{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,22]],"date-time":"2025-12-22T18:28:23Z","timestamp":1766428103949,"version":"3.28.0"},"reference-count":34,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018,7]]},"DOI":"10.1109\/inista.2018.8466306","type":"proceedings-article","created":{"date-parts":[[2018,9,20]],"date-time":"2018-09-20T22:37:42Z","timestamp":1537483062000},"page":"1-8","source":"Crossref","is-referenced-by-count":12,"title":["MOLESTRA: A Multi-Task Learning Approach for Real-Time Big Data Analytics"],"prefix":"10.1109","author":[{"given":"Konstantinos","family":"Demertzis","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lazaros","family":"Iliadis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vardis-Dimitris","family":"Anezakis","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref33","first-page":"174","article-title":"Industrial Control System Simulation and Data Logging for Intrusion Detection System Research","volume":"17","author":"morris","year":"2015","journal-title":"International Journal of Network Security (IJNS)"},{"key":"ref32","first-page":"11","article-title":"Asynchronous multi-task learning","author":"baytas","year":"2016","journal-title":"ICDM"},{"key":"ref31","first-page":"751","article-title":"Distributed multi-task learning","author":"wang","year":"2016","journal-title":"AISTATS"},{"key":"ref30","first-page":"629","article-title":"Parallel multi-task learning","author":"zhang","year":"2015","journal-title":"ICDM"},{"key":"ref35","article-title":"Evaluation of recommender systems in streaming environments, Workshop on ‘Recommender Systems Evaluation: Dimensions and Design’ (REDD 2014)","author":"jo\u00e3o","year":"2014","journal-title":"held in conjunction with RecSys 2014 October 10"},{"key":"ref34","first-page":"18","author":"zwillinger","year":"2000","journal-title":"CRC Standard Probability and Statistics Tables and Formulae"},{"key":"ref10","first-page":"713","article-title":"Proposal of Lambda Architecture Adoption for Real Time Predictive Maintenance","author":"yamato","year":"2016","journal-title":"International Symposium on Computing and Networking (CANDAR)"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2017.3481351"},{"key":"ref12","article-title":"A Practical Study on Advanced Persistent Threats","volume":"339","author":"jeun","year":"2012","journal-title":"Computer Applications for Security Control and System Engineering Communications in Computer and Information Science"},{"key":"ref13","first-page":"291","article-title":"KNN Classifier with Self Adjusting Memory for Heterogeneous Concept Drift","volume":"2016","author":"losing","year":"2016","journal-title":"IEEE International Conference on Data Mining (ICDM)"},{"key":"ref14","article-title":"Machine Learning for Sequential Data: A Review","volume":"2396","author":"dietterich","year":"2002","journal-title":"Structural Syntactic and Statistical Pattern Recognition SSPR\/SPR 2002 Lecture Notes in Computer Science"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"455","DOI":"10.1007\/s10994-014-5441-4","article-title":"Evaluation methods and decision theory for classification of streaming data with temporal dependence","volume":"98","author":"\u017eliobait?","year":"2015","journal-title":"Mach Learn"},{"key":"ref16","article-title":"A Hybrid Network Anomaly and Intrusion Detection Approach Based on Evolving Spiking Neural Network Classification","volume":"441","author":"demertzis","year":"2014","journal-title":"E-Democracy Security Privacy and Trust in a Digital World e-Democracy 2013 Communications in Computer and Information Science"},{"key":"ref17","first-page":"322","article-title":"Evolving Computational Intelligence System for Malware Detection","volume":"178","author":"demertzis","year":"2014","journal-title":"Advanced Information Systems Engineering Workshops Lecture Notes in Business Information Processing"},{"key":"ref18","article-title":"Bio-Inspired Hybrid Artificial Intelligence Framework for Cyber Security","author":"demertzis","year":"2014","journal-title":"Cryptography and Computer Network Security"},{"key":"ref19","article-title":"Bio-Inspired Hybrid Intelligent Method for Detecting Android Malware","volume":"178","author":"demertzis","year":"2014","journal-title":"Advanced Information Systems Engineering Workshops CAiSE 2014 Lecture Notes in Business Information Processing"},{"key":"ref28","first-page":"26.1","article-title":"Distributed learning, communication complexity and privacy","author":"balcan","year":"2012","journal-title":"COLT"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/BigData.2015.7364082"},{"journal-title":"Distributed multi-task learning with shared representation","year":"2016","author":"wang","key":"ref27"},{"journal-title":"Stochastic Approximation Algorithms and Applications","year":"2003","author":"kushner","key":"ref6"},{"key":"ref29","first-page":"2901","article-title":"Linear algorithms for online multitask classification","volume":"11","author":"cavallanti","year":"2010","journal-title":"JMLR"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijforecast.2009.10.008"},{"key":"ref8","first-page":"951","article-title":"Exploiting Unrelated Tasks in Multi-Task Learning","volume":"22","author":"bernardino","year":"2012","journal-title":"Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics PMLR"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1145\/3097983.3098136"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ICMTMA.2010.603"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/BigData.2015.7364082"},{"key":"ref1","article-title":"(2014) A Survey of Critical Infrastructure Security","volume":"441","author":"hurst","year":"0","journal-title":"Critical Infrastructure Protection VIII ICCIP 2014 IFIP Advances in Information and Communication Technology"},{"key":"ref20","article-title":"Evolving Smart URL Filter in a Zone-based Policy Firewall for Detecting Algorithmically Generated Malicious Domains","volume":"9047","author":"demertzis","year":"2015","journal-title":"Statistical Learning and Data Sciences SLDS 2015 Lecture Notes in Computer Science"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1007\/s40595-017-0095-3","article-title":"Computational Intelligence Anti-Malware Framework for Android OS","volume":"4","author":"demertzis","year":"2016","journal-title":"Vietnam J Comput Sci (2017)"},{"key":"ref21","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-319-24306-1_23","article-title":"SAME: An Intelligent Anti-Malware Extension for Android ART Virtual Machine","volume":"9330","author":"demertzis","year":"2015","journal-title":"Lecture Notes in Computer Science"},{"key":"ref24","first-page":"1","article-title":"An innovative soft computing system for smart energy grids cybersecurity","author":"demertzis","year":"0","journal-title":"Advances in Building Energy Research"},{"key":"ref23","first-page":"45","article-title":"Ladon: A Cyber-Threat Bio-Inspired Intelligence Management System","volume":"6","author":"demertzis","year":"2016","journal-title":"Journal of Applied Mathematics & Bioinformatics"},{"key":"ref26","first-page":"733","article-title":"A convex formulation for learning task relationships in multi-task learning","author":"zhang","year":"2010","journal-title":"UAI"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/s11222-008-9111-x"}],"event":{"name":"2018 Innovations in Intelligent Systems and Applications (INISTA)","start":{"date-parts":[[2018,7,3]]},"location":"Thessaloniki","end":{"date-parts":[[2018,7,5]]}},"container-title":["2018 Innovations in Intelligent Systems and Applications (INISTA)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8430287\/8466260\/08466306.pdf?arnumber=8466306","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,10,8]],"date-time":"2018-10-08T23:43:52Z","timestamp":1539042232000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8466306\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7]]},"references-count":34,"URL":"https:\/\/doi.org\/10.1109\/inista.2018.8466306","relation":{},"subject":[],"published":{"date-parts":[[2018,7]]}}}