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Functional data analysis
Known as:
FDA (disambiguation)
Functional data analysis (FDA) is a branch of statistics that analyses data providing information about curves, surfaces or anything else varying…
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Related topics
Related topics
4 relations
Dynamic time warping
Estimation theory
Functional principal component analysis
Smoothing spline
Papers overview
Semantic Scholar uses AI to extract papers important to this topic.
2019
2019
Remaining Useful Life Estimation Using Functional Data Analysis
Qiyao Wang
,
Shuai Zheng
,
Ahmed K. Farahat
,
Susumu Serita
,
Chetan Gupta
International Conference on Prognostics and…
2019
Corpus ID: 118637313
Remaining Useful Life (RUL) of an equipment or one of its components is defined as the time left until the equipment or component…
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2018
2018
A Functional Data Analysis Approach to Traffic Volume Forecasting
I. Wagner-Muns
,
I. Guardiola
,
V. A. Samaranayke
,
Wasim Irshad Kayani
IEEE transactions on intelligent transportation…
2018
Corpus ID: 3790677
Traffic volume forecasts are used by many transportation analysis and management systems to better characterize and react to…
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Highly Cited
2015
Highly Cited
2015
Functional Data Analysis of Amplitude and Phase Variation
J. Marron
,
J. Ramsay
,
L. Sangalli
,
Anuj Srivastava
2015
Corpus ID: 55849758
The abundance of functional observations in scientific endeavors has led to a significant development in tools for functional…
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Review
2015
Review
2015
Quantifying Infinite-Dimensional Data: Functional Data Analysis in Action
Kehui Chen
,
Xiaoke Zhang
,
Alexander Petersen
,
H. Müller
Statistics in Biosciences
2015
Corpus ID: 13712262
Functional data analysis (FDA) is concerned with inherently infinite-dimensional data objects and therefore can be viewed as part…
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Highly Cited
2013
Highly Cited
2013
The Real Consequences of Financial Stress
S. Mittnik
,
W. Semmler
2013
Corpus ID: 41135739
Highly Cited
2012
Highly Cited
2012
Exploratory functional flood frequency analysis and outlier detection
F. Chebana
,
S. Dabo‐Niang
,
T. Ouarda
2012
Corpus ID: 56116880
The prevention of flood risks and the effective planning and management of water resources require river flows to be continuously…
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Highly Cited
2012
Highly Cited
2012
Differential privacy for functions and functional data
Rob Hall
,
A. Rinaldo
,
L. Wasserman
Journal of machine learning research
2012
Corpus ID: 16164178
Differential privacy is a rigorous cryptographically-motivated characterization of data privacy which may be applied when…
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Highly Cited
2009
Highly Cited
2009
Modeling Hazard Rates as Functional Data for the Analysis of Cohort Lifetables and Mortality Forecasting
Jeng-Min Chiou
,
H. Müller
2009
Corpus ID: 9022812
As world populations age, the analysis of demographic mortality data and demographic predictions of future mortality have met…
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Highly Cited
2008
Highly Cited
2008
Price formation and its dynamics in online auctions
R. Bapna
,
Wolfgang Jank
,
Galit Shmueli
Decision Support Systems
2008
Corpus ID: 17865602
Highly Cited
2007
Highly Cited
2007
Crisp and fuzzy k-means clustering algorithms for multivariate functional data
Shuichi Tokushige
,
Hiroshi Yadohisa
,
Kōichi Inada
Computational statistics (Zeitschrift)
2007
Corpus ID: 120346203
Functional data analysis, as proposed by Ramsay (Psychometrika 47:379–396, 1982), has recently attracted many researchers. The…
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