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Related Concept Videos

Polar Equations of Conics01:29

Polar Equations of Conics

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A conic section can be defined in polar coordinates as the set of all points whose distance from a fixed point, known as the focus, bears a constant ratio to their distance from a fixed line, known as the directrix. This constant ratio is called the eccentricity. This definition unifies all types of conic sections—ellipses, parabolas, and hyperbolas—under a single framework. When the focus is positioned at the origin of the polar coordinate system, a single polar equation can...
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Graphs of Polar Equations01:17

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The polar coordinate system represents points using a distance from a central point (the pole) and an angle from a reference direction (the polar axis). Unlike rectangular coordinates, polar coordinates are ideal for graphing curves with radial symmetry or periodic behavior.Some general forms of graphs in polar coordinates include the following:Equation of a Circle (Centered at the Pole):A graph where the radius remains constant for all angles traces a circle centered at the pole:Equation of a...
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Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving01:29

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Mechanistic models play a crucial role in algorithms for numerical problem-solving, particularly in nonlinear mixed effects modeling (NMEM). These models aim to minimize specific objective functions by evaluating various parameter estimates, leading to the development of systematic algorithms. In some cases, linearization techniques approximate the model using linear equations.
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
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Polar Coordinates01:24

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The polar coordinate system offers an alternative to the Cartesian coordinate system for specifying points in a plane, using a distance and an angle instead of x and y coordinates. This system is particularly advantageous in situations involving circular or rotational symmetry, such as in physics or engineering problems involving waves, oscillations, or orbital paths.Defining Polar CoordinatesIn polar coordinates, a point is represented as P(r, ��), where r is the radial distance...
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A neutral atom consists of a positively charged nucleus surrounded by a negatively charged electron cloud. When placed in an external electric field, the external electric force pulls the electrons and nucleus apart, opposite to the intrinsic attraction between the nucleus and the electrons. The opposing forces balance each other with a slight shift between the center of masses of the nucleus and the electron cloud, resulting in a polarized atom. On the other hand, a few molecules, like water,...
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Sequence-specific minimizers via polar sets.

Hongyu Zheng1, Carl Kingsford1, Guillaume Marçais1

  • 1Computational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA 15213, USA.

Bioinformatics (Oxford, England)
|July 12, 2021
PubMed
Summary

We introduce polar sets for sequence-specific minimizers, improving k-mer sampling from genomic data. These sets offer superior performance for reference genomes compared to existing methods.

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Area of Science:

  • Bioinformatics
  • Computational Biology
  • Genomics

Background:

  • Minimizers efficiently sample k-mers from genomic sequences, preserving matches.
  • Current methods focus on random sequences and universal hitting sets, lacking specialization for specific genomes.
  • Sequence-specific minimizers are less studied, with limited theoretical understanding and practical methods.

Purpose of the Study:

  • To address the limitations of existing minimizer construction methods for specific genomic sequences.
  • To develop a novel approach for constructing efficient sequence-specific minimizers.
  • To improve k-mer sampling and sketch size optimization for reference genomes.

Main Methods:

  • We propose polar sets as a novel concept, complementary to universal hitting sets.
  • Polar sets are designed to be spread out on a reference sequence, enabling specialization.
  • Link energy is introduced to quantify the spread of polar sets, allowing theoretical bounds on sketch size.

Main Results:

  • Polar sets provably specialize well to specific sequences, unlike universal hitting sets.
  • Link energy provides theoretically sound upper and lower bounds for sketch size, enabling direct optimization.
  • Experiments on the human reference genome demonstrate the practical superiority of polar sets for sequence-specific minimizers.

Conclusions:

  • Polar sets represent a significant advancement in designing efficient sequence-specific minimizers.
  • This approach offers improved theoretical understanding and practical performance for genomic sequence analysis.
  • The proposed methods and heuristics provide a powerful tool for optimizing k-mer sampling from reference genomes.