50 A Matrix Algebra Approach to Artificial Intelligence

书名：AMatrixAlgebraApproachtoArtificialIntelligence 作者：Xian-DaZhang 出版社：Springer 译者： 出版日期：2021-3 页数： ISBN：9789811527722

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书籍简介：

Matrixalgebraplaysanimportantroleinmanycoreartificialintelligence(AI)areas,includingmachinelearning,neuralnetworks,supportvectormachines(SVMs)andevolutionarycomputation.Thisbookoffersacomprehensiveandin-depthdiscussionofmatrixalgebratheoryandmethodsforthesefourcoreareasofAI,whilealsoapproachingAIfromatheoreticalmatrixalgebraperspective.

Thebookconsistsoftwoparts:thefirstdiscussesthefundamentalsofmatrixalgebraindetail,whilethesecondfocusesontheapplicationsofmatrixalgebraapproachesinAI.Highlightingmatrixalgebraingraph-basedlearningandembedding,networkembedding,convolutionalneuralnetworksandParetooptimizationtheory,anddiscussingrecenttopicsandadvances,thebookoffersavaluableresourceforscientists,engineers,andgraduatestudentsinvariousdisciplines,including,butnotlimitedto,computerscience,mathematicsandengineering.