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Time series clustering in linear time complexity

Data Mining and Knowledge Discovery, 2021
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Xiaosheng Li   +2 more
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Visualizing Complex Notions of Time

2001
Time plays an important role in medicine. Conditions are not just evaluated at single instants in time, but traced over periods. Medications must be administered within specified temporal limits, and their effects observed with regard to time.
Robert Kosara, Silvia Miksch
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The Complexity of Polynomial-Time Approximation

Theory of Computing Systems, 2007
In 1996 Khanna and Motwani proposed three logic-based optimization problems constrained by planar structure, and offered the hypothesis that these putatively fundamental problems might provide insight into characterizing the class of optimization problems that admit a polynomial-time approximation scheme (PTAS).
Liming Cai   +3 more
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Relaxation time in complex network

Proceedings of the 15th International Conference on Availability, Reliability and Security, 2020
New characteristics of nodes of network structures are proposed and researched in this work - the relaxation time of network and the individual relaxation time of node. The so-called decelerated iteration algorithms for HITS and PageRank are used to obtain the relaxation time.
Dmytro V. Lande   +3 more
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The Complexity of Tracking a Stopping Time

2007 IEEE International Symposium on Information Theory, 2007
We present a generalization of the well-known Bayesian change-point detection problem. Specifically, let {(Xi,Yi)}iges1 be a sequence of pairs of random variables, and let S be a stopping time with respect to {Xi}iges1. We assume that the (Xi, Yi)'s take values in the same finite alphabet X times Y.
Urs Niesen   +2 more
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Transcription of chromatin: these are complex times

Current Opinion in Genetics & Development, 1998
Transcription of chromatin-packaged genes involves highly regulated changes in nucleosomal structure that control DNA accessibility. Two systems that facilitate these changes are ATP-dependent chromatin remodeling complexes and enzymatic complexes which control histone acetylation and deacetylation.
J A, Armstrong, B M, Emerson
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On the Time Complexity of Computer Viruses

IEEE Transactions on Information Theory, 2005
Computer viruses can disable computer systems not only by destroying data or modifying a system's configuration, but also by consuming most of the computing resources such as CPU time and storage. The latter effects are related to the computational complexity of computer viruses.
Zhi-hong Zuo   +2 more
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Complexity and Time

We provide experimental evidence that core intertemporal choice anomalies – including extreme short-run impatience, structural estimates of present bias, hyperbolicity and transitivity violations – are driven by complexity rather than time or risk preferences.
Enke, Benjamin   +7 more
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Time and Interactions in Complex Systems

Systems Research and Behavioral Science, 1997
Summary: Morphodynamics accounts for the evolution and the creation of order in living matter in the model set up by physics to explain order in inert matter. Now, according to physics, ordering is closely bound to passing time. The model thus leads to the definition of a specific time for living matter. Morphodynamics then shows that organisms are apt
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Complexity of Categorical Time Series

Sociological Methods & Research, 2010
Categorical time series, covering comparable time spans, are often quite different in a number of aspects: the number of distinct states, the number of transitions, and the distribution of durations over states. Each of these aspects contributes to an aggregate property of such series that is called complexity.
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