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My research is dedicated to the entire data life cycle of photonic data, which extends from data generation to evaluation and archiving. The data life cycle is considered in a holistic approach and methods and algorithms for experiment planning, sample size planning, data pretreatment and data standardization are investigated. These methods are combined with chemometric methods, model transfer techniques and artificial intelligence methods in a data pipeline. This holistic approach makes it possible to use data from various photonic methods for analysis, diagnostics and therapy in various fields of application, e.g. medicine, the life and environmental sciences and pharmacy.
Research Interests
Papers共 213 篇Author StatisticsCo-AuthorSimilar Experts
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VIBRATIONAL SPECTROSCOPY (2024): 103685
Sandra Baaba Frempong, Markus Salbreiter,Sara Mostafapour,Aikaterini Pistiki,Thomas W. Bocklitz,Petra Roesch,Juergen Popp
MOLECULESno. 5 (2024): 1077
Rajendhar Junjuri, Matteo Calvarese, MohammadSadegh Vafaeinezhad,Federico Vernuccio, Marco Ventura, Tobias Meyer-Zedler, Benedetta Gavazzoni,Dario Polli, Renzo Vanna,Italia Bongarzone, Silvia Ghislanzoni, Matteo Negro,
The Analyst (2024)
International Conference on Pattern Recognition Applications and Methodspp.841-851, (2024)
BMC Medical Informatics and Decision Makingno. 1 (2024): 1-11
Journal of Imaging Informatics in Medicinepp.1-16, (2024)
Oleg Ryabchykov,Dana Cialla-May,Anja Silge,Sara Mostafapour,Azadeh Mokari,Ruihao Luo, Pegah Dehbozorgi,Jhonatan Contreras, Jürgen Popp,Thomas Bocklitz
Biophotonics and Biosensingpp.391-416, (2024)
arxiv(2024)
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MOLECULESno. 5 (2024): 1061
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