Education
- Ph.D. in Psychology (Expected July 2026), National Taiwan University, Taipei, Taiwan (R.O.C.)
- GPA: 4.19/4.3
- Dissertation: Precision and Robustness in Adaptive Testing: An Item Response Theory Analysis within an Online Convex Optimization Framework
- Advisor: Prof. Yung-Fong Hsu
- M.S. in Psychology, National Taiwan University, Taipei, Taiwan (R.O.C.), 2022
- GPA: 4.13/4.3
- B.S. in Psychology, National Taiwan University, Taipei, Taiwan (R.O.C.), 2020
- GPA: 4.12/4.3
Employment
- Full-time Research Assistant (R&D Substitute Military Service), Department of Economics, National Taiwan University, July 2023 – February 2025
Published Papers
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Yang, H.‑H., & Hsu, Y.‑F. (2024). The generalized Robbins‑Monro process and its application to psychophysical experiments for threshold estimation. Journal of Mathematical Psychology, 120-121, 102855. https://doi.org/10.1016/j.jmp.2024.102855
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Yang, H.-H., & Hsu, Y.-F. (2024). A note on the application of stochastic approximation to computerized adaptive testing. Behaviormetrika, 51(1), 259-276. https://doi.org/10.1007/s41237-023-00215-0
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Cheng, C., Yang, H.‑H., & Hsu, Y.‑F. (2025). Identifiability of polychoric models with latent elliptical distributions. Psychometrika, 90(2), 757-778. https://doi.org/10.1017/psy.2024.25
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Chen, K.-M., Tsai, L.-T., & Yang, H.-H. (In press). Labor market sorting in Taiwan. Taiwan Economic Review.
Submitted / Working Papers
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Chen, K.-M., Chen, Y.-C., Hung, C.-C., & Yang, H.-H. (2025). Institution or major? Understanding student preferences in college admissions. R&R at Economic Inquiry.
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Yang, H.-H., Wei, C.-M., & Chen, Y.-C. (2025). On the consistency of Bayesian adaptive testing under the Rasch model. arXiv. https://arxiv.org/abs/2412.07170
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Yang, H.‑H., Cheng, C., & Hsu, Y.‑F. (2025). Parametric bootstrapping of standard errors for ability parameters in dichotomous IRT models: Asymptotic and small-sample analyses. PsyArXiv. https://doi.org/10.31234/osf.io/697yj
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Yang, H.-H., & Hsu, Y.-F. (2024). An alternative modeling proposal to conjoint survey experiments: Re-evaluating data from Duch et al. (2021). PsyArXiv. https://doi.org/10.31234/osf.io/ytfx2
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Chang, W.-C., Lin, T.-Y., Tong, J.C.H., Yang, H.-H., & Hsu, Y.-F. (2025). Comparison of bisection-based and adaptive psychophysical methods for eliciting indifference points in loss aversion research.
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Cheng, C., Yang, H.-H., & Hsu, Y.-F. (2024). On the existence and uniqueness of MLE of the latent trait under log-concave distributional assumptions in IRT. PsyArXiv. https://doi.org/10.31234/osf.io/j25zw
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Tong, J.C.H., Yang, H.‑H., & Chen, Y.‑P. (In preparation). Decision‑making process of retail investors during a financial bubble: An fMRI study.
Conference Presentations
2025
- Yang, H.-H., Wei, C.-M., & Chen, Y.-C. (2025). On the consistency of Bayesian adaptive testing under the Rasch model. Oral presentation at the 8th International Conference on Econometrics and Statistics (EcoSta 2025), Tokyo, Japan.
- Yang, H.-H. (2025). When the test information curve misleads: Exact bias, SE, and RMSE curves in Item Response Theory. Oral presentation at the 53rd Annual Meeting of the Behaviormetric Society, Kanagawa, Japan.
- Cheng, C., Yang, H.-H., Hsu, Y.-F., & Lay, K.-L. (2025). A methodology for addressing the biases caused by ipsative placement of Q-sort items. Poster at the SRCD 2025 Biennial Meeting, Minneapolis, MN, USA.
- Yang, H.-H., & Hsu, Y.-F. (2025). Paradigmatic decisions for measuring choices and preferences: Likert scales, comparative judgments, or combined models? Poster at the 89th Annual Convention of the Japanese Psychological Association, Sendai, Japan.
2024
- Cheng, C., Yang, H.-H., Hsu, Y.-F., & Lay, K.-L. (2024). Two are better than one: Incorporating Likert scale and comparative judgment data in joint Thurstonian IRT model. Oral presentation at the 63rd Annual Meeting of the Taiwanese Psychological Association, Taipei, Taiwan.
- Cheng, C., Yang, H.-H., & Hsu, Y.-F. (2024). On the existence and uniqueness of polychoric correlations. Poster at the 88th Annual Convention of the Japanese Psychological Association, Kumamoto, Japan.
- Cheng, C., Yang, H.-H., & Hsu, Y.-F. (2024). Existence and uniqueness of MLE of the ability in IRT. Poster at IMPS 2024, Prague, Czech Republic.
- Cheng, C., Yang, H.-H., & Hsu, Y.-F. (2024). Predetermined R squared: An index of later development determined by the past. Poster at 27th Biennial Meeting of the International Society for the Study of Behavioural Development (ISSBD), Lisbon, Portugal.
- Chen, K.-M., Chen, Y.-C., Hung, C.-C., & Yang, H.-H. (2024). Estimating preferences for college programs using Taiwanese college admission data. Oral presentation at Annual Conference of the Population Association of Taiwan, Taipei, Taiwan.
- Chen, K.-M., Chen, Y.-C., Hung, C.-C., & Yang, H.-H. (2024). Estimating preferences for college programs using Taiwanese college admission data. Oral presentation at the 18th International Symposium on Econometric Theory and Applications (SETA 2024), Taipei, Taiwan.
2023
- Chen, K.-M., Chen, Y.-C., Hung, C.-C., & Yang, H.-H. (2023). College and major preference estimation using Taiwanese college admission data. Oral presentation at Asian and Australasian Society of Labour Economics 2023 Conference, Taipei, Taiwan.
- Yang, H.-H., & Hsu, Y.-F. (2023). On the consistency and relative efficiency of a generalized Robbins-Monro process for threshold estimation. Poster at MathPsych 2023, Amsterdam, Netherlands.
- Yang, H.-H., Cheng, C., & Hsu, Y.-F. (2023). Evaluating SEs of parameter estimates in the 2PL model with exact parametric bootstrap. Poster at IMPS 2023, College Park, MD, USA.
- Cheng, C., Yang, H.-H., & Hsu, Y.-F. (2023). Identifiability of polychoric models with latent elliptical distributions. Oral presentation at IMPS 2023, College Park, MD, USA.
2021
- Yang, H.-H., & Hsu, Y.-F. (2021). Modification of the estimation method of threshold: A new adaptive method taking response time and response confidence into account. Oral presentation at the 60th Annual Meeting of the Taiwanese Psychological Association, Taipei, Taiwan.
Grants
- National Taiwan University Doctoral Scholarship (NSTC Selection/Allocation), August 2025 – July 2026
- College Student Research Scholarship, Ministry of Science and Technology, Taiwan (MOST 108-2813-C-002-115-H), July 2019 – February 2020
Teaching Assistant
- PSY7001, Experimental Design, Fall 2024
- PSY5033, Applied Linear Regression, Spring 2023
- PSY7001, Experimental Design, Fall 2022
- PSY3010, Intermediate Statistics, Fall 2021
- PSY1004, Statistics in Psychology and Education II, Spring 2021
- PSY1003, Statistics in Psychology and Education I, Fall 2020
- PSY1004, Statistics in Psychology and Education II, Spring 2020
- PSY1003, Statistics in Psychology and Education I, Fall 2019
Skills
Analytical
- Statistical modeling
- Principal component analysis
- Factor analysis
- Generalized linear models
- Psychometrics
- Structural equation modeling
- Item response theory
- Mathematical Psychology
- Adaptive methods (Stochastic approximation)
- Drift diffusion models
- Neuroimage analysis (fMRI)
Programming
- R
- Python
- Matlab
- SAS
- LaTeX
- Stata