By S. Ejaz Ahmed
This quantity conveys a few of the surprises, puzzles and good fortune tales in high-dimensional and complicated facts research and comparable fields. Its peer-reviewed contributions show off contemporary advances in variable choice, estimation and prediction options for a number of worthwhile types, in addition to crucial new advancements within the field.
The persevered and swift development of contemporary expertise now permits scientists to assemble information of more and more extraordinary measurement and complexity. Examples comprise epigenomic info, genomic facts, proteomic facts, high-resolution photo information, high-frequency monetary information, useful and longitudinal facts, and community facts. Simultaneous variable choice and estimation is among the key statistical difficulties excited about reading such colossal and intricate data.
the aim of this booklet is to stimulate examine and foster interplay among researchers within the quarter of high-dimensional information research. extra concretely, its ambitions are to: 1) spotlight and extend the breadth of present equipment in vast facts and high-dimensional facts research and their power for the development of either the mathematical and statistical sciences; 2) determine very important instructions for destiny learn within the conception of regularization equipment, in algorithmic improvement, and in methodologies for various software parts; and three) facilitate collaboration among theoretical and subject-specific researchers.
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Extra info for Big and Complex Data Analysis: Methodologies and Applications (Contributions to Statistics)
Big and Complex Data Analysis: Methodologies and Applications (Contributions to Statistics) by S. Ejaz Ahmed