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008 210129p20162021xx o u00| u eng d
037 _5BiblioBoard
245 0 0 _aGraphs for Pattern Recognition
_bInfeasible Systems of Linear Inequalities /
_cDamir Gainanov.
020 _a9783110481068
024 8 _ahttps://doi.org/10.1515/9783110481068
029 1 _ahttps://library.biblioboard.com/ext/api/media/a80371dd-766f-4802-9ff9-c024f7263329/assets/thumbnail.jpg
040 _aScCtBLL
_cScCtBLL
100 1 _aGainanov, Damir
_eauthor.
264 1 _bDe Gruyter,
300 _a1 online resource (1 p.)
506 0 _aAccess copy available to the general public.
_fUnrestricted
_2star
520 _aThis monograph deals with mathematical constructions that are foundational in such an important area of data mining as pattern recognition. By using combinatorial and graph theoretic techniques, a closer look is taken at infeasible systems of linear inequalities, whose generalized solutions act as building blocks of geometric decision rules for pattern recognition. Infeasible systems of linear inequalities prove to be a key object in pattern recognition problems described in geometric terms thanks to the committee method. Such infeasible systems of inequalities represent an important special subclass of infeasible systems of constraints with a monotonicity property - systems whose multi-indices of feasible subsystems form abstract simplicial complexes (independence systems), which are fundamental objects of combinatorial topology. The methods of data mining and machine learning discussed in this monograph form the foundation of technologies like big data and deep learning, which play a growing role in many areas of human-technology interaction and help to find solutions, better solutions and excellent solutions.
588 0 _aDescription based on print version record.
590 _aKU Select 2019: STEM Backlist Books
650 7 _aTechnology & Engineering / Agriculture
_2bisacsh
650 7 _aComputers / Artificial Intelligence / Computer Vision & Pattern Recognition
_2bisacsh
650 0 _aComputers
655 0 _aElectronic books.
758 _iIs found in:
_aKnowledge Unlatched
_1https://openresearchlibrary.org/module/2774bc74-146a-484f-a7ba-ab1d6a09bbfb
856 4 0 _uhttps://openresearchlibrary.org/content/a80371dd-766f-4802-9ff9-c024f7263329
_zView this content on Open Research Library.
_70
999 _c32369
_d32369