Projects per year
Personal profile
Web Links
Personal web page: https://i-mh.github.io
SUMMARY of research interests (100 words)
My primary research is in the area of functional data. Specifically, functional data with temporal dependence and nonstationary. These statistical methodologies are to model:
- large-scale and complex time series data, and
- spatio-temporal data.
I am highly motivated by real-world problems such as data from Environment, Energy, Health, and Engineering.
Related documents
Keywords
- Functional data analysis
- Time series
- Longitudinal data analysis
User-defined keywords
- Large time series data
- Spatio-temporal Data
- nonparametric statistics
Lancaster University Keywords
- Health
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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STORi: DSI: Evolution of statistical earthquake models to account for measurement errors and dependence (Wanchen Yue)
Martinez Hernandez, I. (Co-Investigator) & Tawn, J. (Principal Investigator)
1/10/23 → 30/09/26
Project: Research
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STOR-i PhD project - Advancing Statistical Modelling of Induced Earthquakes
Jonathan, P. (Co-Investigator), Martinez Hernandez, I. (Principal Investigator) & Eastoe, E. (Co-Investigator)
1/10/26 → 30/09/30
Project: Research
Research output
- 10 Journal article
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Modelling particle number size distribution: a continuous approach
Martínez-Hernández, I., Euán, C., Burr, W. S., Meis, M., Blangiardo, M. & Pirani, M., 14/10/2024, (E-pub ahead of print) In: Journal of the Royal Statistical Society: Series C (Applied Statistics). 74, 1, p. 229-248 20 p.Research output: Contribution to Journal/Magazine › Journal article › peer-review
Open Access -
Functional Time Series Analysis and Visualization Based on Records
Martinez Hernandez, I. & Genton, M. G., 31/03/2025, In: Journal of Computational and Graphical Statistics. 34, 1, p. 72-83 12 p.Research output: Contribution to Journal/Magazine › Journal article › peer-review
Open Access -
Changepoint Detection on Daily Home Activity Pattern: A Sliced Poisson Process Method
Martinez Hernandez, I. & Killick, R., 31/12/2024, In: Biometrics. 80, 4, ujae114.Research output: Contribution to Journal/Magazine › Journal article › peer-review
Open AccessFile43 Downloads (Pure) -
Forecasting intraday particle number size distribution: a functional time-series approach
Shang, H. L. & Hernandez, I. M., 26/11/2025, In: Environmental and Ecological Statistics. 32, p. 1313-1338Research output: Contribution to Journal/Magazine › Journal article › peer-review
Open AccessFile2 Downloads (Pure) -
A dependent Bayesian Dirichlet process model for source apportionment of particle number size distribution
Baerenbold, O., Meis, M., Martínez‐Hernández, I., Euán, C., Burr, W. S., Tremper, A., Fuller, G., Pirani, M. & Blangiardo, M., 28/02/2023, In: Environmetrics. 34, 1, 18 p., e2763.Research output: Contribution to Journal/Magazine › Journal article › peer-review
Open Access
Activities
- 2 School Engagement
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EDT Headstart Summer School
Groves, J. (Organiser), Campbell, R. (Organiser), Prendiville, S. (Organiser), Martinez Hernandez, I. (Speaker), Ushakova, A. (Speaker), Canale, F. (Speaker), Smith, B. (Speaker), Kastis, E. (Speaker), Collyer-Hoar, G. (Speaker), Tomczyk, B. (Speaker), Blower, G. (Participant) & Barnett, H. (Participant)
27/07/2026 → 30/07/2026Activity: Business or School/HEI Engagement › School Engagement
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EDT Headstart Summer School
Groves, J. (Organiser), Campbell, R. (Organiser), Martinez Hernandez, I. (Speaker), Ushakova, A. (Speaker), Jay, J. (Speaker), Evans, J. (Speaker), Smith, B. (Speaker), Kastis, E. (Speaker), Collyer-Hoar, G. (Speaker), Tomczyk, B. (Speaker), Mazza, N. (Participant) & Blower, G. (Participant)
28/07/2025 → 31/07/2025Activity: Business or School/HEI Engagement › School Engagement
Press/Media
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Statisticians improving health in older adults by monitoring their activity changes
Haywood, K., Martinez Hernandez, I., Killick, R. & Morrison, N.
8/11/24
1 Media contribution
Press/Media: Newspaper Article