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988 _aSpringer_Robotics_2020
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020 _a9789811392177
024 7 _a10.1007/978-981-13-9217-7
_2doi
040 _aES-MaUEC
_bspa
_cES-MaUEC
_dES-MaUEC
050 4 _aQ325.5
_b2020 EB
100 1 _aWang, Xiaochun
_eautor
_9671762
245 1 0 _aMachine learning-based natural scene recognition for mobile robot localization in an unknown environment
_cby Xiaochun Wang, Xiali Wang, Don Mitchell Wilkes
250 _aFirst edition
264 1 _aSingapore
_bSpringer Singapore :
_bImprint: Springer
_c2020
300 _a1 recurso en línea (XXII, 328 páginas)
_b99 ilustraciones, 78 ilustraciones a color
336 _2rdacontent
_aTexto
_btxt
337 _2rdamedia
_aelectrónico
_bc
338 _2rdacarrier
_arecurso electrónico
_bcr
347 _atext file
_bPDF
490 0 _aIntelligent Technologies and Robotics (Springer-42732)
505 0 _aPart I Introduction -- Part II Unsupervised Learning -- Part III Supervised Learning and Semi-Supervised Learning -- Part IV Reinforcement Learning.
520 3 _aThis book advances research on mobile robot localization in unknown environments by focusing on machine-learning-based natural scene recognition. The respective chapters highlight the latest developments in vision-based machine perception and machine learning research for localization applications, and cover such topics as: image-segmentation-based visual perceptual grouping for the efficient identification of objects composing unknown environments; classification-based rapid object recognition for the semantic analysis of natural scenes in unknown environments; the present understanding of the Prefrontal Cortex working memory mechanism and its biological processes for human-like localization; and the application of this present understanding to improve mobile robot localization. The book also features a perspective on bridging the gap between feature representations and decision-making using reinforcement learning, laying the groundwork for future advances in mobile robot navigation research.
650 7 _2embne
_aAprendizaje automático
_9166090
650 7 _2embne
_9160722
_aRobots móviles
650 7 _2embne
_aReconocimiento de formas
_9152614
700 1 _aWang, Xiali
_eautor
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
700 1 _aWilkes, Don Mitchell
_eautor
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
776 0 8 _iPrinted edition:
_z9789811392160
776 0 8 _iPrinted edition:
_z9789811392184
776 0 8 _iPrinted edition:
_z9789811392191
856 4 0 _uhttps://go.openathens.net/redirector/universidadeuropea.es?url=https://doi.org/10.1007/978-981-13-9217-7
_zAcceso a este recurso digital (usuarios Universidad Europea de Madrid)
942 _2lcc
_cLE
998 _aSI
_cm
_dz
_feng
_ggw
_h0
_b12/2019
_eel
_zSI