paper i proceeding
2013

Parameter Design Tradeoff Between Prediction Performance and Training Time for Ridge-Svm

Rasmus Rothe, Yinan Yu, S.Y. Kung
IEEE International Workshop on Machine Learning for Signal Processing, Southampton, United Kingdom, September 22-25, 2013
Paper i proceeding
2013

Microwave technology for localization of traumatic intracranial bleedings—a numerical simulation study

Stefan Candefjord, JOHAN WINGES, Yinan Yu et al
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, p. 1948-1951
Paper i proceeding
2013

Microwave based diagnostics and treatment in practice

Mikael Persson, Andreas Fhager, Hana Trefna et al
2013 IEEE MTT-S International Microwave Workshop Series on RF and Wireless Technologies for Biomedical and Healthcare Applications, IMWS-BIO 2013 - Proceedings
Paper i proceeding
2013

Kernel SODA: A Feature Reduction Technique Using Kernel Based Analysis

Yinan Yu, Tomas McKelvey, S.Y. Kung
The 12th International Conference on Machine Learning and Applications (ICMLA'13), 2013.. Vol. 1
Paper i proceeding
2012

A Subspace Learning Algorithm For Microwave Scattering Signal Classification With Application To Wood Quality Assessment

Yinan Yu, Tomas McKelvey
IEEE International Workshop on Machine Learning for Signal Processing, MLSP
Paper i proceeding
2012

Several new ultra-wideband antenna systems for radio telescopes and industry sensor imaging process

Jian Yang, Jungang Yin, Miroslav Pantaleev et al
2012 14th International Conference on Electromagnetics in Advanced Applications, ICEAA 2012. Cape Town, 2 - 7 September 2012, p. 1281-1284
Paper i proceeding
2012

Compact UWB Indoor and Through-Wall Radar with Precise Ranging and Tracking

Yinan Yu, Jian Yang, Tomas McKelvey et al
International Journal of Antennas and Propagation. Vol. 2012, p. Article ID 678590-
Artikel i vetenskaplig tidskrift
2012

Using microwave technology for detecting traumatic intracranial bleedings – tests on a brain phantom

Stefan Candefjord, Ahzaz Ahmad Malik, Stefan Kidborg et al
Medicinteknikdagarna 2012
Övrigt konferensbidrag
2012

Development of a Compact UWB Radar System for Indoor Ranging and Tracking

Yinan Yu, Jian Yang, Tomas McKelvey et al
COST IC1102, 2nd WG Meeting & Technical Workshop, Istanbul, September 20-21, 2012
Paper i proceeding
2012

Model reduction for inverse scattering problems

Yinan Yu, JOHAN WINGES, Tomas McKelvey et al
AntennEMB, 5-8 March, Stockholm
Poster (konferens)
2012

The new UWB self-grounded Bow-Tie antennas and the applications in Different Systems

Jian Yang, Ahmed Kishk, Aidin Razavi et al
Swedish Radio and Microwave Days 2012, RVK2012, Stockholm, 4-8 March 2012
Poster (konferens)
2011

A new UWB radar system using UWB CMOS chip

Yinan Yu, Sohaib Maalik, Jian Yang et al
Proceedings of the 5th European Conference on Antennas and Propagation, EUCAP 2011. Rome, 11-15 April 2011, p. 771-775
Paper i proceeding

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Visar 8 forskningsprojekt

2025–2026

Creating an Inclusivity Index for Digital Twin (IIDT) Transportation Systems - An Interdisciplinary Research

Yinan Yu Funktionell programmering
Jörgen Lundälv Unknown organization
Christian Berger Software Engineering 2
Styrkeområde Transport

2024–2029

SafeHelper: Utveckling av LLM-drivna multimodala system för människocentrerat beslutsfattande i säkerhetskritiska sammanhang

Yinan Yu Funktionell programmering
Robert Feldt Software Engineering for Testing, Requirements, Innovation and Psychology
Wallenberg AI, Autonomous Systems and Software Program

2024–2027

AI-baserad telemonitorering och specialiserad hemsjukvård för hjärtsviktspatienter

Yinan Yu Funktionell programmering
VINNOVA

2024–2026

AutoLang: Anpassning av LLM för programvaruutveckling inom fordonsindustrin

Yinan Yu Funktionell programmering
Dhasarathy Parthasarathy Funktionell programmering
Chalmers AI-forskningscentrum (CHAIR)

2023–2024

Förbättrad Säkerhet för Vulnerable Road Users (VRU:s) med Nedsatt Rörlighet

Yinan Yu Funktionell programmering
Anna K Carlsson Fordonssäkerhet
Jörgen Lundälv Unknown organization
VINNOVA

2022–2027

Digitala materialinventeringar för hållbar urban mining

Alexander Hollberg Byggnadsteknologi
Josie Harrison Byggnadsteknologi
Aida Eghbali Byggnadsteknologi
Yinan Yu Funktionell programmering
Leonardo Rosado Byggnadsteknologi
Stiftelsen för Strategisk forskning (SSF)

1 publikation finns
2022–2023

Urban modellering och planeringsverktyg för energi och osynliga miljöfaktorer med hjälp av AI-metoder

Alexander Hollberg Byggnadsteknologi
Vasilis Naserentin Tillämpad matematik och statistik
Jens Forssén Teknisk akustik
Anders Logg Tillämpad matematik och statistik
Beata Stahre Wästberg Interaktionsdesign
Yinan Yu Funktionell programmering
Sanjay Somanath Byggnadsteknologi
Andreas Mark Strömningslära
Dag Wästberg Forskning - Arkitekturens teori och metod
Franziska Hunger C3SE
Energi

1 publikation finns
2019–2021

Verification of Machine Learning Algorithms (Vermillion)

Mary Sheeran Funktionell programmering
Yinan Yu Funktionell programmering
Chalmers AI-forskningscentrum (CHAIR)

Det kan finnas fler projekt där Yinan Yu medverkar, men du måste vara inloggad som anställd på Chalmers för att kunna se dem.