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This book discusses the challenges facing current research in
knowledge discovery and data mining posed by the huge volumes of
complex data now gathered in various real-world applications (e.g.,
business process monitoring, cybersecurity, medicine, language
processing, and remote sensing). The book consists of 14 chapters
covering the latest research by the authors and the research
centers they represent. It illustrates techniques and algorithms
that have recently been developed to preserve the richness of the
data and allow us to efficiently and effectively identify the
complex information it contains. Presenting the latest developments
in complex pattern mining, this book is a valuable reference
resource for data science researchers and professionals in academia
and industry.
This book discusses the challenges facing current research in
knowledge discovery and data mining posed by the huge volumes of
complex data now gathered in various real-world applications (e.g.,
business process monitoring, cybersecurity, medicine, language
processing, and remote sensing). The book consists of 14 chapters
covering the latest research by the authors and the research
centers they represent. It illustrates techniques and algorithms
that have recently been developed to preserve the richness of the
data and allow us to efficiently and effectively identify the
complex information it contains. Presenting the latest developments
in complex pattern mining, this book is a valuable reference
resource for data science researchers and professionals in academia
and industry.
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New Frontiers in Mining Complex Patterns - 6th International Workshop, NFMCP 2017, Held in Conjunction with ECML-PKDD 2017, Skopje, Macedonia, September 18-22, 2017, Revised Selected Papers (Paperback, 1st ed. 2018)
Annalisa Appice, Corrado Loglisci, Giuseppe Manco, Elio Masciari, Zbigniew W. Ras
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R1,557
Discovery Miles 15 570
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Ships in 10 - 15 working days
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This book features a collection of revised and significantly
extended versions of the papers accepted for presentation at the
6th International Workshop on New Frontiers in Mining Complex
Patterns, NFMCP 2017, held in conjunction with ECML-PKDD 2017 in
Skopje, Macedonia, in September 2017. The book is composed of five
parts: feature selection and induction; classification prediction;
clustering; pattern discovery; applications. The workshop was aimed
at discussing and introducing new algorithmic foundations and
representation formalisms in complex pattern discovery. Finally, it
encouraged the integration of recent results from existing fields,
such as Statistics, Machine Learning and Big Data Analytics.
Sensor networks comprise of a number of sensors installed across a
spatially distributed network, which gather information and
periodically feed a central server with the measured data. The
server monitors the data, issues possible alarms and computes fast
aggregates. As data analysis requests may concern both present and
past data, the server is forced to store the entire stream. But the
limited storage capacity of a server may reduce the amount of data
stored on the disk. One solution is to compute summaries of the
data as it arrives, and to use these summaries to interpolate the
real data. This work introduces a recently defined spatio-temporal
pattern, called trend cluster, to summarize, interpolate and
identify anomalies in a sensor network. As an example, the
application of trend cluster discovery to monitor the efficiency of
photovoltaic power plants is discussed. The work closes with
remarks on new possibilities for surveillance enabled by recent
developments in sensing technology.
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New Frontiers in Mining Complex Patterns - First International Workshop, NFMCP 2012, Held in Conjunction with ECML/PKDD 2012, Bristol, UK, September 24, 2012, Revised Selected Papers (Paperback, 2013 ed.)
Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Giuseppe Manco, Elio Masciari, …
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R1,974
Discovery Miles 19 740
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Ships in 10 - 15 working days
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This book constitutes the thoroughly refereed conference
proceedings of the First International Workshop on New Frontiers in
Mining Complex Patterns, NFMCP 2012, held in conjunction with
ECML/PKDD 2012, in Bristol, UK, in September 2012. The 15 revised
full papers were carefully reviewed and selected from numerous
submissions. The papers are organized in topical sections on mining
rich (relational) datasets, mining complex patterns from
miscellaneous data, mining complex patterns from trajectory and
sequence data, and mining complex patterns from graphs and
networks.
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ECML PKDD 2020 Workshops - Workshops of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2020): SoGood 2020, PDFL 2020, MLCS 2020, NFMCP 2020, DINA 2020, EDML 2020, XKDD 2020 and INRA 2020, Ghent, Belgium, September 14-18, 2020, Proceedings (Paperback, 1st ed. 2020)
Irena Koprinska, Michael Kamp, Annalisa Appice, Corrado Loglisci, Luiza Antonie, …
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R2,809
Discovery Miles 28 090
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Ships in 10 - 15 working days
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This volume constitutes the refereed proceedings of the workshops
which complemented the 20th Joint European Conference on Machine
Learning and Knowledge Discovery in Databases, ECML PKDD, held in
September 2020. Due to the COVID-19 pandemic the conference and
workshops were held online. The 43 papers presented in volume were
carefully reviewed and selected from numerous submissions. The
volume presents the papers that have been accepted for the
following workshops: 5th Workshop on Data Science for Social Good,
SoGood 2020; Workshop on Parallel, Distributed and Federated
Learning, PDFL 2020; Second Workshop on Machine Learning for
Cybersecurity, MLCS 2020, 9th International Workshop on New
Frontiers in Mining Complex Patterns, NFMCP 2020, Workshop on Data
Integration and Applications, DINA 2020, Second Workshop on
Evaluation and Experimental Design in Data Mining and Machine
Learning, EDML 2020, Second International Workshop on eXplainable
Knowledge Discovery in Data Mining, XKDD 2020; 8th International
Workshop on News Recommendation and Analytics, INRA 2020. The
papers from INRA 2020 are published open access and licensed under
the terms of the Creative Commons Attribution 4.0 International
License.
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Discovery Science - 23rd International Conference, DS 2020, Thessaloniki, Greece, October 19-21, 2020, Proceedings (Paperback, 1st ed. 2020)
Annalisa Appice, Grigorios Tsoumakas, Yannis Manolopoulos, Stan Matwin
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R2,839
Discovery Miles 28 390
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Ships in 10 - 15 working days
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This book constitutes the proceedings of the 23rd International
Conference on Discovery Science, DS 2020, which took place during
October 19-21, 2020. The conference was planned to take place in
Thessaloniki, Greece, but had to change to an online format due to
the COVID-19 pandemic. The 26 full and 19 short papers presented in
this volume were carefully reviewed and selected from 76
submissions. The contributions were organized in topical sections
named: classification; clustering; data and knowledge
representation; data streams; distributed processing; ensembles;
explainable and interpretable machine learning; graph and network
mining; multi-target models; neural networks and deep learning; and
spatial, temporal and spatiotemporal data.
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New Frontiers in Mining Complex Patterns - 5th International Workshop, NFMCP 2016, Held in Conjunction with ECML-PKDD 2016, Riva del Garda, Italy, September 19, 2016, Revised Selected Papers (Paperback, 1st ed. 2017)
Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Elio Masciari, Zbigniew W. Ras
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R2,368
Discovery Miles 23 680
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Ships in 10 - 15 working days
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This book features a collection of revised and significantly
extended versions of the papers accepted for presentation at the
5th International Workshop on New Frontiers in Mining Complex
Patterns, NFMCP 2016, held in conjunction with ECML-PKDD 2016 in
Riva del Garda, Italy, in September 2016. The book is composed of
five parts: feature selection and induction; classification
prediction; clustering; pattern discovery; applications.
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Foundations of Intelligent Systems - 23rd International Symposium, ISMIS 2017, Warsaw, Poland, June 26-29, 2017, Proceedings (Paperback, 1st ed. 2017)
Marzena Kryszkiewicz, Annalisa Appice, Dominik Slezak, Henryk Rybinski, Andrzej Skowron, …
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R1,710
Discovery Miles 17 100
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Ships in 10 - 15 working days
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This book constitutes the proceedings of the 23rd International
Symposium on Foundations of Intelligent Systems, ISMIS 2017, held
in Warsaw, Poland, in June 2017. The 56 regular and 15 short papers
presented in this volume were carefully reviewed and selected from
118 submissions. The papers include both theoretical and practical
aspects of machine learning, data mining methods, deep learning,
bioinformatics and health informatics, intelligent information
systems, knowledge-based systems, mining temporal, spatial and
spatio-temporal data, text and Web mining. In addition, four
special sessions were organized; namely, Special Session on Big
Data Analytics and Stream Data Mining, Special Session on Granular
and Soft Clustering for Data Science, Special Session on Knowledge
Discovery with Formal Concept Analysis and Related Formalisms, and
Special Session devoted to ISMIS 2017 Data Mining Competition on
Trading Based on Recommendations, which was launched as a part of
the conference.
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Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part II (Paperback, 1st ed. 2015)
Annalisa Appice, Pedro Pereira Rodrigues, Vitor Santos Costa, Joao Gama, Alipio Jorge, …
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R1,721
Discovery Miles 17 210
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Ships in 10 - 15 working days
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The three volume set LNAI 9284, 9285, and 9286 constitutes the
refereed proceedings of the European Conference on Machine Learning
and Knowledge Discovery in Databases, ECML PKDD 2015, held in
Porto, Portugal, in September 2015. The 131 papers presented in
these proceedings were carefully reviewed and selected from a total
of 483 submissions. These include 89 research papers, 11 industrial
papers, 14 nectar papers, 17 demo papers. They were organized in
topical sections named: classification, regression and supervised
learning; clustering and unsupervised learning; data preprocessing;
data streams and online learning; deep learning; distance and
metric learning; large scale learning and big data; matrix and
tensor analysis; pattern and sequence mining; preference learning
and label ranking; probabilistic, statistical, and graphical
approaches; rich data; and social and graphs. Part III is
structured in industrial track, nectar track, and demo track.
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Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2015, Porto, Portugal, September 7-11, 2015, Proceedings, Part I (Paperback, 1st ed. 2015)
Annalisa Appice, Pedro Pereira Rodrigues, Vitor Santos Costa, Carlos Soares, Joao Gama, …
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R1,706
Discovery Miles 17 060
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Ships in 10 - 15 working days
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The three volume set LNAI 9284, 9285, and 9286 constitutes the
refereed proceedings of the European Conference on Machine Learning
and Knowledge Discovery in Databases, ECML PKDD 2015, held in
Porto, Portugal, in September 2015. The 131 papers presented in
these proceedings were carefully reviewed and selected from a total
of 483 submissions. These include 89 research papers, 11 industrial
papers, 14 nectar papers, and 17 demo papers. They were organized
in topical sections named: classification, regression and
supervised learning; clustering and unsupervised learning; data
preprocessing; data streams and online learning; deep learning;
distance and metric learning; large scale learning and big data;
matrix and tensor analysis; pattern and sequence mining; preference
learning and label ranking; probabilistic, statistical, and
graphical approaches; rich data; and social and graphs. Part III is
structured in industrial track, nectar track, and demo track.
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New Frontiers in Mining Complex Patterns - Third International Workshop, NFMCP 2014, Held in Conjunction with ECML-PKDD 2014, Nancy, France, September 19, 2014, Revised Selected Papers (Paperback, 2015 ed.)
Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Giuseppe Manco, Elio Masciari, …
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R1,557
Discovery Miles 15 570
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Ships in 10 - 15 working days
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This book constitutes the thoroughly refereed post-conference
proceedings of the Third International Workshop on New Frontiers in
Mining Complex Patterns, NFMCP 2014, held in conjunction with
ECML-PKDD 2014 in Nancy, France, in September 2014. The 13 revised
full papers presented were carefully reviewed and selected from
numerous submissions. They illustrate advanced data mining
techniques which preserve the informative richness of complex data
and allow for efficient and effective identification of complex
information units present in such data. The papers are organized in
the following sections: classification and regression; clustering;
data streams and sequences; applications.
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New Frontiers in Mining Complex Patterns - Second International Workshop, NFMCP 2013, Held in Conjunction with ECML-PKDD 2013, Prague, Czech Republic, September 27, 2013, Revised Selected Papers (Paperback, 2014 ed.)
Annalisa Appice, Michelangelo Ceci, Corrado Loglisci, Giuseppe Manco, Elio Masciari, …
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R2,356
Discovery Miles 23 560
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Ships in 10 - 15 working days
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This book constitutes the thoroughly refereed post-conference
proceedings of the Second International Workshop on New Frontiers
in Mining Complex Patterns, NFMCP 2013, held in conjunction with
ECML/PKDD 2013 in Prague, Czech Republic, in September 2013. The 16
revised full papers were carefully reviewed and selected from
numerous submissions. The papers are organized in topical sections
on data streams and time series analysis, classification,
clustering and pattern discovery, graphs, networks and relational
data, machine learning and music data.
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