GENERATOR OF HYPOTHESES – AN APPROACH OF DATA MINING BASED ON MONOTONE SYSTEMS THEORY
人工智能英文参考文献(最新120个)
人工智能是一门新兴的具有挑战力的学科。
自人工智能诞生以来,发展迅速,产生了许多分支。
诸如强化学习、模拟环境、智能硬件、机器学习等。
但是,在当前人工智能技术迅猛发展,为人们的生活带来许多便利。
下面是搜索整理的人工智能英文参考文献的分享，供大家借鉴参考。
人工智能英文参考文献一：[1]Lars Egevad,Peter Str?m,Kimmo Kartasalo,Henrik Olsson,Hemamali Samaratunga,Brett Delahunt,Martin Eklund. The utility of artificial intelligence in the assessment of prostate pathology[J]. Histopathology,2020,76(6).[2]Rudy van Belkom. The Impact of Artificial Intelligence on the Activities ofa Futurist[J]. World Futures Review,2020,12(2).[3]Reza Hafezi. How Artificial Intelligence Can Improve Understanding in Challenging Chaotic Environments[J]. World Futures Review,2020,12(2).[4]Alejandro Díaz-Domínguez. How Futures Studies and Foresight Could Address Ethical Dilemmas of Machine Learning and Artificial Intelligence[J]. World Futures Review,2020,12(2).[5]Russell T. Warne,Jared Z. Burton. Beliefs About Human Intelligence in a Sample of Teachers and Nonteachers[J]. Journal for the Education of the Gifted,2020,43(2).[6]Russell Belk,Mariam Humayun,Ahir Gopaldas. Artificial Life[J]. Journal of Macromarketing,2020,40(2).[7]Walter Kehl,Mike Jackson,Alessandro Fergnani. Natural Language Processing and Futures Studies[J]. World Futures Review,2020,12(2).[8]Anne Boysen. Mine the Gap: Augmenting Foresight Methodologies with Data Analytics[J]. World Futures Review,2020,12(2).[9]Marco Bevolo,Filiberto Amati. The Potential Role of AI in Anticipating Futures from a Design Process Perspective: From the Reflexive Description of “Design” to a Discussion of Influences by the Inclusion of AI in the Futures Research Process[J]. World Futures Review,2020,12(2).[10]Lan Xu,Paul Tu,Qian Tang,Dan Seli?teanu. Contract Design for Cloud Logistics (CL) Based on Blockchain Technology (BT)[J]. Complexity,2020,2020.[11]L. Grant,X. Xue,Z. Vajihi,A. Azuelos,S. Rosenthal,D. Hopkins,R. Aroutiunian,B. Unger,A. Guttman,M. Afilalo. LO32: Artificial intelligence to predict disposition to improve flow in the emergency department[J]. CJEM,2020,22(S1).[12]A. Kirubarajan,A. Taher,S. Khan,S. Masood. P071: Artificial intelligence in emergency medicine: A scoping review[J]. CJEM,2020,22(S1).[13]L. Grant,P. Joo,B. Eng,A. Carrington,M. Nemnom,V. Thiruganasambandamoorthy. LO22: Risk-stratification of emergency department syncope by artificial intelligence using machine learning: human, statistics or machine[J]. CJEM,2020,22(S1).[14]Riva Giuseppe,Riva Eleonora. OS for Ind Robots: Manufacturing Robots Get Smarter Thanks to Artificial Intelligence.[J]. Cyberpsychology, behavior and social networking,2020,23(5).[15]Markus M. Obmann,Aurelio Cosentino,Joshy Cyriac,Verena Hofmann,Bram Stieltjes,Daniel T. Boll,Benjamin M. Yeh,Matthias R. Benz. Quantitative enhancement thresholds and machine learning algorithms for the evaluation of renal lesions using single-phase split-filter dual-energy CT[J]. Abdominal Radiology,2020,45(1).[16]Haytham H. Elmousalami,Mahmoud Elaskary. Drilling stuck pipe classification and mitigation in the Gulf of Suez oil fields using artificial intelligence[J]. Journal of Petroleum Exploration and Production Technology,2020,10(10).[17]Rüdiger Schulz-Wendtland,Karin Bock. Bildgebung in der Mammadiagnostik –Ein Ausblick <trans-title xml:lang="en">Imaging in breast diagnostics—an outlook [J]. Der Gyn?kologe,2020,53(6).</trans-title>[18]Nowakowski Piotr,Szwarc Krzysztof,Boryczka Urszula. Combining an artificial intelligence algorithm and a novel vehicle for sustainable e-waste collection[J]. Science of the Total Environment,2020,730.[19]Wang Huaizhi,Liu Yangyang,Zhou Bin,Li Canbing,Cao Guangzhong,Voropai Nikolai,Barakhtenko Evgeny. Taxonomy research of artificial intelligence for deterministic solar power forecasting[J]. Energy Conversion and Management,2020,214.[20]Kagemoto Hiroshi. Forecasting a water-surface wave train with artificial intelligence- A case study[J]. Ocean Engineering,2020,207.[21]Tomonori Aoki,Atsuo Yamada,Kazuharu Aoyama,Hiroaki Saito,Gota Fujisawa,Nariaki Odawara,Ryo Kondo,Akiyoshi Tsuboi,Rei Ishibashi,Ayako Nakada,Ryota Niikura,Mitsuhiro Fujishiro,Shiro Oka,Soichiro Ishihara,Tomoki Matsuda,Masato Nakahori,Shinji Tanaka,Kazuhiko Koike,Tomohiro Tada. Clinical usefulness of a deep learning‐based system as the first screening on small‐bowel capsule endoscopy reading[J]. Digestive Endoscopy,2020,32(4).[22]Masashi Fujii,Hajime Isomoto. Next generation of endoscopy: Harmony with artificial intelligence and robotic‐assisted devices[J]. Digestive Endoscopy,2020,32(4).[23]Roberto Verganti,Luca Vendraminelli,Marco Iansiti. Innovation and Design in the Age of Artificial Intelligence[J]. Journal of Product Innovation Management,2020,37(3).[24]Yuval Elbaz,David Furman,Maytal Caspary Toroker. Modeling Diffusion in Functional Materials: From Density Functional Theory to Artificial Intelligence[J]. Advanced Functional Materials,2020,30(18).[25]Dinesh Visva Gunasekeran,Tien Yin Wong. Artificial Intelligence in Ophthalmology in 2020: A Technology on the Cusp for Translation and Implementation[J]. Asia-Pacific Journal of Ophthalmology,2020,9(2).[26]Fu-Neng Jiang,Li-Jun Dai,Yong-Ding Wu,Sheng-Bang Yang,Yu-Xiang Liang,Xin Zhang,Cui-Yun Zou,Ren-Qiang He,Xiao-Ming Xu,Wei-De Zhong. The study of multiple diagnosis models of human prostate cancer based on Taylor database by artificial neural networks[J]. Journal of the Chinese Medical Association,2020,83(5).[27]Matheus Calil Faleiros,Marcello Henrique Nogueira-Barbosa,Vitor Faeda Dalto,JoséRaniery Ferreira Júnior,Ariane Priscilla Magalh?es Tenório,Rodrigo Luppino-Assad,Paulo Louzada-Junior,Rangaraj Mandayam Rangayyan,Paulo Mazzoncini de Azevedo-Marques. Machine learning techniques for computer-aided classification of active inflammatory sacroiliitis in magnetic resonance imaging[J]. Advances in Rheumatology,2020,60(1078).[28]Balamurugan Balakreshnan,Grant Richards,Gaurav Nanda,Huachao Mao,Ragu Athinarayanan,Joseph Zaccaria. PPE Compliance Detection using Artificial Intelligence in Learning Factories[J]. Procedia Manufacturing,2020,45.[29]M. Stévenin,V. Avisse,N. Ducarme,A. de Broca. Qui est responsable si un robot autonome vient à entra?ner un dommage ?[J]. Ethique et Santé,2020.[30]Fatemeh Barzegari Banadkooki,Mohammad Ehteram,Fatemeh Panahi,Saad Sh. Sammen,Faridah Binti Othman,Ahmed EL-Shafie. Estimation of Total Dissolved Solids (TDS) using New Hybrid Machine Learning Models[J]. Journal of Hydrology,2020.[31]Adam J. Schwartz,Henry D. Clarke,Mark J. Spangehl,Joshua S. Bingham,DavidA. Etzioni,Matthew R. Neville. Can a Convolutional Neural Network Classify Knee Osteoarthritis on Plain Radiographs as Accurately as Fellowship-Trained Knee Arthroplasty Surgeons?[J]. The Journal of Arthroplasty,2020.[32]Ivana Nizetic Kosovic,Toni Mastelic,Damir Ivankovic. Using Artificial Intelligence on environmental data from Internet of Things for estimating solar radiation: Comprehensive analysis[J]. Journal of Cleaner Production,2020.[33]Lauren Fried,Andrea Tan,Shirin Bajaj,Tracey N. Liebman,David Polsky,Jennifer A. Stein. Technological advances for the detection of melanoma: Part I. Advances in diagnostic techniques[J]. Journal of the American Academy of Dermatology,2020.[34]Mohammed Amoon,Torki Altameem,Ayman Altameem. Internet of things Sensor Assisted Security and Quality Analysis for Health Care Data Sets Using Artificial Intelligent Based Heuristic Health Management System[J]. Measurement,2020.[35]E. Lotan,C. Tschider,D.K. Sodickson,A. Caplan,M. Bruno,B. Zhang,Yvonne W. Lui. Medical Imaging and Privacy in the Era of Artificial Intelligence: Myth, Fallacy, and the Future[J]. Journal of the American College of Radiology,2020.[36]Fabien Lareyre,Cédric Adam,Marion Carrier,Juliette Raffort. Artificial Intelligence in Vascular Surgery: moving from Big Data to Smart Data[J]. Annals of Vascular Surgery,2020.[37]Ilesanmi Daniyan,Khumbulani Mpofu,Moses Oyesola,Boitumelo Ramatsetse,Adefemi Adeodu. Artificial intelligence for predictive maintenance in the railcar learning factories[J]. Procedia Manufacturing,2020,45.[38]Janet L. McCauley,Anthony E. Swartz. Reframing Telehealth[J]. Obstetrics and Gynecology Clinics of North America,2020.[39]Jean-Emmanuel Bibault,Lei Xing. Screening for chronic obstructive pulmonary disease with artificial intelligence[J]. The Lancet Digital Health,2020,2(5).[40]Andrea Laghi. Cautions about radiologic diagnosis of COVID-19 infection driven by artificial intelligence[J]. The Lancet Digital Health,2020,2(5).人工智能英文参考文献二：[41]K. Orhan,I. S. Bayrakdar,M. Ezhov,A. Kravtsov,T. ?zyürek. Evaluation of artificial intelligence for detecting periapical pathosis on cone‐beam computed tomography scans[J]. 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Clinical Implementation of Deep Learning in Thoracic Radiology: Potential Applications and Challenges.[J]. Korean journal of radiology,2020,21(5).[55]Mateen Bilal A,David Anna L,Denaxas Spiros. Electronic Health Records to Predict Gestational Diabetes Risk.[J]. Trends in pharmacological sciences,2020,41(5).[56]Yao Xiang,Mao Ling,Lv Shunli,Ren Zhenghong,Li Wentao,Ren Ke. CT radiomics features as a diagnostic tool for classifying basal ganglia infarction onset time.[J]. Journal of the neurological sciences,2020,412.[57]van Assen Marly,Banerjee Imon,De Cecco Carlo N. Beyond the Artificial Intelligence Hype: What Lies Behind the Algorithms and What We Can Achieve.[J]. Journal of thoracic imaging,2020,35 Suppl 1.[58]Guzik Tomasz J,Fuster Valentin. Leaders in Cardiovascular Research: Valentin Fuster.[J]. Cardiovascular research,2020,116(6).[59]Fischer Andreas M,Eid Marwen,De Cecco Carlo N,Gulsun Mehmet A,van Assen Marly,Nance John W,Sahbaee Pooyan,De Santis Domenico,Bauer Maximilian J,Jacobs Brian E,Varga-Szemes Akos,Kabakus Ismail M,Sharma Puneet,Jackson Logan J,Schoepf U Joseph. Accuracy of an Artificial Intelligence Deep Learning Algorithm Implementing a Recurrent Neural Network With Long Short-term Memory for the Automated Detection of Calcified Plaques From Coronary Computed Tomography Angiography.[J]. Journal of thoracic imaging,2020,35 Suppl 1.[60]Ghosh Adarsh,Kandasamy Devasenathipathy. Interpretable Artificial Intelligence: Why and When.[J]. AJR. American journal of roentgenology,2020,214(5).[61]M.Rosario González-Rodríguez,M.Carmen Díaz-Fernández,Carmen Pacheco Gómez. Facial-expression recognition: An emergent approach to the measurement of tourist satisfaction through emotions[J]. 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Journal of Cleaner Production,2020,258.[66]Siva Teja Kakileti,Himanshu J. Madhu,Geetha Manjunath,Leonard Wee,Andre Dekker,Sudhakar Sampangi. Personalized risk prediction for breast cancer pre-screening using artificial intelligence and thermal radiomics[J]. Artificial Intelligence In Medicine,2020,105.[67]. Evaluation of Payer Budget Impact Associated with the Use of Artificial Intelligence in Vitro Diagnostic, Kidneyintelx, to Modify DKD Progression:[J]. American Journal of Kidney Diseases,2020,75(5).[68]Rohit Nishant,Mike Kennedy,Jacqueline Corbett. Artificial intelligence for sustainability: Challenges, opportunities, and a research agenda[J]. International Journal of Information Management,2020,53.[69]Hoang Nguyen,Xuan-Nam Bui. Soft computing models for predicting blast-induced air over-pressure: A novel artificial intelligence approach[J]. Applied Soft Computing Journal,2020,92.[70]Benjamin S. Hopkins,Aditya Mazmudar,Conor Driscoll,Mark Svet,Jack Goergen,Max Kelsten,Nathan A. 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计算机科学ESI期刊汇总
期刊全称期刊简称Acm Computing Surveys ACM COMPUT SURV Acm Journal On Emerging Technologies in Computing Systems ACM J EMERG TECH COM Acm Sigcomm Computer Communication Review ACM SIGCOMM COMP COMAcm Sigplan Notices ACM SIGPLAN NOTICES Acm Transactions On Algorithms ACM T ALGORITHMS Acm Transactions On Applied Perception ACM T APPL PERCEPT Acm Transactions On Architecture and Code Optimization ACM T ARCHIT CODE OPAcm Transactions On Autonomous and Adaptive Systems ACM T AUTON ADAP SYS Acm Transactions On Computational Logic ACM T COMPUT LOGAcm Transactions On Computer Systems ACM T COMPUT SYST Acm Transactions On Computer-Human Interaction ACM T COMPUT-HUM INT Acm Transactions On Database Systems ACM T DATABASE SYST Acm Transactions On Design Automation of Electronic Systems ACM T DES AUTOMAT EL Acm Transactions On Embedded Computing Systems ACM T EMBED COMPUT S Acm Transactions On Graphics ACM T GRAPHIC Acm Transactions On Information and System Security ACM T INFORM SYST SE Acm Transactions On Information Systems ACM T INFORM SYST Acm Transactions On Intelligent Systems and Technology ACM T INTEL SYST TEC Acm Transactions On Internet Technology ACM T INTERNET TECHN Acm Transactions On Knowledge Discovery From Data ACM T KNOWL DISCOV D Acm Transactions On Mathematical Software ACM T MATH SOFTWARE Acm Transactions On Modeling and Computer Simulation ACM T MODEL COMPUT S Acm Transactions On Multimedia Computing Communications and Applications ACM T MULTIM COMPUT Acm Transactions On Programming Languages and Systems ACM T PROGR LANG SYS Acm Transactions On Reconfigurable Technology and Systems ACM T RECONFIG TECHN Acm Transactions On Sensor Networks ACM T SENSOR NETWORK Acm Transactions On Software Engineering and Methodology ACM T SOFTW ENG METH Acm Transactions On Storage ACM T STORAGEAcm Transactions On the Web ACM T WEBActa Informatica ACTA INFORMAd Hoc & Sensor Wireless Networks AD HOC SENS WIREL NEAd Hoc Networks AD HOC NETWAdvances in Computers ADV COMPUTAdvances in Engineering Software ADV ENG SOFTW Aeu-International Journal of Electronics and Communications AEU-INT J ELECTRON C Annals of Telecommunications-Annales Des Telecommunications ANN TELECOMMUNApplied Clinical Informatics APPL CLIN INFORMApplied Ontology APPL ONTOLApplied Soft Computing APPL SOFT COMPUTArtificial Intelligence ARTIF INTELLArtificial Intelligence Review ARTIF INTELL REVArtificial Life ARTIF LIFEAutomated Software Engineering AUTOMAT SOFTW ENG Autonomous Agents and Multi-Agent Systems AUTON AGENT MULTI-AG Bell Labs Technical Journal BELL LABS TECH JBioinformatics BIOINFORMATICSBmc Bioinformatics BMC BIOINFORMATICSBriefings in Bioinformatics BRIEF BIOINFORM Business & Information Systems Engineering BUS INFORM SYST ENG+China Communications CHINA COMMUN Cluster Computing-the Journal of Networks Software Tools and Applications CLUSTER COMPUT Cmc-Computers Materials & Continua CMC-COMPUT MATER CONCmes-Computer Modeling in Engineering & Sciences CMES-COMP MODEL ENGCognitive Computation COGN COMPUTCognitive Systems Research COGN SYST RESCommunications of the Acm COMMUN ACMComputational Biology and Chemistry COMPUT BIOL CHEMComputational Geosciences COMPUTAT GEOSCIComputational Linguistics COMPUT LINGUISTComputer COMPUTERComputer Aided Geometric Design COMPUT AIDED GEOM D Computer Animation and Virtual Worlds COMPUT ANIMAT VIRT W Computer Applications in Engineering Education COMPUT APPL ENG EDUCComputer Communications COMPUT COMMUNComputer Graphics Forum COMPUT GRAPH FORUMComputer Journal COMPUT JComputer Languages Systems & Structures COMPUT LANG SYST STR Computer Methods and Programs in Biomedicine COMPUT METH PROG BIO Computer Methods in Applied Mechanics and Engineering COMPUT METHOD APPL M Computer Methods in Biomechanics and Biomedical Engineering COMPUT METHOD BIOMECComputer Music Journal COMPUT MUSIC JComputer Networks COMPUT NETW Computer Science and Information Systems COMPUT SCI INF SYSTComputer Speech and Language COMPUT SPEECH LANGComputer Standards & Interfaces COMPUT STAND INTER Computer Supported Cooperative Work-the Journal of Collaborative Computing COMPUT SUPP COOP W J Computer Systems Science and Engineering COMPUT SYST SCI ENGComputer Vision and Image Understanding COMPUT VIS IMAGE UNDComputer-Aided Design COMPUT AIDED DESIGN Computers & Chemical Engineering COMPUT CHEM ENGComputers & Education COMPUT EDUCComputers & Electrical Engineering COMPUT ELECTR ENGComputers & Fluids COMPUT FLUIDSComputers & Geosciences COMPUT GEOSCI-UKComputers & Graphics-Uk COMPUT GRAPH-UKComputers & Industrial Engineering COMPUT IND ENGComputers & Operations Research COMPUT OPER RESComputers & Security COMPUT SECURComputers & Structures COMPUT STRUCTComputers and Concrete COMPUT CONCRETE Computers and Electronics in Agriculture COMPUT ELECTRON AGRComputers and Geotechnics COMPUT GEOTECHComputers in Biology and Medicine COMPUT BIOL MEDComputers in Industry COMPUT INDComputing COMPUTINGComputing and Informatics COMPUT INFORMComputing in Science & Engineering COMPUT SCI ENG Concurrency and Computation-Practice & Experience CONCURR COMP-PRACT EConnection Science CONNECT SCIConstraints CONSTRAINTS Cryptography and Communications-Discrete-Structures Boolean Functions and Sequences CRYPTOGR COMMUNCryptologia CRYPTOLOGIACurrent Bioinformatics CURR BIOINFORMData & Knowledge Engineering DATA KNOWL ENG Data Mining and Knowledge Discovery DATA MIN KNOWL DISCDecision Support Systems DECIS SUPPORT SYST Design Automation For Embedded Systems DES AUTOM EMBED SYST Designs Codes and Cryptography DESIGN CODE CRYPTOGRDigital Investigation DIGIT INVESTDisplays DISPLAYSDistributed and Parallel Databases DISTRIB PARALLEL DATDistributed Computing DISTRIB COMPUTEmpirical Software Engineering EMPIR SOFTW ENGEngineering With Computers ENG COMPUT-GERMANYEnterprise Information Systems ENTERP INF SYST-UK Environmental Modelling & Software ENVIRON MODELL SOFTWEtri Journal ETRI J Eurasip Journal On Wireless Communications and Networking EURASIP J WIREL COMM European Journal of Information Systems EUR J INFORM SYSTEvolutionary Bioinformatics EVOL BIOINFORMEvolutionary Computation EVOL COMPUTExpert Systems EXPERT SYSTFormal Aspects of Computing FORM ASP COMPUTFormal Methods in System Design FORM METHOD SYST DES Foundations and Trends in Information Retrieval FOUND TRENDS INF RETFrontiers in Neurorobotics FRONT NEUROROBOTICSFrontiers of Computer Science FRONT COMPUT SCI-CHI Frontiers of Information Technology & Electronic Engineering FRONT INFORM TECH ELFundamenta Informaticae FUND INFORMture Generation Computer Systems-the International Journal of Grid Computing and EscienFUTURE GENER COMP SY Genetic Programming and Evolvable Machines GENET PROGRAM EVOL MGraphical Models GRAPH MODELSHuman-Computer Interaction HUM-COMPUT INTERACT Ibm Journal of Research and Development IBM J RES DEVIcga Journal ICGA JIeee Annals of the History of Computing IEEE ANN HIST COMPUTIeee Communications Letters IEEE COMMUN LETTIeee Communications Magazine IEEE COMMUN MAG Ieee Communications Surveys and Tutorials IEEE COMMUN SURV TUTIeee Computational Intelligence Magazine IEEE COMPUT INTELL M Ieee Computer Architecture Letters IEEE COMPUT ARCHIT L Ieee Computer Graphics and Applications IEEE COMPUT GRAPHIeee Design & Test IEEE DES TESTIeee Internet Computing IEEE INTERNET COMPUT Ieee Journal of Biomedical and Health Informatics IEEE J BIOMED HEALTHIeee Journal On Selected Areas in Communications IEEE J SEL AREA COMMIeee Micro IEEE MICROIeee Multimedia IEEE MULTIMEDIAIeee Network IEEE NETWORKIeee Pervasive Computing IEEE PERVAS COMPUTIeee Security & Privacy IEEE SECUR PRIVIeee Software IEEE SOFTWAREIeee Systems Journal IEEE SYST JIeee Transactions On Affective Computing IEEE T AFFECT COMPUT Ieee Transactions On Autonomous Mental Development IEEE T AUTON MENT DE Ieee Transactions On Broadcasting IEEE T BROADCASTIeee Transactions On Communications IEEE T COMMUN Ieee Transactions On Computational Intelligence and Ai in Games IEEE T COMP INTEL AIIeee Transactions On Computers IEEE T COMPUTIeee Transactions On Cybernetics IEEE T CYBERNETICS Ieee Transactions On Dependable and Secure Computing IEEE T DEPEND SECURE Ieee Transactions On Evolutionary Computation IEEE T EVOLUT COMPUT Ieee Transactions On Haptics IEEE T HAPTICS Ieee Transactions On Information Forensics and Security IEEE T INF FOREN SEC Ieee Transactions On Information Theory IEEE T INFORM THEORYIeee Transactions On Learning Technologies IEEE T LEARN TECHNOLIeee Transactions On Mobile Computing IEEE T MOBILE COMPUT Ieee Transactions On Multimedia IEEE T MULTIMEDIA Ieee Transactions On Neural Networks and Learning Systems IEEE T NEUR NET LEAR Ieee Transactions On Parallel and Distributed Systems IEEE T PARALL DISTR Ieee Transactions On Services Computing IEEE T SERV COMPUTIeee Transactions On Software Engineering IEEE T SOFTWARE ENG Ieee Transactions On Visualization and Computer Graphics IEEE T VIS COMPUT GR Ieee Transactions On Wireless Communications IEEE T WIREL COMMUN Ieee Wireless Communications IEEE WIREL COMMUN Ieee-Acm Transactions On Computational Biology and Bioinformatics IEEE ACM T COMPUT BI Ieee-Acm Transactions On Networking IEEE ACM T NETWORKIeice Transactions On Communications IEICE T COMMUN Ieice Transactions On Information and Systems IEICE T INF SYSTIet Biometrics IET BIOMETRICSIet Computer Vision IET COMPUT VIS Iet Computers and Digital Techniques IET COMPUT DIGIT TEC Iet Information Security IET INFORM SECUR Iet Radar Sonar and Navigation IET RADAR SONAR NAVIet Software IET SOFTWInformatica INFORMATICA-LITHUAN Information and Computation INFORM COMPUT Information and Software Technology INFORM SOFTWARE TECH Information Fusion INFORM FUSION Information Processing Letters INFORM PROCESS LETT Information Retrieval INFORM RETRIEVALInformation Sciences INFORM SCIENCESInformation Systems INFORM SYSTInformation Systems Frontiers INFORM SYST FRONTInformation Systems Management INFORM SYST MANAGEInformation Technology and Control INF TECHNOL CONTROL Information Visualization INFORM VISUAL Informs Journal On Computing INFORMS J COMPUT Integrated Computer-Aided Engineering INTEGR COMPUT-AID E Integration-the Vlsi Journal INTEGRATIONIntelligent Data Analysis INTELL DATA ANALInteracting With Computers INTERACT COMPUT International Arab Journal of Information Technology INT ARAB J INF TECHN International Journal For Numerical Methods in Biomedical Engineering INT J NUMER METH BIO International Journal of Ad Hoc and Ubiquitous Computing INT J AD HOC UBIQ CO International Journal of Approximate Reasoning INT J APPROX REASONInternational Journal of Bio-Inspired Computation INT J BIO-INSPIR COM International Journal of Computational Intelligence Systems INT J COMPUT INT SYS International Journal of Computer Networks and Communications INT J COMPUT NETW CO International Journal of Computers Communications & Control INT J COMPUT COMMUN International Journal of Cooperative Information Systems INT J COOP INF SYSTInternational Journal of Data Mining and Bioinformatics INT J DATA MIN BIOINInternational Journal of Data Warehousing and Mining INT J DATA WAREHOUSInternational Journal of Distributed Sensor Networks INT J DISTRIB SENS NInternational Journal of Foundations of Computer Science INT J FOUND COMPUT S International Journal of General Systems INT J GEN SYST International Journal of High Performance Computing Applications INT J HIGH PERFORM C International Journal of Information Security INT J INF SECUR International Journal of Information Technology & Decision Making INT J INF TECH DECIS International Journal of Machine Learning and Cybernetics INT J MACH LEARN CYB International Journal of Network Management INT J NETW MANAG International Journal of Neural Systems INT J NEURAL SYST International Journal of Parallel Programming INT J PARALLEL PROG International Journal of Pattern Recognition and Artificial Intelligence INT J PATTERN RECOGN International Journal of Satellite Communications and Networking INT J SATELL COMM N International Journal of Sensor Networks INT J SENS NETW International Journal of Software Engineering and Knowledge Engineering INT J SOFTW ENG KNOW International Journal of Uncertainty Fuzziness and Knowledge-Based Systems INT J UNCERTAIN FUZZ International Journal of Unconventional Computing INT J UNCONV COMPUT International Journal of Wavelets Multiresolution and Information Processing INT J WAVELETS MULTI International Journal of Web and Grid Services INT J WEB GRID SERVInternational Journal of Web Services Research INT J WEB SERV RESInternational Journal On Artificial Intelligence Tools INT J ARTIF INTELL T International Journal On Document Analysis and Recognition INT J DOC ANAL RECOG International Journal On Semantic Web and Information Systems INT J SEMANT WEB INFInternet Research INTERNET RESIt Professional IT PROF Journal of Ambient Intelligence and Humanized Computing J AMB INTEL HUM COMP Journal of Ambient Intelligence and Smart Environments J AMB INTEL SMART EN Journal of Applied Logic J APPL LOGIC Journal of Artificial Intelligence Research J ARTIF INTELL RES Journal of Automated Reasoning J AUTOM REASONING Journal of Bioinformatics and Computational Biology J BIOINF COMPUT BIOL Journal of Biomedical Informatics J BIOMED INFORMJournal of Cellular Automata J CELL AUTOMJournal of Cheminformatics J CHEMINFORMATICS Journal of Communications and Networks J COMMUN NETW-S KOR Journal of Communications Technology and Electronics J COMMUN TECHNOL EL+Journal of Computational Analysis and Applications J COMPUT ANAL APPL Journal of Computational Science J COMPUT SCI-NETH Journal of Computer and System Sciences J COMPUT SYST SCI Journal of Computer and Systems Sciences International J COMPUT SYS SC INT+ Journal of Computer Information Systems J COMPUT INFORM SYSTJournal of Computer Science and Technology J COMPUT SCI TECH-CHJournal of Computers J COMPUTJournal of Cryptology J CRYPTOLJournal of Database Management J DATABASE MANAGE Journal of Experimental & Theoretical Artificial Intelligence J EXP THEOR ARTIF IN Journal of Functional Programming J FUNCT PROGRAMJournal of Grid Computing J GRID COMPUTJournal of Heuristics J HEURISTICS Journal of Information Science and Engineering J INF SCI ENGJournal of Information Technology J INF TECHNOLJournal of Intelligent & Fuzzy Systems J INTELL FUZZY SYSTJournal of Intelligent Information Systems J INTELL INF SYST Journal of Internet Technology J INTERNET TECHNOLJournal of Logic and Computation J LOGIC COMPUT Journal of Logical and Algebraic Methods in Programming J LOG ALGEBR METHODS Journal of Machine Learning Research J MACH LEARN RES Journal of Management Information Systems J MANAGE INFORM SYSTJournal of Mathematical Imaging and Vision J MATH IMAGING VISJournal of Molecular Graphics & Modelling J MOL GRAPH MODEL Journal of Multiple-Valued Logic and Soft Computing J MULT-VALUED LOG S Journal of Network and Computer Applications J NETW COMPUT APPLJournal of Network and Systems Management J NETW SYST MANAG Journal of New Music Research J NEW MUSIC RES Journal of Next Generation Information Technology J NEXT GENER INF TEC Journal of Optical Communications and Networking J OPT COMMUN NETW Journal of Organizational and End User Computing J ORGAN END USER COM Journal of Organizational Computing and Electronic Commerce J ORG COMP ELECT COM Journal of Parallel and Distributed Computing J PARALLEL DISTR COM Journal of Real-Time Image Processing J REAL-TIME IMAGE PR Journal of Research and Practice in Information Technology J RES PRACT INF TECH Journal of Software-Evolution and Process J SOFTW-EVOL PROC Journal of Statistical Software J STAT SOFTW Journal of Strategic Information Systems J STRATEGIC INF SYST Journal of Supercomputing J SUPERCOMPUT Journal of Systems and Software J SYST SOFTWAREJournal of Systems Architecture J SYST ARCHITECTJournal of the Acm J ACM Journal of the Association For Information Systems J ASSOC INF SYST Journal of the Institute of Telecommunications Professionals J I TELECOMMUN PROF Journal of Universal Computer Science J UNIVERS COMPUT SCI Journal of Visual Communication and Image Representation J VIS COMMUN IMAGE R Journal of Visual Languages and Computing J VISUAL LANG COMPUT Journal of Visualization J VISUAL-JAPANJournal of Web Engineering J WEB ENGJournal of Web Semantics J WEB SEMANT Journal of Zhejiang University-Science C-Computers & Electronics J ZHEJIANG U-SCI C Journal On Multimodal User Interfaces J MULTIMODAL USER INKnowledge and Information Systems KNOWL INF SYSTKnowledge Engineering Review KNOWL ENG REVKnowledge-Based Systems KNOWL-BASED SYST Ksii Transactions On Internet and Information Systems KSII T INTERNET INF Language Resources and Evaluation LANG RESOUR EVALLogical Methods in Computer Science LOG METH COMPUT SCIMalaysian Journal of Computer Science MALAYS J COMPUT SCI Mathematical and Computer Modelling of Dynamical Systems MATH COMP MODEL DYN Mathematical Modelling of Natural Phenomena MATH MODEL NAT PHENO Mathematical Programming MATH PROGRAM Mathematical Structures in Computer Science MATH STRUCT COMP SCI Medical Image Analysis MED IMAGE ANALMemetic Computing MEMET COMPUT Microprocessors and Microsystems MICROPROCESS MICROSY Minds and Machines MIND MACHMobile Information Systems MOB INF SYSTMobile Networks & Applications MOBILE NETW APPLMultidimensional Systems and Signal Processing MULTIDIM SYST SIGN PMultimedia Systems MULTIMEDIA SYST Multimedia Tools and Applications MULTIMED TOOLS APPLNatural Computing NAT COMPUTNetworks NETWORKSNeural Computation NEURAL COMPUTNeural Network World NEURAL NETW WORLDNeural Networks NEURAL NETWORKSNeural Processing Letters NEURAL PROCESS LETTNeurocomputing NEUROCOMPUTINGNew Generation Computing NEW GENERAT COMPUT New Review of Hypermedia and Multimedia NEW REV HYPERMEDIA M Online Information Review ONLINE INFORM REV Optical Switching and Networking OPT SWITCH NETWOptimization Methods & Software OPTIM METHOD SOFTWParallel Computing PARALLEL COMPUT Peer-To-Peer Networking and Applications PEER PEER NETW APPLPerformance Evaluation PERFORM EVALUATION Personal and Ubiquitous Computing PERS UBIQUIT COMPUTPervasive and Mobile Computing PERVASIVE MOB COMPUTPhotonic Network Communications PHOTONIC NETW COMMUN Presence-Teleoperators and Virtual Environments PRESENCE-TELEOP VIRT Problems of Information Transmission PROBL INFORM TRANSM+Programming and Computer Software PROGRAM COMPUT SOFT+ Rairo-Theoretical Informatics and Applications RAIRO-THEOR INF APPLReal-Time Systems REAL-TIME SYSTRequirements Engineering REQUIR ENGResearch Synthesis Methods RES SYNTH METHODS Romanian Journal of Information Science and Technology ROM J INF SCI TECH Science China-Information Sciences SCI CHINA INFORM SCIScience of Computer Programming SCI COMPUT PROGRAMScientific Programming SCI PROGRAMMING-NETH Security and Communication Networks SECUR COMMUN NETW Siam Journal On Computing SIAM J COMPUTSiam Journal On Imaging Sciences SIAM J IMAGING SCISigmod Record SIGMOD REC Simulation Modelling Practice and Theory SIMUL MODEL PRACT TH Simulation-Transactions of the Society For Modeling and Simulation International SIMUL-T SOC MOD SIMSoft Computing SOFT COMPUTSoftware and Systems Modeling SOFTW SYST MODELSoftware Quality Journal SOFTWARE QUAL J Software Testing Verification & Reliability SOFTW TEST VERIF REL Software-Practice & Experience SOFTWARE PRACT EXPERSpeech Communication SPEECH COMMUNStatistics and Computing STAT COMPUTSwarm Intelligence SWARM INTELL-USTelecommunication Systems TELECOMMUN SYST Theoretical Biology and Medical Modelling THEOR BIOL MED MODEL Theoretical Computer Science THEOR COMPUT SCI Theory and Practice of Logic Programming THEOR PRACT LOG PROG Theory of Computing Systems THEOR COMPUT SYST Transactions On Emerging Telecommunications Technologies T EMERG TELECOMMUN T Universal Access in the Information Society UNIVERSAL ACCESS INFUser Modeling and User-Adapted Interaction USER MODEL USER-ADAPVirtual Reality VIRTUAL REAL-LONDONVisual Computer VISUAL COMPUTVldb Journal VLDB JWiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery WIRES DATA MIN KNOWL Wireless Communications & Mobile Computing WIREL COMMUN MOB COM Wireless Networks WIREL NETW Wireless Personal Communications WIRELESS PERS COMMUN World Wide Web-Internet and Web Information Systems WORLD WIDE WEBISSN EISSN ESI学科名称0360-03001557-7341COMPUTER SCIENCE 1550-48321550-4840COMPUTER SCIENCE 0146-48331943-5819COMPUTER SCIENCE 0362-13401558-1160COMPUTER SCIENCE 1549-63251549-6333COMPUTER SCIENCE 1544-35581544-3965COMPUTER SCIENCE 1544-35661544-3973COMPUTER SCIENCE 1556-46651556-4703COMPUTER SCIENCE 1529-37851557-945X COMPUTER SCIENCE 0734-********-7333COMPUTER SCIENCE 1073-05161557-7325COMPUTER SCIENCE 0362-59151557-4644COMPUTER SCIENCE 1084-43091557-7309COMPUTER SCIENCE 1539-90871558-3465COMPUTER SCIENCE 0730-********-7368COMPUTER SCIENCE 1094-92241557-7406COMPUTER SCIENCE 1046-81881558-2868COMPUTER SCIENCE 2157-69042157-6912COMPUTER SCIENCE 1533-53991557-6051COMPUTER SCIENCE 1556-46811556-472X COMPUTER SCIENCE 0098-35001557-7295COMPUTER SCIENCE 1049-33011558-1195COMPUTER SCIENCE 1551-68571551-6865COMPUTER SCIENCE 0164-09251558-4593COMPUTER SCIENCE 1936-74061936-7414COMPUTER SCIENCE 1550-48591550-4867COMPUTER SCIENCE 1049-331X1557-7392COMPUTER SCIENCE 1553-30771553-3093COMPUTER SCIENCE 1559-11311559-114X COMPUTER SCIENCE 0001-59031432-0525COMPUTER SCIENCE 1551-98991552-0633COMPUTER SCIENCE 1570-87051570-8713COMPUTER SCIENCE 0065-2458null COMPUTER SCIENCE 0965-99781873-5339COMPUTER SCIENCE 1434-84111618-0399COMPUTER SCIENCE 0003-43471958-9395COMPUTER SCIENCE 1869-03271869-0327COMPUTER SCIENCE 1570-58381875-8533COMPUTER SCIENCE 1568-49461872-9681COMPUTER SCIENCE 0004-37021872-7921COMPUTER SCIENCE 0269-28211573-7462COMPUTER SCIENCE 1064-54621530-9185COMPUTER SCIENCE 0928-89101573-7535COMPUTER SCIENCE 1387-25321573-7454COMPUTER SCIENCE 1089-70891538-7305COMPUTER SCIENCE 1367-48031460-2059COMPUTER SCIENCE 1471-21051471-2105COMPUTER SCIENCE 1467-54631477-4054COMPUTER SCIENCE 1867-02021867-0202COMPUTER SCIENCE 1673-5447null COMPUTER SCIENCE 1386-78571573-7543COMPUTER SCIENCE 1546-22181546-2226COMPUTER SCIENCE1526-14921526-1506COMPUTER SCIENCE 1866-99561866-9964COMPUTER SCIENCE 1389-0417null COMPUTER SCIENCE 0001-07821557-7317COMPUTER SCIENCE 1476-92711476-928X COMPUTER SCIENCE 1420-05971573-1499COMPUTER SCIENCE 0891-********-9312COMPUTER SCIENCE 0018-91621558-0814COMPUTER SCIENCE 0167-83961879-2332COMPUTER SCIENCE 1546-42611546-427X COMPUTER SCIENCE 1061-37731099-0542COMPUTER SCIENCE 0140-36641873-703X COMPUTER SCIENCE 0167-70551467-8659COMPUTER SCIENCE 0010-46201460-2067COMPUTER SCIENCE 1477-84241873-6866COMPUTER SCIENCE 0169-26071872-7565COMPUTER SCIENCE 0045-78251879-2138COMPUTER SCIENCE 1025-58421476-8259COMPUTER SCIENCE 0148-92671531-5169COMPUTER SCIENCE 1389-12861872-7069COMPUTER SCIENCE 1820-02141820-0214COMPUTER SCIENCE 0885-23081095-8363COMPUTER SCIENCE 0920-54891872-7018COMPUTER SCIENCE 0925-97241573-7551COMPUTER SCIENCE 0267-6192null COMPUTER SCIENCE 1077-31421090-235X COMPUTER SCIENCE 0010-44851879-2685COMPUTER SCIENCE 0098-13541873-4375COMPUTER SCIENCE 0360-13151873-782X COMPUTER SCIENCE 0045-79061879-0755COMPUTER SCIENCE 0045-79301879-0747COMPUTER SCIENCE 0098-30041873-7803COMPUTER SCIENCE 0097-84931873-7684COMPUTER SCIENCE 0360-83521879-0550COMPUTER SCIENCE 0305-05481873-765X COMPUTER SCIENCE 0167-40481872-6208COMPUTER SCIENCE 0045-79491879-2243COMPUTER SCIENCE 1598-81981598-818X COMPUTER SCIENCE 0168-16991872-7107COMPUTER SCIENCE 0266-352X1873-7633COMPUTER SCIENCE 0010-48251879-0534COMPUTER SCIENCE 0166-36151872-6194COMPUTER SCIENCE 0010-485X1436-5057COMPUTER SCIENCE 1335-9150null COMPUTER SCIENCE 1521-96151558-366X COMPUTER SCIENCE 1532-06261532-0634COMPUTER SCIENCE 0954-********-0494COMPUTER SCIENCE 1383-71331572-9354COMPUTER SCIENCE 1936-24471936-2455COMPUTER SCIENCE 0161-11941558-1586COMPUTER SCIENCE 1574-89362212-392X COMPUTER SCIENCE 0169-023X1872-6933COMPUTER SCIENCE 1384-58101573-756X COMPUTER SCIENCE0167-92361873-5797COMPUTER SCIENCE 0929-55851572-8080COMPUTER SCIENCE 0925-10221573-7586COMPUTER SCIENCE 1742-28761873-202X COMPUTER SCIENCE 0141-93821872-7387COMPUTER SCIENCE 0926-87821573-7578COMPUTER SCIENCE 0178-27701432-0452COMPUTER SCIENCE 1382-32561573-7616COMPUTER SCIENCE 0177-06671435-5663COMPUTER SCIENCE 1751-75751751-7583COMPUTER SCIENCE 1364-81521873-6726COMPUTER SCIENCE 1225-64632233-7326COMPUTER SCIENCE 1687-14991687-1499COMPUTER SCIENCE 0960-085X1476-9344COMPUTER SCIENCE 1176-93431176-9343COMPUTER SCIENCE 1063-65601530-9304COMPUTER SCIENCE 0266-47201468-0394COMPUTER SCIENCE 0934-********-299X COMPUTER SCIENCE 0925-98561572-8102COMPUTER SCIENCE 1554-06691554-0677COMPUTER SCIENCE 1662-52181662-5218COMPUTER SCIENCE 2095-22282095-2236COMPUTER SCIENCE 2095-91842095-9230COMPUTER SCIENCE 0169-29681875-8681COMPUTER SCIENCE 0167-739X1872-7115COMPUTER SCIENCE 1389-25761573-7632COMPUTER SCIENCE 1524-07031524-0711COMPUTER SCIENCE 0737-********-7051COMPUTER SCIENCE 0018-86462151-8556COMPUTER SCIENCE 1389-6911null COMPUTER SCIENCE 1058-61801934-1547COMPUTER SCIENCE 1089-77981558-2558COMPUTER SCIENCE 0163-68041558-1896COMPUTER SCIENCE 1553-877X1553-877X COMPUTER SCIENCE 1556-603X1556-6048COMPUTER SCIENCE 1556-60561556-6064COMPUTER SCIENCE 0272-17161558-1756COMPUTER SCIENCE 2168-2356null COMPUTER SCIENCE 1089-78011941-0131COMPUTER SCIENCE 2168-21942168-2194COMPUTER SCIENCE 0733-********-0008COMPUTER SCIENCE 0272-17321937-4143COMPUTER SCIENCE 1070-986X1941-0166COMPUTER SCIENCE 0890-********-156X COMPUTER SCIENCE 1536-12681558-2590COMPUTER SCIENCE 1540-79931558-4046COMPUTER SCIENCE 0740-74591937-4194COMPUTER SCIENCE 1932-81841937-9234COMPUTER SCIENCE 1949-30451949-3045COMPUTER SCIENCE 1943-06041943-0612COMPUTER SCIENCE 0018-93161557-9611COMPUTER SCIENCE 0090-67781558-0857COMPUTER SCIENCE 1943-068X1943-0698COMPUTER SCIENCE0018-93401557-9956COMPUTER SCIENCE 2168-22672168-2275COMPUTER SCIENCE 1545-59711941-0018COMPUTER SCIENCE 1089-778X1941-0026COMPUTER SCIENCE 1939-14122329-4051COMPUTER SCIENCE 1556-60131556-6021COMPUTER SCIENCE 0018-94481557-9654COMPUTER SCIENCE 1939-13821939-1382COMPUTER SCIENCE 1536-12331558-0660COMPUTER SCIENCE 1520-92101941-0077COMPUTER SCIENCE 2162-237X2162-2388COMPUTER SCIENCE 1045-92191558-2183COMPUTER SCIENCE 1939-13741939-1374COMPUTER SCIENCE 0098-55891939-3520COMPUTER SCIENCE 1077-26261941-0506COMPUTER SCIENCE 1536-12761558-2248COMPUTER SCIENCE 1536-12841558-0687COMPUTER SCIENCE 1545-59631557-9964COMPUTER SCIENCE 1063-66921558-2566COMPUTER SCIENCE 1745-13451745-1345COMPUTER SCIENCE 1745-13611745-1361COMPUTER SCIENCE 2047-49382047-4946COMPUTER SCIENCE 1751-96321751-9640COMPUTER SCIENCE 1751-86011751-861X COMPUTER SCIENCE 1751-87091751-8717COMPUTER SCIENCE 1751-87841751-8792COMPUTER SCIENCE 1751-88061751-8814COMPUTER SCIENCE 0868-49521822-8844COMPUTER SCIENCE 0890-********-2651COMPUTER SCIENCE 0950-58491873-6025COMPUTER SCIENCE 1566-25351872-6305COMPUTER SCIENCE 0020-01901872-6119COMPUTER SCIENCE 1386-45641573-7659COMPUTER SCIENCE 0020-02551872-6291COMPUTER SCIENCE 0306-43791873-6076COMPUTER SCIENCE 1387-33261572-9419COMPUTER SCIENCE 1058-05301934-8703COMPUTER SCIENCE 1392-124X null COMPUTER SCIENCE 1473-87161473-8724COMPUTER SCIENCE 1091-98561526-5528COMPUTER SCIENCE 1069-25091875-8835COMPUTER SCIENCE 0167-92601872-7522COMPUTER SCIENCE 1088-467X1571-4128COMPUTER SCIENCE 0953-********-7951COMPUTER SCIENCE 1683-3198null COMPUTER SCIENCE 2040-79392040-7947COMPUTER SCIENCE 1743-82251743-8233COMPUTER SCIENCE 0888-613X1873-4731COMPUTER SCIENCE 1758-03661758-0374COMPUTER SCIENCE 1875-68911875-6883COMPUTER SCIENCE 0975-********-9322COMPUTER SCIENCE 1841-98361841-9844COMPUTER SCIENCE 0218-84301793-6365COMPUTER SCIENCE。
一种基于知识粒度单调性的属性约简算法
Ｗａ ｎ ｇ Ｘｉ ａ ｏ ｙ ｕ Ｘｕ Ｚ ｈ ａ ｎ ｇ ｙ ａ ｎ Ｚ ｈａ ｎ ｇ Ｗｅ ｉ
（ Ｃ ｏ ｌ ｌ ｅ ｇ ｅ ｏ ｆ Ｃ ｏ ｍ ｐ ｕ ｔ ｅ ｒ ＆据 ｗｅ ａ ｎ ｄ Ｉ ｎ ｆ ｏ ｒ ｍ ａ ｔ ｉ ｏ ｎ Ｅ ｎ ｇ ｉ ｎ ｅ ｅ ｒ ｉ ｎ ｇ， Ｇ ｕ ａ ｎ ｇ ｘ ｉ Ｎ ｏ ｒ ｍａ ｌ Ｕ ｎ ｉ ｖ ｅ ｒ ｓ ｉ ｔ ｙ ，Ｇ ｕ ｉ ｌ ｉ ｎ ５ ４ １ ０ ０ ４， Ｇ ｕ ａ ｎ ｇ ｘ ｉ ， Ｃ ｈ ｉ ｎ ａ ）
第３ ０卷 第 １ １ 期
２ ０ １ ３年 １ １月
计 算机 应 用与软 件
Ｃｏ ｍｐ ｕ ｔ ｅ ｒ Ａｐ ｐ ｌ ｉ ｃ ａ ｔ ｉ ｏ ｎ ｓ ａ ｎｄ Ｓ ｏ ｆ ｔ ｗａ ｒ ｅ
Ｖｏ １ ． ３ Ｏ Ｎｏ ．１ ｌ
ＮＯ Ｖ ．２ ０１ ３
一
种 基 于 知 识 粒 度 单调 ｍｐ ｌ ｅ ｘ ｉ ｔ ｙ ．Ａ ｎ ｅ ｘ ａ ｍ ｐ ｌ ｅ ｉ ｓ ｇ ｉ ｖ ｅ ｎ ｔ ｏ ｉ ｌ ｌ ｕ ｓ ｔ ｒ ａ ｔ ｅ ｔ ｈ ｅ ｖ ａ ｌ ｉ ｄ ｉ ｔ ｙ ｏ ｆ ｔ ｈ ｅ ａ ｌ ｇ ｏ ｒ ｉ ｔ ｈ ｍ ａ ｔ ｔ ｈ ｅ ｅ ｎ ｄ ， ｔ ｈ ｅ ｔ ｉ ｍ ｅ ｃ ｏ ｍ ｐ ｌ ｅ ｘ ｉ ｔ ｙ ｆ ｏ ｔ ｈ ｅ ｌ ａ ｇ ｏ ｒ ｉ ｔ ｈ ｍ Ｏ（ Ｉ Ａ Ｉ Ｉ Ｕ Ｉ ）ｉ ｓ
ｐ ｒ ｅ ｓ ｅ ｎ ｔ ．Ｉ ｎ ａ ｄ ｄ ｉ ｔ ｉ ｏ ｎ ｔ ｏ ｐ ｏ ｓ ｉ ｔ ｉ ｖ ｅ ｒ ｅ ｇ ｉ ｏ ｎ ，ｄ ｉ ｓ ｃ ｅ ｒ ｎ ｉ ｂ ｉ ｌ ｉ ｔ ｙ ｍ ａ ｔ ｉ ｒ ｘ ａ ｎ ｄ ｄ ｉ ｓ ｃ ｅ ｎｉ ｒ ｂ ｉ ｌ ｉ ｔ ｙ ｏ ｂ ｊ ｅ ｃ ｔ ｐ ａ ｉ ｒ ｓ ，ｔ ｈ ｅ ｋ ｎ ｏ ｗ ｌ ｅ ｄ ｇ ｅ ｇ ｒ ａ ｎ ｕ ｌ ａ ｉ ｒ ｔ ｙ ｉ ｓ ａ ｌ ｓ ｏ ｓ ｕ ｉ ｔ ａ ｂ ｌ ｅ ｆ ｏ ｒ
基于基因表达式编程的人口预测模型_刘萌伟
随机选择一个基因, 两个父代染色体交换这个位置 上对应的整个基因。更为丰富的交叉操作保证了进 化迭代中的进化效率, 可以使得搜 索过程快速收 敛。 1 2 4 插串算子 插串算子是 GEP 所特有的遗传 算子。它随机的在基因中选择一段子串, 然后将其 插入到其基因的头部位置上, 按照是否插入到头部 起始位置, 可以将插串操作分为插串以及根插串两 种方法。其中插串算子是将随机选择的子串插入到 除头部起始位置之外的任何位置, 插入位置之后的 编码向后顺延, 超过头部长度的编码将被截去。根 插串则是在头部随机选择一个位置, 然后在随机位 置之后寻找第一个函数符, 并以该函数符的位置为 起始点选择一段子串, 并将子串插入到基因头部的 起始位置, 头部的编码向后顺延, 同样超出头部长 度的编码将被截去。如果在随机位置之后没有找到 函数符, 则不进行任何操作。插串操作类似于生物 科学中的隐性基因码激活操作, 即将染色体中不活 跃的编码段激活并再次组合, 这一算子可以在一定 程度上避免种群多样性的缺失, 可避免进化过程陷 入早熟。
(中山大学地理科学与规划学院, 广东 广州 510275)
摘 要: 提出一种 基于基因表达式编程算法 ( GEP ) 的人口预测新方法, 并将该方法应用 于东莞市 人口预测实
例问题研究。实验结果表明: 由于基因表 达式编程算法 采用基 因型与 表现型相 统一的 编码方 式、高效的 遗传算 子以及全局搜索的寻优 方式, 基 于 GEP 算 法的人 口预测 模型能够 在样本 少的情 况下给 出相对 准确的 预测 结果。 其验证数据的预测绝对 值平均误差为 0 96% , 与灰色 系统 GM ( 1, 1) 预 测模型 及径向 基人工神 经网络 预测模 型相比, 预测精度分别提高了 18 34% 、 30 54% 。 GEP 人口预测模 型能够 更好地 挖掘人 口发展的 复杂非 线性模 式, 有效防止过度拟合现象的发 生, 提供 更为准确、合理的拟合及预测结果。
基于高维精度矩阵的统计推断
DOI：10.13546/ki.tjyjc.2020.24.001基于高维精度矩阵的统计推断王月'，刘兵兵"(1.中国科学技术大学管理学院，合肥230000:2.安庆师范大学数学与计算科学学院，安徽安庆246133)摘要：文章针对高维精度矩阵，提出了一种新的基于纠偏推断的方法。
该方法基于Liu W于2016年提出的快速估计精度矩阵的SCIO方法，通过对初始估计量纠偏，引出纠偏估计量DSCIO的渐近正态分布，从而构造精度矩阵单个元素的置信区间。
同时，利用Bootstrap-assisted策略将该方法推广到构造一组元素的同时推断。
与现有方法相比，该方法在高维情况下计算效率更高且具有很好的准确性和稳健性。
模拟结果表明，DSCIO方法在计算速度和准确度方面都具有明显优势。
关键词：高维精度矩阵；统计推断；同时置信区间；Bootstrap中图分类号:021文献标识码:A文章编号:1002-6487(2020)24-0005-050引言随着高维数据的迅速发展，图模型已经被广泛应用到展示多个随机变量的条件独立性结构当中，例如基因网络、社交网络分析和资产组合优化。
而图模型的边可以通过精度矩阵相应位置的元素来刻画。
在高斯图模型框架下，设随机变量"仏宀，“・宀)~”(“,2),其中均值向量为“，协方差矩阵为2。
不失一般性，可令“=0。
假设E 是非奇异的，则定义0=r'=(©,)为精度矩阵。
高斯图模型是一个无向图G=(y,E)，其中卩={1,2,…,p}表示顶点集合，即每个顶点对应一个随机变量。
£={0,7)}表示边集合，即变量x,和Xj之间存在边，则表示在给定其余变量情况下x,和亏条件相依。
由于高斯分布的特性，文献【1］证明高斯图模型中X,和Xj之间不存在边等价于精度矩阵中的元素®”=0。
因此精度矩阵是衡量图模型中边的条件相依性的一种有效工具。
目前估计精度矩阵的主流方法有两类:第一类是全局方法，该方法基本思想是通过最大化带惩罚项的似然函数来得到估计量，称为Graphical Lasso12--41;另外一类方法是局部方法，首先将精度矩阵的估计转化为多个回归模型的估计问题,然后在每个回归模型中使用Lass。
PLS-DR基于基因表达谱的几种癌症分类(IJITCS-V3-N4-1)
I.
INTRODUCTION
A vast amount of data generated through gene microarray,
advantage of the huge information offered by the data. As a
generally used statistical modelling method, PLS is first used in
econometric path modeling by Herman Wold and afterwards it
is used in chemometric and spectrometric modeling as a multivariate regression too[11-13]. Nguyen and Rocke proposed
using PLSDR(PLS based dimension reduction) for dimension
important genes. In this article, we just consider of binary
classification problem. So the samples belong to two classes
and the t-statistic score is given as:
PLSDR have been carried on embracing a great many aspects in various domains[7-8], besides, comparison have been
多尺度分类挖掘算法
收稿日期：２０２０ ０１ １３；修回日期：２０２０ ０３ ０３ 基金项目：国家社科基金重大项目（１３＆ＺＤ０９１，１８ＺＤＡ２００） 作者简介：张璐璐（１９９３ ），女，河北景县人，硕士，主要研究方向为数据挖掘、智能信息处理；赵书良（１９６７ ），男（通信作者），河北献县人，教授，博导，主要研究方向为数据挖掘、智能信息处理（ｚｈａｏｓｈｕｌｉａｎｇ＠ｓｉｎａ．ｃｏｍ）；田真真（１９９４ ），女，河北威县人，硕士，主要研究方向为数据挖掘、智能信息处理；陈润资（１９８１ ），男，河南潢川人，博士研究生，主要研究方向为数据挖掘、智能信息处理．多尺度分类挖掘算法张璐璐ａ，ｂ，ｃ，赵书良ａ，ｂ，ｃ ，田真真ａ，ｂ，ｃ，陈润资ｄ（河北师范大学ａ．计算机与网络空间安全学院；ｂ．河北省供应链大数据分析与数据安全工程研究中心；ｃ．河北省网络与信息安全重点实验室；ｄ．数学科学学院，石家庄０５００２４）摘 要：多尺度分类挖掘多局限于空间数据，且对一般数据尺度特性进行分类的研究较少。
针对上述问题，进行普适的多尺度分类方法研究，以扩大多尺度适用范围。
从空间数据估计角度出发，结合层次理论和尺度特性，基于概率密度估计离散化方法，针对数据的多尺度特性进行分类挖掘。
以非局部均值和三次卷积插值为理论基础，利用Ｑ统计和不一致度量进行操作，提出多尺度分类尺度上推算法和多尺度分类尺度下推算法。
采用ＵＣＩ数据集和Ｈ省人口真实数据集进行实验，并与ＣＦＷ、ＭＳＣＳＵＡ和ＭＳＣＳＤＡ等算法进行对比，结果表明，该算法可行有效。
与其他算法相比，尺度上推算法正确率平均提高４．５％，Ｆ ｓｃｏｒｅ提高４．８％，ＮＭＩ提高１２．３％，尺度下推算法各个相应指标分别平均提高５．３％，６．６％和１１．８％。
关键词：多尺度；不一致度量；尺度转换；多尺度分类挖掘；Ｑ统计中图分类号：ＴＰ３９１ 文献标志码：Ａ 文章编号：１００１ ３６９５（２０２１）０２ ０１６ ０４１４ ０７ｄｏｉ：１０．１９７３４／ｊ．ｉｓｓｎ．１００１ ３６９５．２０２０．０１．０００７Ｍｕｌｔｉ ｓｃａｌｅｃｌａｓｓｉｆｉｃａｔｉｏｎａｌｇｏｒｉｔｈｍＺｈａｎｇＬｕｌｕａ，ｂ，ｃ，ＺｈａｏＳｈｕｌｉａｎｇａ，ｂ，ｃ ，ＴｉａｎＺｈｅｎｚｈｅｎａ，ｂ，ｃ，ＣｈｅｎＲｕｎｚｉｄ（ａ．ＣｏｌｌｅｇｅｏｆＣｏｍｐｕｔｅｒ＆ＣｙｂｅｒＳｅｃｕｒｉｔｙ，ｂ．ＨｅｂｅｉＰｒｏｖｉｎｃｉａｌＥｎｇｉｎｅｅｒｉｎｇＲｅｓｅａｒｃｈＣｅｎｔｅｒｆｏｒＳｕｐｐｌｙＣｈａｉｎＢｉｇＤａｔａＡｎａｌｙｔｉｃｓ＆ＤａｔａＳｅｃｕｒｉｔｙ，ｃ．ＫｅｙＬａｂｏｒａｔｏｒｙｏｆＮｅｔｗｏｒｋ＆ＩｎｆｏｒｍａｔｉｏｎＳｅｃｕｒｉｔｙ，ｄ．ＳｃｈｏｏｌｏｆＭａｔｈｅｍａｔｉｃａｌＳｃｉｅｎｃｅｓ，ＨｅｂｅｉＮｏｒｍａｌＵｎｉｖｅｒｓｉｔｙ，Ｓｈｉｊｉａｚｈｕａｎｇ０５００２４，Ｃｈｉｎａ）Ａｂｓｔｒａｃｔ：Ｍｕｌｔｉ ｓｃａｌｅｃｌａｓｓｉｆｉｃａｔｉｏｎｍｉｎｉｎｇａｒｅｍｏｓｔｌｙｌｉｍｉｔｅｄｔｏｓｐａｔｉａｌｄａｔａ，ａｎｄｔｈｅｒｅａｒｅｆｅｗｒｅｓｅａｒｃｈｅｓｏｎｓｃａｌｅｃｈａｒａｃｔｅｒｉｓｔｉｃｓｏｆｇｅｎｅｒａｌｄａｔａ．Ｂｙｓｏｌｖｉｎｇｔｈｅａｂｏｖｅｐｒｏｂｌｅｍｓ，ｔｈｉｓｐａｐｅｒｔｒｉｅｄｔｏｓｔｕｄｙｔｈｅｕｎｉｖｅｒｓａｌｍｕｌｔｉ ｓｃａｌｅｃｌａｓｓｉｆｉｃａｔｉｏｎｍｅｔｈｏｄ，ｉｎｏｒｄｅｒｔｏｅｘｐａｎｄｔｈｅｓｃｏｐｅｏｆｍｕｌｔｉ ｓｃａｌｅａｐｐｌｉｃａｔｉｏｎ．Ｆｒｏｍｔｈｅｐｅｒｓｐｅｃｔｉｖｅｏｆｓｐａｔｉａｌｄａｔａｅｓｔｉｍａｔｉｏｎ，ｃｏｍｂｉｎｅｄｔｈｅｈｉｅｒａｒ ｃｈｉｃａｌｔｈｅｏｒｙａｎｄｓｃａｌｅｃｈａｒａｃｔｅｒｉｓｔｉｃｓ，ａｎｄｂａｓｅｄｏｎｔｈｅｄｉｓｃｒｅｔｉｚａｔｉｏｎｍｅｔｈｏｄｏｆｐｒｏｂａｂｉｌｉｔｙｄｅｎｓｉｔｙｅｓｔｉｍａｔｉｏｎ，ｔｈｉｓｐａｐｅｒｓｔｕｄｉｅｄｔｈｅｃｌａｓｓｉｆｉｃａｔｉｏｎｍｉｎｉｎｇｏｎｍｕｌｔｉ ｓｃａｌｅｃｈａｒａｃｔｅｒｉｓｔｉｃｓｏｆｇｅｎｅｒａｌｄａｔａ．Ｂａｓｅｄｏｎｔｈｅｔｈｅｏｒｙｏｆｎｏｎ ｌｏｃａｌｍｅａｎａｎｄｄｏｕｂｌｅｃｕｂｅｉｎｔｅｒｐｏｌａｔｉｏｎ，ｕｓｉｎｇＱｓｔａｔｉｓｔｉｃｓａｎｄｉｎｃｏｎｓｉｓｔｅｎｔｍｅａｓｕｒｅｍｅｎｔｔｏｏｐｅｒａｔｅ，ｉｔｐｒｏｐｏｓｅｄｔｈｅｕｐｓｃａｌｉｎｇａｌｇｏｒｉｔｈｍｏｆｍｕｌｔｉ ｓｃａｌｅｃｌａｓｓｉｆｉｃａｔｉｏｎａｎｄｄｏｗｎｓｃａｌｉｎｇａｌｇｏｒｉｔｈｍｏｆｍｕｌｔｉ ｓｃａｌｅｃｌａｓｓｉｆｉｃａｔｉｏｎ．ＴｈｉｓｐａｐｅｒｐｅｒｆｏｒｍｅｄｅｘｐｅｒｉｍｅｎｔｓｏｎＵＣＩｄａ ｔａｓｅｔｓａｎｄＨｐｒｏｖｉｎｃｅｒｅａｌｐｏｐｕｌａｔｉｏｎｄａｔａｓｅｔ，ａｎｄｃｏｍｐａｒｅｄｗｉｔｈＣＦＷ，ＭＳＣＳＵＡ，ＭＳＣＳＤＡａｎｄｏｔｈｅｒａｌｇｏｒｉｔｈｍｓ．Ｔｈｅｒｅｓｕｌｔｓｓｈｏｗｔｈａｔｔｈｅａｌｇｏｒｉｔｈｍｓｉｎｔｈｉｓｐａｐｅｒａｒｅｆｅａｓｉｂｌｅａｎｄｅｆｆｅｃｔｉｖｅ．Ｃｏｍｐａｒｅｄｗｉｔｈｏｔｈｅｒａｌｇｏｒｉｔｈｍｓ，ｔｈｅｕｐｓｃａｌｉｎｇａｌｇｏｒｉｔｈｍｉｍｐｒｏｖｅｓａｃｃｕｒａｃｙｂｙ４．５％，Ｆｓｃｏｒｅｂｙ４．８％ａｎｄＮＭＩｂｙ１２．３％ａｎｄｔｈｅｄｏｗｎｓｃａｌｉｎｇａｌｇｏｒｉｔｈｍｉｍｐｒｏｖｅｓｔｈｅｃｏｒｒｅｓｐｏｎ ｄｉｎｇｉｎｄｅｘｅｓｂｙ５．３％，６．６％ａｎｄ１１．８％．Ｋｅｙｗｏｒｄｓ：ｍｕｌｔｉ ｓｃａｌｅ；ｄｉｓａｇｒｅｅｍｅｎｔｍｅａｓｕｒｅ；ｓｃａｌｅｃｏｎｖｅｒｓｉｏｎ；ｍｕｌｔｉ ｓｃａｌｅｃｌａｓｓｉｆｉｃａｔｉｏｎｍｉｎｉｎｇ；Ｑｓｔａｔｉｓｔｉｃｓ０ 引言尺度是各种数据自身的属性，普遍存在于客观世界中［１，２］。