LEADER 03168nam 22006135 450 001 9910629292403321 005 20251113200628.0 010 $a9783031115936$b(electronic bk.) 010 $z9783031115929 024 7 $a10.1007/978-3-031-11593-6 035 $a(MiAaPQ)EBC7132903 035 $a(Au-PeEL)EBL7132903 035 $a(CKB)25289755000041 035 $a(PPN)266350321 035 $a(OCoLC)1350844284 035 $a(DE-He213)978-3-031-11593-6 035 $a(EXLCZ)9925289755000041 100 $a20221106d2023 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aLiving Beyond Data $eToward Sustainable Value Creation /$fedited by Yukio Ohsawa 205 $a1st ed. 2023. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2023. 215 $a1 online resource (293 pages) 225 1 $aIntelligent Systems Reference Library,$x1868-4408 ;$v230 300 $aIncludes index. 311 08$aPrint version: Ohsawa, Yukio Living Beyond Data Cham : Springer International Publishing AG,c2022 9783031115929 327 $aLiving beyond data with Feature Concepts -- Innovation for the Real-World through Knowing Why -- Why Abductive Cognition Goes Beyond Just Learning from Data. . 330 $aThis book states that data users often suffer from the difficulty of acquiring knowledge for decision-making, and others are unsure how existing data are useful. The reader will be released from these dilemmas and enabled to act beyond patterns in past events by creating a process to interact with the data market and the dynamic real-world rich in new events. We present new approaches from the aspects of computation, communication, and their integration, to readers including analysts in sciences and businesses, systems managers, and learners desiring to design knowledge to learn. We show clues to explaining causalities in the target world of a black-box AI of which users may seek a predictive performance. For obtaining interpretable knowledge, we show the integration of model- and data-driven approaches, the analysis and perception of signals from data acquired in the cyber or the real word, and creative communication which connects demands to data by visualizing the datamarket as a place for innovations. 410 0$aIntelligent Systems Reference Library,$x1868-4408 ;$v230 606 $aEngineering$xData processing 606 $aComputational intelligence 606 $aArtificial intelligence 606 $aData Engineering 606 $aComputational Intelligence 606 $aArtificial Intelligence 615 0$aEngineering$xData processing. 615 0$aComputational intelligence. 615 0$aArtificial intelligence. 615 14$aData Engineering. 615 24$aComputational Intelligence. 615 24$aArtificial Intelligence. 676 $a016.403 676 $a006.3 702 $aOhsawa$b Yukio 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 912 $a9910629292403321 996 $aLiving beyond data$93070719 997 $aUNINA