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Challenges in computational statistics and data mining / [edited by] Stan Matwin and Jan Mielniczuk.

Contributor(s): Series: Studies in computational intelligence ; v 605.Publication details: Cham : Springer, 2016.Description: x, 399 p. : illustrations ; 25 cmISBN:
  • 9783319187808
Subject(s): DDC classification:
  • 000SA.055 23 M445
Contents:
Evolutionary Computation for Real-World Problems / Mohammad Reza Bonyadi and Zbigniew Michalewicz -- Selection of Significant Features Using Monte Carlo Feature Selection / Susanne Bornelöv and Jan Komorowski -- ADX Algorithm for Supervised Classification / Michal Dramiński -- Estimation of Entropy from Subword Complexity / Łukasz Dębowski -- Exact Rates of Convergence of Kernel-Based Classification Rule / Maik Döring, László Györfi and Harro Walk -- Compound Bipolar Queries: A Step Towards an Enhanced Human Consistency and Human Friendliness / Janusz Kacprzyk and Sławomir Zadrożny -- Process Inspection by Attributes Using Predicted Data / Olgierd Hryniewicz -- Székely Regularization for Uplift Modeling / Szymon Jaroszewicz and Łukasz Zaniewicz -- Dominance-Based Rough Set Approach to Multiple Criterion Ranking with Sorting-specific Preference Information / Miłosz Kadziński, Roman Słowiński and Marcin Szelag -- On things not Seen / Marek Kimmel -- Network Capacity Bound for Personalized Bipartite PageRank / Miezaysław A. Kłoptek, Sławomir T. Wierzchoń, Robert A. Kłopteck and Elżbieta A. Kłoptek -- Dependence Factor as a Rule Evaluation Measure / Marzena Kryszkiewicz -- Recent Results on Quantlie Estimation Methods in Simulation Model / Adam Krzyżak -- Adaptive Monte Carlo Maximum Likelihood / Blażej Miasojedow, Wojciech Niemiro, Jan Palczewski and Wojciech Rejchel -- What Do We Choose When We Err? Model Selection and Testing for Misspecified Logistic Regression Revisited / Jan Mielniczuk and Pawel Teisseyre -- Semiparametric Inference Identification of Block-Oriented Systems / Mirosław Pawlak -- Dealing with Data Difficulty Factors While Learning from Imbalanced Data / Jerzy Stefanowski -- Personal Privacy Protection in a Time of Big Data / Marina Sokolova and Stan Matwin -- Data Based Modeling / James R. Thompson.
Summary: This volume contains nineteen research papers belonging to the areas of computational statistics, data mining, and their applications. Those papers, all written specifically for this volume, are their authors? contributions to honour and celebrate Professor Jacek Koronacki on the occcasion of his 70th birthday. The book?s related and often interconnected topics, represent Jacek Koronacki?s research interests and their evolution. They also clearly indicate how close the areas of computational statistics and data mining are.
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Holdings
Item type Current library Call number Status Date due Barcode Item holds
Books ISI Library, Kolkata 000SA.055 M445 (Browse shelf(Opens below)) Available 136993
Total holds: 0

Evolutionary Computation for Real-World Problems / Mohammad Reza Bonyadi and Zbigniew Michalewicz --
Selection of Significant Features Using Monte Carlo Feature Selection / Susanne Bornelöv and Jan Komorowski --
ADX Algorithm for Supervised Classification / Michal Dramiński --
Estimation of Entropy from Subword Complexity / Łukasz Dębowski --
Exact Rates of Convergence of Kernel-Based Classification Rule / Maik Döring, László Györfi and Harro Walk --
Compound Bipolar Queries: A Step Towards an Enhanced Human Consistency and Human Friendliness / Janusz Kacprzyk and Sławomir Zadrożny --
Process Inspection by Attributes Using Predicted Data / Olgierd Hryniewicz --
Székely Regularization for Uplift Modeling / Szymon Jaroszewicz and Łukasz Zaniewicz --
Dominance-Based Rough Set Approach to Multiple Criterion Ranking with Sorting-specific Preference Information / Miłosz Kadziński, Roman Słowiński and Marcin Szelag --
On things not Seen / Marek Kimmel --
Network Capacity Bound for Personalized Bipartite PageRank / Miezaysław A. Kłoptek, Sławomir T. Wierzchoń, Robert A. Kłopteck and Elżbieta A. Kłoptek --
Dependence Factor as a Rule Evaluation Measure / Marzena Kryszkiewicz --
Recent Results on Quantlie Estimation Methods in Simulation Model / Adam Krzyżak --
Adaptive Monte Carlo Maximum Likelihood / Blażej Miasojedow, Wojciech Niemiro, Jan Palczewski and Wojciech Rejchel --
What Do We Choose When We Err? Model Selection and Testing for Misspecified Logistic Regression Revisited / Jan Mielniczuk and Pawel Teisseyre --
Semiparametric Inference Identification of Block-Oriented Systems / Mirosław Pawlak --
Dealing with Data Difficulty Factors While Learning from Imbalanced Data / Jerzy Stefanowski --
Personal Privacy Protection in a Time of Big Data / Marina Sokolova and Stan Matwin --
Data Based Modeling / James R. Thompson.

This volume contains nineteen research papers belonging to the areas of computational statistics, data mining, and their applications. Those papers, all written specifically for this volume, are their authors? contributions to honour and celebrate Professor Jacek Koronacki on the occcasion of his 70th birthday. The book?s related and often interconnected topics, represent Jacek Koronacki?s research interests and their evolution. They also clearly indicate how close the areas of computational statistics and data mining are.

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