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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
About me
About me
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Posts
Future Blog Post
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Blog Post number 4
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Blog Post number 3
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Blog Post number 2
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Blog Post number 1
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portfolio
Nights
Yueya Spring, Dunhuang
Animals
Naughty Nara deer
Water
Nameless lake in winter’s Halar
Forests
Invisible
Landform
One of the top 10 geography wonders of the world
Culture
Shrine
projects
Undersampling Method for Pattern Recognition in Non-stationary Environment
Jing Liao, Yuzhe Luo, Yu Jin, Lianghao Xia, Zijing Chen, (2016)
This is the first project conducted during undergraduate years. I invited four classmates to apply research fund from “National university independent research project for undergraduate students”. We worked on pattern recognition problem in condition that data distribution is neither evenly distributed nor static. The research is supervised by Prof.W.W.Y NG. His research covers optimization of neural network and classification problems in machine learning. The findings are summarized in the conference paper “Effects of Different Base Classifiers to Learn++ Family Algorithms for Concept Drifting and Imbalanced Pattern Classification Problems”.
Design Optimization with Genetic Algorithm (DOGA)
Defu Bao, Jing Liao, Chunlei Chai*, Suihuai Yu*, (2017)
This project focus on communicable and reusable computational design tools for industrial design. We propose a software based on SolidWorks, and provide interactive tools for both the model and color design of products. The design tools are driven by Genetic Algorithm (GA). The GA is based on computational analogy of biological process of natural selection. By defining some general metrics for individual (a product), the population (a set of product candidates) gradually evolves towards desirable directions in design space. Designers can interfere the evolve process by selecting desirable individuals. This allows features in the selected individuals are very likely preserved and interleaved during exploration of design space.
Data-driven Business Intelligence Support
Jing Liao, Zitong Chen, Jiawei Zhou, Hanjia Zheng, Chunlei Chai*, (2018)
Data analysis and visualization is playing an increasingly important role in business decision-making. This project aims to provide a computational tool, including automatic information extraction, summarization and visualization to support business judgement. We consider both technological aspects and human aspects to provide reliable and user-friendly interaction. We will study text analysis in Natural Language Processing (NLP), the model of stakeholders (companies, designers, users) in Human-Computer Interaction.
AI and Design Inspiration
Jing Liao, Qing Chai, Rui Zhao, Chunlei Chai*, (2019)
AI is experiencing the third tide. Interests of a broad applications of AI are increasingly growing. This project aims to explore possibilities of AI supports for early design activities, e.g., idea finding, idea delivery and idea evaluation. We will study theories of inspiration mechanism in design, psychology, and design cognition. Besides, an experimental study would be conducted with HCI principles and methods for practical applications. Finally, (1) a framework of design ideation with AI will be built; (2) novel design supports will be designed for practical design ideation; and (3) implications of barriers and guidelines will be discussed.
publications
Effects of Different Base Classifiers to Learn++ Family Algorithms for Concept Drifting and Imbalanced Pattern Classification Problems
Published in IEEE, 2017
This paper is about evaluation of base classifiers in imbalanced and non-stationary environment.
Citation: J. Liao, J. Zhang and W. W. Y. Ng. (2016). "Effects of Different Base Classifiers to Learn++ Family Algorithms for Concept Drifting and Imbalanced Pattern Classification Problems." 2016 International Conference on Machine Learning and Cybernetics (ICMLC). pp.99-104. , Link
Keywords: Concept drift, imbalanced data, Learn++.NSE, Learn++.NIE, Learn++.CDS
A One-to-Many Conditional Generative Adversarial Network Framework for Multiple Image-to-Image Translations
Published in Multimedia Tools & Applications, 2018
About image-to-image translation task on image resource from online design community.
Citation: Chai, C., Liao, J., Zou, N., & Sun, L. (2018). "A One-to-Many Conditional Generative Adversarial Network Framework for Multiple Image-to-Image Translations." Multimedia Tools & Applications. 77(11). , Link
Keywords: Image-to-image translation, generative adversarial network, deep learning
A Review of Age-Related Characteristics for Touch-Based Performance and Experience.
Published in Human Aspects of IT for the Aged Population, 2018
A review of interaction techniques for elder people.
Citation: Liao J., Lou J., Wu Q., Zou M., Zheng L. (2018). "A Review of Age-Related Characteristics for Touch-Based Performance and Experience." Human Aspects of IT for the Aged Population. Acceptance, Communication and Participation. ITAP 2018. Lecture Notes in Computer Science. pp.279-296. , Link
Keywords: Elderly, age-related characteristics, touch-based system, interaction performance, interaction experience
A framework of artificial intelligence augmented design support.
Published in Human-Computer Interaction, 2020
About a new framework of computational support for design activities.
Citation: Jing Liao, Preben Hansen & Chunlei Chai (2020). "A framework of artificial intelligence augmented design support." Human–Computer Interaction. 35(5-6). , Link
Keywords: Human computer interaction theory, design support, artificial intelligence
talks
Talk 1 on Relevant Topic in Your Field
Published:
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teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.