LEADER 04804nam 22008055 450 001 9910897974703321 005 20260121102945.0 010 $a9783031682636 010 $a3031682637 024 7 $a10.1007/978-3-031-68263-6 035 $a(CKB)36382156000041 035 $a(DE-He213)978-3-031-68263-6 035 $a(MiAaPQ)EBC31733348 035 $a(Au-PeEL)EBL31733348 035 $a(EXLCZ)9936382156000041 100 $a20241019d2024 u| 0 101 0 $aeng 135 $aur||||||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aHandbook of AI and Data Sciences for Sleep Disorders /$fedited by Richard B. Berry, Panos M. Pardalos, Xiaochen Xian 205 $a1st ed. 2024. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2024. 215 $a1 online resource (X, 304 p. 63 illus., 54 illus. in color.) 225 1 $aSpringer Optimization and Its Applications,$x1931-6836 ;$v216 311 08$a9783031682629 311 08$a3031682629 320 $aIncludes bibliographical references. 327 $aEmpowering Sleep Health: Unleashing the Potential of Artificial Intelligence and Data Science in Sleep Disorders -- Polysomnography Raw Data Extraction, Exploration, and Preprocessing -- Sleep stage probabilities derived from neurological or cardio-respiratory signals by means of artificial intelligence -- From Screening at Clinic to Diagnosis at Home: How AI/ ML/DL Algorithms are Transforming Sleep Apnea Detection -- Modeling and Analysis of Mechanical Work of Breathing -- A Probabilistic Perspective: Bayesian Neural Network for Sleep Apnea Detection -- Automatic and machine learning methods for detection and characterization of REM sleep behavior disorder -- Sleep Cyclic Alternating Pattern (CAP) as a Neurophysiological Marker of Brain Health -- Deep Learning with Electrocardiograms -- Machine learning automated analysis applied to mandibular jaw movements during sleep: a window on polysomnography -- Nightmare disorder: An Overview. 330 $aThe rise of lifestyle changes resulting from constant connectivity, irregular work schedules, heightened stress, and disruptive sleep patterns, have contributed to increasing insomnia rates. Exacerbated by the COVID-19 pandemic, sleep disorders are more prevalent than ever. This handbook offers a comprehensive exploration of the fusion of Artificial Intelligence (AI) and data science within the realm of sleep disorders, presenting innovative approaches to diagnosis, treatment, and personalized care. The interdisciplinary nature of this handbook fosters collaboration between experts from diverse fields, including computer science, engineering, neuroscience, medicine, public health, AI, data science, and sleep medicine. Each chapter delves into specific aspects of sleep disorder analysis, innovative methodologies, novel insights, and real-world applications that showcase the transformative potential of AI and data science in sleep medicine, from analyzing sleep patterns and predicting disorder risk factors to utilizing big data analytics for large-scale epidemiological studies. This handbook hopes to offer a comprehensive resource for researchers, clinicians, and policymakers striving to address the challenges in sleep medicine. 410 0$aSpringer Optimization and Its Applications,$x1931-6836 ;$v216 606 $aMathematical optimization 606 $aCalculus of variations 606 $aNeurology 606 $aMachine learning 606 $aArtificial intelligence$xData processing 606 $aCalculus of Variations and Optimization 606 $aNeurology 606 $aMachine Learning 606 $aData Science 606 $aIntel·ligència artificial en medicina$2thub 606 $aTrastorns del son$2thub 606 $aNeurologia$2thub 606 $aAprenentatge automàtic$2thub 608 $aLlibres electrònics$2thub 615 0$aMathematical optimization. 615 0$aCalculus of variations. 615 0$aNeurology. 615 0$aMachine learning. 615 0$aArtificial intelligence$xData processing. 615 14$aCalculus of Variations and Optimization. 615 24$aNeurology. 615 24$aMachine Learning. 615 24$aData Science. 615 7$aIntel·ligència artificial en medicina 615 7$aTrastorns del son 615 7$aNeurologia 615 7$aAprenentatge automàtic 676 $a610.285 702 $aBerry$b Richard B. 702 $aPardalos$b Panos M. 702 $aXian$b Xiaochen 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910897974703321 996 $aHandbook of AI and Data Sciences for Sleep Disorders$94211165 997 $aUNINA