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Nearly everyone knows K-means algorithm in the fields of data mining and business intelligence. But the ever-emerging data with extremely complicated characteristics bring new challenges to this "old" algorithm. This book addresses these challenges and makes novel contributions in establishing theoretical frameworks for K-means distances and K-means based consensus clustering, identifying the "dangerous" uniform effect and zero-value dilemma of K-means, adapting right measures for cluster validity, and integrating K-means with SVMs for rare class analysis. This book not only enriches the clustering and optimization theories, but also provides good guidance for the practical use of K-means, especially for important tasks such as network intrusion detection and credit fraud prediction. The thesis on which this book is based has won the "2010 National Excellent Doctoral Dissertation Award", the highest honor for not more than 100 PhD theses per year in China.
Artificial intelligence -- Congresses. --- Electronic data processing -- Distributed processing -- Congresses. --- Engineering & Applied Sciences --- Computer Science --- Data mining. --- Cluster analysis. --- Algorithmic knowledge discovery --- Factual data analysis --- KDD (Information retrieval) --- Knowledge discovery in data --- Knowledge discovery in databases --- Mining, Data --- Computer science. --- Information technology. --- Business --- Database management. --- Statistics. --- Computer Science. --- Data Mining and Knowledge Discovery. --- Statistics for Business/Economics/Mathematical Finance/Insurance. --- IT in Business. --- Database Management. --- Data processing. --- Database searching --- Correlation (Statistics) --- Multivariate analysis --- Spatial analysis (Statistics) --- Statistics for Business, Management, Economics, Finance, Insurance. --- IT (Information technology) --- Technology --- Telematics --- Information superhighway --- Knowledge management --- Statistical analysis --- Statistical data --- Statistical methods --- Statistical science --- Mathematics --- Econometrics --- Data base management --- Data services (Database management) --- Database management services --- DBMS (Computer science) --- Generalized data management systems --- Services, Database management --- Systems, Database management --- Systems, Generalized database management --- Electronic data processing --- Statistics . --- Business—Data processing.
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This book constitutes the refereed proceedings of the 11th Annual Conference on Advanced Computer Architecture, ACA 2016, held in Weihai, China, in August 2016. The 17 revised full papers presented were carefully reviewed and selected from 89 submissions. The papers address issues such as processors and circuits; high performance computing; GPUs and accelerators; cloud and data centers; energy and reliability; intelligence computing and mobile computing.
Computer science. --- Computer software --- Microprocessors. --- Computer system failures. --- Architecture, Computer. --- Computer Science. --- Processor Architectures. --- Performance and Reliability. --- Computer System Implementation. --- System Performance and Evaluation. --- Reusability. --- Architecture, Computer --- Computer failures --- Computer malfunctions --- Computer systems --- Failure of computer systems --- Reusability of software --- Reusable code (Computer programs) --- Software reusability --- Informatics --- Failures --- Operating systems (Computers). --- Computer network architectures. --- Computer system performance. --- Architectures, Computer network --- Network architectures, Computer --- Computer architecture --- Computer operating systems --- Computers --- Disk operating systems --- Systems software --- Science --- Operating systems --- Computer software—Reusability. --- System failures (Engineering) --- Fault-tolerant computing --- Minicomputers
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This book constitutes the refereed proceedings of the 12th Annual Conference on Advanced Computer Architecture, ACA 2018, held in Yingkou, China, in August 2018. The 17 revised full papers presented were carefully reviewed and selected from 80 submissions. The papers of this volume are organized in topical sections on: accelerators; new design explorations; towards efficient ML/AI; parallel computing system.
Computer science. --- Software engineering. --- Computer network architectures. --- Operating systems (Computers). --- Logic design. --- Processor Architectures. --- Special Purpose and Application-Based Systems. --- Computer System Implementation. --- Operating Systems. --- Logic Design. --- Computer operating systems --- Computers --- Disk operating systems --- Systems software --- Architectures, Computer network --- Network architectures, Computer --- Computer architecture --- Computer software engineering --- Engineering --- Design, Logic --- Design of logic systems --- Digital electronics --- Electronic circuit design --- Logic circuits --- Machine theory --- Switching theory --- Informatics --- Science --- Operating systems --- Microprocessors. --- Special purpose computers. --- Architecture, Computer. --- Architecture, Computer --- Special purpose computers --- Minicomputers
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Ensenyament de la llengua --- Llenguatge i llengües --- Innovacions tecnològiques --- Àsia --- Canvi tecnològic --- Canvis tecnològics --- Innovacions industrials --- Innovacions tècniques --- Noves tecnologies --- Progrès tecnològic --- Invents --- Gestió de la innovació --- Innovacions agrícoles --- Efecte de les innovacions tecnològiques sobre el personal --- Gestió de la tecnologia --- Maquinària en la indústria --- Recerca industrial --- Transferència de tecnologia --- Llengües --- Llengües i llenguatge --- Antropologia --- Filologia --- Comunicació escrita --- Conversa --- Elocució --- Escriptura --- Espai i temps en el llenguatge --- Lingüística --- Llengua d'ensenyament --- Llengua materna --- Llenguatge de les flors --- Llenguatge de signes --- Llenguatge infantil --- Llengües indígenes d'Amèrica --- Llengües modernes --- Multilingüisme --- Oratòria --- Sociolingüística --- Traducció --- Veu --- Comunicació --- Didàctica de la llengua --- Gramàtica --- Llenguatge a Internet --- Origen del llenguatge --- Ensenyament --- Ensenyament de llengües estrangeres --- Estats i territoris --- Euràsia --- Àsia central --- Eufrates (Àsia : Curs d'aigua) --- Eufrates (Àsia : Vall) --- Himàlaia (Àsia : Serralada) --- Jònia (Regió) --- Orient --- Tigris (Àsia : Curs d'aigua) --- Language and languages --- Study and teaching --- Foreign languages --- Languages --- Anthropology --- Communication --- Ethnology --- Information theory --- Meaning (Psychology) --- Philology --- Linguistics --- Jònia (Turquia i Grècia)
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This book is about language learning with technology, offering readers theoretical insights as well as practical case studies with a focus on Asia and Asian students. Although technology is rapidly advancing and most, if not all, students are already using technology in their everyday lives, traditional teaching/learning practices still exist throughout Asia. This book provides examples, written by representative educators, from a variety of countries/regions and contexts where technology has successfully been used to enhance language learning. In addition to some everyday examples of using technology: Wikipedia, PowerPoint, Google Docs and YouTube, the book also offers the readers an insight into the future possible uses of advanced technology: Augmented Reality, Virtual Reality, Artificial Intelligence and Eye Tracking. The book presents illustrations of how teachers can, and perhaps should, be open to integrating some form of technology into in-class learning or using it to supplement out-of-class activities. .
Teaching --- Didactics of languages --- onderwijs --- talenonderwijs --- opvoeding --- Language and languages --- Study and teaching --- Àsia --- Ensenyament de la llengua --- Llenguatge i llengües --- Innovacions tecnològiques --- Llenguatge i llengües.
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This book constitutes the refereed proceedings of the 10th Annual Conference on Advanced Computer Architecture, ACA 2014, held in Shenyang, China, in August 2014. The 19 revised full papers presented were carefully reviewed and selected from 115 submissions. The papers are organized in topical sections on processors and circuits; high performance computing; GPUs and accelerators; cloud and data centers; energy and reliability; intelligence computing and mobile computing.
Computer science. --- Computer software --- Microprocessors. --- Computer system failures. --- Architecture, Computer. --- Computer Science. --- Processor Architectures. --- Performance and Reliability. --- Computer System Implementation. --- System Performance and Evaluation. --- Reusability. --- Operating systems (Computers). --- Computer network architectures. --- Computer system performance. --- Informatics --- Science --- Architectures, Computer network --- Network architectures, Computer --- Computer architecture --- Computer operating systems --- Computers --- Disk operating systems --- Systems software --- Operating systems --- Computer science --- Operating systems (Computers) --- Research. --- Computer-assisted instruction. --- Computer software—Reusability. --- Computer failures --- Computer malfunctions --- Computer systems --- Failure of computer systems --- System failures (Engineering) --- Fault-tolerant computing --- Architecture, Computer --- Minicomputers --- Failures
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This book constitutes the proceedings of the 12th International Symposium on Advanced Parallel Processing Technologies, APPT 2017, held in Santiago de Compostela, Spain, in August 2017. The 11 regular papers presented in this volume were carefully reviewed and selected from 18 submissions. They deal with the recent advances in big data processing; parallel architectures and systems; parallel software; parallel algorithms and artificial intelligence applications; and distributed and cloud computing.
Computer science. --- Microprocessors. --- Computer communication systems. --- Software engineering. --- Programming languages (Electronic computers). --- Operating systems (Computers). --- Algorithms. --- Computer Science. --- Software Engineering. --- Algorithm Analysis and Problem Complexity. --- Computer Communication Networks. --- Operating Systems. --- Programming Languages, Compilers, Interpreters. --- Processor Architectures. --- Algorism --- Computer operating systems --- Computers --- Disk operating systems --- Computer languages --- Computer program languages --- Computer programming languages --- Machine language --- Computer software engineering --- Communication systems, Computer --- Computer communication systems --- Data networks, Computer --- ECNs (Electronic communication networks) --- Electronic communication networks --- Networks, Computer --- Teleprocessing networks --- Informatics --- Operating systems --- Algebra --- Arithmetic --- Systems software --- Electronic data processing --- Languages, Artificial --- Engineering --- Data transmission systems --- Digital communications --- Electronic systems --- Information networks --- Telecommunication --- Cyberinfrastructure --- Network computers --- Minicomputers --- Science --- Foundations --- Distributed processing --- Computer software. --- Software, Computer --- Computer systems --- Parallel processing (Electronic computers) --- Computer networks. --- Compilers (Computer programs). --- Computer architecture. --- Compilers and Interpreters. --- Architecture, Computer --- Compiling programs (Computer programs) --- Computer programs --- Programming software
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This book constitutes the proceedings of the 13th International Symposium on Advanced Parallel Processing Technologies, APPT 2019, held in Tianjin, China, in August 2019. The 11 full papers presented in this volume were carefully reviewed and selected from 35 submissions. The papers are organized in topical sections named: System Support for Neural Networks; Scheduling and File Systems; Optimization and Parallelization; Security and Algorithms.
Software engineering. --- Operating systems (Computers). --- Computer network architectures. --- Artificial intelligence. --- Software Engineering. --- Operating Systems. --- Computer System Implementation. --- Special Purpose and Application-Based Systems. --- Artificial Intelligence. --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Architectures, Computer network --- Network architectures, Computer --- Computer architecture --- Computer operating systems --- Computers --- Disk operating systems --- Systems software --- Computer software engineering --- Engineering --- Operating systems --- Operating systems (Computers) --- Architecture, Computer. --- Special purpose computers. --- Special purpose computers --- Architecture, Computer --- Computer systems. --- Computers, Special purpose. --- ADP systems (Computer systems) --- Computing systems --- Systems, Computer --- Electronic systems --- Cyberinfrastructure
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