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Exploiting the Power of Group Differences
  • Language: en
  • Pages: 135

Exploiting the Power of Group Differences

This book presents pattern-based problem-solving methods for a variety of machine learning and data analysis problems. The methods are all based on techniques that exploit the power of group differences. They make use of group differences represented using emerging patterns (aka contrast patterns), which are patterns that match significantly different numbers of instances in different data groups. A large number of applications outside of the computing discipline are also included. Emerging patterns (EPs) are useful in many ways. EPs can be used as features, as simple classifiers, as subpopulation signatures/characterizations, and as triggering conditions for alerts. EPs can be used in gene ...

Contrast Data Mining
  • Language: en
  • Pages: 428

Contrast Data Mining

  • Type: Book
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  • Published: 2016-04-19
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  • Publisher: CRC Press

A Fruitful Field for Researching Data Mining Methodology and for Solving Real-Life ProblemsContrast Data Mining: Concepts, Algorithms, and Applications collects recent results from this specialized area of data mining that have previously been scattered in the literature, making them more accessible to researchers and developers in data mining and

Proceedings of the Fifth SIAM International Conference on Data Mining
  • Language: en
  • Pages: 670

Proceedings of the Fifth SIAM International Conference on Data Mining

  • Type: Book
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  • Published: 2005-04-01
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  • Publisher: SIAM

The Fifth SIAM International Conference on Data Mining continues the tradition of providing an open forum for the presentation and discussion of innovative algorithms as well as novel applications of data mining. Advances in information technology and data collection methods have led to the availability of large data sets in commercial enterprises and in a wide variety of scientific and engineering disciplines. The field of data mining draws upon extensive work in areas such as statistics, machine learning, pattern recognition, databases, and high performance computing to discover interesting and previously unknown information in data. This conference results in data mining, including applications, algorithms, software, and systems.

Advances in Web-Age Information Management
  • Language: en
  • Pages: 525

Advances in Web-Age Information Management

This book constitutes the refereed proceedings of the 4th International Conference on Web-Age Information Management, WAIM 2003, held in Chengdu, China in August 2003. The 30 revised full papers and 16 revised short papers presented together with 2 invited contributions were carefully reviewed and selected from 258 submissions. The papers are organized in topical sections on Web; XML; text management; data mining; bioinformatics; peer-to-peer systems; service networks; time series, similarity, and ontologies; information filtering; queries and optimization; multimedia and views; and systems demonstrations.

Networking 2004
  • Language: en
  • Pages: 1551

Networking 2004

This book constitutes the refereed proceedings of the Third IFIP-TC6 Networking Conference, NETWORKING 2004, held in Athens, Greece, in May 2004. The 103 revised full papers and 40 revised short papers were carefully reviewed and selected from 539 submissions. The papers are organized in topical sections on network security; TCP performance; ad-hoc networks; wavelength management; multicast; wireless network performance; inter-domain routing; packet classification and scheduling; services and monitoring; admission control; competition in networks; 3G/4G wireless systems; MPLS and related technologies; flow and congestion control; performance of IEEE 802.11; optical networks; TCP and congestion; key management; authentication and DOS prevention; energy aspects of wireless networks; optical network access; routing in ad-hoc networks; fault detection, restoration, and tolerance; QoS metrics, algorithms, and architecture; content distribution, caching, and replication; and routing theory and path computation.

Principles of Data Mining and Knowledge Discovery
  • Language: en
  • Pages: 534

Principles of Data Mining and Knowledge Discovery

  • Type: Book
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  • Published: 2003-08-02
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  • Publisher: Springer

This book constitutes the refereed proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery, PKDD 2002, held in Helsinki, Finland in August 2002. The 39 revised full papers presented together with 4 invited contributions were carefully reviewed and selected from numerous submissions. Among the topics covered are kernel methods, probabilistic methods, association rule mining, rough sets, sampling algorithms, pattern discovery, web text mining, meta data clustering, rule induction, information extraction, dependency detection, rare class prediction, classifier systems, text classification, temporal sequence analysis, unsupervised learning, time series analysis, medical data mining, etc.

Advances in Knowledge Discovery and Data Mining
  • Language: en
  • Pages: 731

Advances in Knowledge Discovery and Data Mining

This book constitutes the refereed proceedings of the 8th Pacific-Asia Conference on Knowledge Discovery and Data mining, PAKDD 2004, held in Sydney, Australia in May 2004. The 50 revised full papers and 31 revised short papers presented were carefully reviewed and selected from a total of 238 submissions. The papers are organized in topical sections on classification; clustering; association rules; novel algorithms; event mining, anomaly detection, and intrusion detection; ensemble learning; Bayesian network and graph mining; text mining; multimedia mining; text mining and Web mining; statistical methods, sequential data mining, and time series mining; and biomedical data mining.

String Processing and Information Retrieval
  • Language: en
  • Pages: 304

String Processing and Information Retrieval

This volumecontainsthe paperspresented atthe 15thString Processingand - formation Retrieval Symposium (SPIRE), held in Melbourne, Australia, during November 10–12, 2008. The papers presented at the symposium were selected from 54 papers s- mitted in response to the Call For Papers. Each submission was reviewed by a minimum of two, and usually three, Program Committee members, who are expertsdrawnfromaroundthe globe. Thecommittee accepted25papers (46%), with the successful authors also covering a broad rangeof continents. The paper “An E?cient Linear Space Algorithm for Consecutive Su?x Alignment Under Edit Distance” by Heikki Hyyr¨ o was selected for the Best Paper Award, while Dina S...

AI 2009: Advances in Artificial Intelligence
  • Language: en
  • Pages: 702

AI 2009: Advances in Artificial Intelligence

We are pleased to present this LNCS volume, the Proceedings of the 22nd A- tralasianJointConferenceonArti?cialIntelligence(AI2009),heldinMelbourne, Australia, December 1–4,2009.This long established annual regionalconference is a forum both for the presentation of researchadvances in arti?cial intelligence and for scienti?c interchange amongst researchers and practitioners in the ?eld of arti?cial intelligence. Conference attendees were also able to enjoy AI 2009 being co-located with the Australasian Data Mining Conference (AusDM 2009) and the 4th Australian Conference on Arti?cial Life (ACAL 2009). This year AI 2009 received 174 submissions, from authors of 30 di?erent countries. After a...

Information Security and Privacy
  • Language: en
  • Pages: 546

Information Security and Privacy

This book constitutes the refereed proceedings of the 8th Australasian Conference on Information Security and Privacy, ACISP 2003, held in Wollongong, Australia, in July 2003. The 42 revised full papers presented together with 3 invited contributions were carefully reviewed and selected from 158 submissions. The papers are organized in topical sections on privacy and anonymity, elliptic curve cryptography, cryptanalysis, mobile and network security, digital signatures, cryptosystems, key management, and theory and hash functions.