000			02818nam a2200373Ia 4500
000			03862nam a22003975i 4500
001			978-3-319-65596-3
003			DE-He213
005			20240319120916.0
007			cr nn 008mamaa
008			230530s2023 sz | s |||| 0|eng d
020			_a9783319655963 _9978-3-319-65596-3
082			_a6.3
100			_aEdelkamp, Stefan. _932268
245			_aAlgorithmic Intelligence _cby Stefan Edelkamp. _h[electronic resource] :
250			_a1st ed. 2023.
260			_aCham _bSpringer International Publishing _c2023
300			_aXXV, 467 p. 173 illus., 90 illus. in color. _bonline resource.
520			_aIn this book the author argues that the basis of what we consider computer intelligence has algorithmic roots, and he presents this with a holistic view, showing examples and explaining approaches that encompass theoretical computer science and machine learning via engineered algorithmic solutions. Part I of the book introduces the basics. The author starts with a hands-on programming primer for solving combinatorial problems, with an emphasis on recursive solutions. The other chapters in the first part of the book explain shortest paths, sorting, deep learning, and Monte Carlo search. A key function of computational tools is processing Big Data efficiently, and the chapters in Part II of the book examine traditional graph problems such as finding cliques, colorings, independent sets, vertex covers, and hitting sets, and the subsequent chapters cover multimedia, network, image, and navigation data. The highly topical research areas detailed in Part III are machine learning, problem solving, action planning, general game playing, multiagent systems, and recommendation and configuration. Finally, in Part IV the author uses application areas such as model checking, computational biology, logistics, additive manufacturing, robot motion planning, and industrial production to explain how the techniques described may be exploited in modern settings. The book is supported with a comprehensive index and references, and it will be of value to researchers, practitioners, and students in the areas of artificial intelligence and computational intelligence.
650			_aArtificial intelligence. _932269
650			_aArtificial Intelligence. _932270
650			_aAutomation. _932271
650			_aBusiness information services. _932272
650			_aBusiness logistics. _932273
650			_aControl engineering. _932274
650			_aControl, Robotics, Automation. _932275
650			_aData Mining and Knowledge Discovery. _932276
650			_aData mining. _932277
650			_aIT in Business. _932278
650			_aLogistics. _932279
650			_aRobotics. _932280
856			_uhttps://doi.org/10.1007/978-3-319-65596-3
942			_cEBK _2ddc
999			_c15287 _d15287