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AlgoriDAM
Algorithmic theory of new data models
FunderFrench National Research Agency (ANR)
Funder Contribution €299,520.00
DurationFrom 01 Jan 2020
Project codeANR-19-CE48-0016
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Description
We will develop the theory of algorithms for massive, erroneous and dynamic data, by focusing on three settings and on the interplay between them: (1) Massive data (e.g., the data is too large to fit in memory), in particular local computation models and streaming; (2) Noisy data (e.g. the data cannot be reliably accessed and hence observed with error, or noise), in particular with probabilistic noise, intervals of uncertainty, and property testing; (3) Dynamic data (e.g, the data evolves constantly), in particular dynamic data streams, evolving data, and online computing with recourse. We will use algorithmic and mathematical tools such as: randomization, information theory, communication complexity, or dynamic data structures.
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We will develop the theory of algorithms for massive, erroneous and dynamic data, by focusing on three settings and on the interplay between them: (1) Massive data (e.g., the data is too large to fit in memory), in particular local computation models and streaming; (2) Noisy data (e.g. the data cannot be reliably accessed and hence observed with error, or noise), in particular with probabilistic noise, intervals of uncertainty, and property testing; (3) Dynamic data (e.g, the data evolves constantly), in particular dynamic data streams, evolving data, and online computing with recourse. We will use algorithmic and mathematical tools such as: randomization, information theory, communication complexity, or dynamic data structures.
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