LEADER 04802nam 22007815 450 001 9910373923503321 005 20200702031915.0 010 $a3-030-37720-2 024 7 $a10.1007/978-3-030-37720-5 035 $a(CKB)4900000000505161 035 $a(DE-He213)978-3-030-37720-5 035 $a(MiAaPQ)EBC6112374 035 $a(PPN)242844855 035 $a(EXLCZ)994900000000505161 100 $a20200103d2020 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aMining Data for Financial Applications $e4th ECML PKDD Workshop, MIDAS 2019, Würzburg, Germany, September 16, 2019, Revised Selected Papers /$fedited by Valerio Bitetta, Ilaria Bordino, Andrea Ferretti, Francesco Gullo, Stefano Pascolutti, Giovanni Ponti 205 $a1st ed. 2020. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2020. 215 $a1 online resource (IX, 133 p. 37 illus., 27 illus. in color.) 225 1 $aLecture Notes in Artificial Intelligence ;$v11985 311 $a3-030-37719-9 327 $aMQLV: Optimal Policy of Money Management in Retail Banking with Q-Learning -- Curriculum Learning in Deep Neural Networks for Financial Forecasting -- Representation Learning in Graphs for Credit Card Fraud Detection -- Firms Default Prediction with Machine Learning -- Convolutional Neural Networks, Image Recognition and Financial Time Series Forecasting -- Mining Business Relationships from Stocks and News -- Mining Financial Risk Events from News and Assessing their impact on Stocks -- Monitoring the Business Cycle with Fine-grained, Aspect-based Sentiment Extraction from News -- Multi-step Prediction of Financial Asset Return Volatility Using Parsimonious Autoregressive Sequential Model -- Big Data Financial Sentiment Analysis in the European Bond Markets -- A Brand Scoring System for Cryptocurrencies Based on Social Media Data. 330 $aThis book constitutes revised selected papers from the 4th Workshop on Mining Data for Financial Applications, MIDAS 2019, held in conjunction with ECML PKDD 2019, in Würzburg, Germany, in September 2019. The 8 full and 3 short papers presented in this volume were carefully reviewed and selected from 16 submissions. They deal with challenges, potentialities, and applications of leveraging data-mining tasks regarding problems in the financial domain. 410 0$aLecture Notes in Artificial Intelligence ;$v11985 606 $aArtificial intelligence 606 $aOptical data processing 606 $aComputer organization 606 $aComputers 606 $aE-commerce 606 $aApplication software 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $aImage Processing and Computer Vision$3https://scigraph.springernature.com/ontologies/product-market-codes/I22021 606 $aComputer Systems Organization and Communication Networks$3https://scigraph.springernature.com/ontologies/product-market-codes/I13006 606 $aInformation Systems and Communication Service$3https://scigraph.springernature.com/ontologies/product-market-codes/I18008 606 $ae-Commerce/e-business$3https://scigraph.springernature.com/ontologies/product-market-codes/I26000 606 $aComputer Appl. in Social and Behavioral Sciences$3https://scigraph.springernature.com/ontologies/product-market-codes/I23028 615 0$aArtificial intelligence. 615 0$aOptical data processing. 615 0$aComputer organization. 615 0$aComputers. 615 0$aE-commerce. 615 0$aApplication software. 615 14$aArtificial Intelligence. 615 24$aImage Processing and Computer Vision. 615 24$aComputer Systems Organization and Communication Networks. 615 24$aInformation Systems and Communication Service. 615 24$ae-Commerce/e-business. 615 24$aComputer Appl. in Social and Behavioral Sciences. 676 $a006.3 676 $a006.3 (edition:23) 702 $aBitetta$b Valerio$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aBordino$b Ilaria$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aFerretti$b Andrea$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aGullo$b Francesco$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aPascolutti$b Stefano$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aPonti$b Giovanni$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910373923503321 996 $aMining Data for Financial Applications$92025643 997 $aUNINA