Statistical Methods and Analyses for Optimization Algorithms and Artificial Intelligence
Abdul Hanif Halim, Swagatam Das
Häftad, 2026
516 kr
Metaheuristic Clustering
Inbunden, Engelska, 2009
Del i serien Studies in Computational Intelligence
1 102 kr
Beställningsvara. Skickas inom 10-15 vardagar. Fri frakt över 249 kr.
Fler format och utgåvor
Beskrivning
Cluster analysis means the organization of an unlabeled collection of objects or patterns into separate groups based on their similarity. The task of computerized data clustering has been approached from diverse domains of knowledge like graph theory, multivariate analysis, neural networks, fuzzy set theory, and so on. Clustering is often described as an unsupervised learning method but most of the traditional algorithms require a prior specification of the number of clusters in the data for guiding the partitioning process, thus making it not completely unsupervised. Modern data mining tools that predict future trends and behaviors for allowing businesses to make proactive and knowledge-driven decisions, demand fast and fully automatic clustering of very large datasets with minimal or no user intervention. In this volume, we formulate clustering as an optimization problem, where the best partitioning of a given dataset is achieved by minimizing/maximizing one (single-objective clustering) or more (multi-objective clustering) objective functions. Using several real world applications, we illustrate the performance of several metaheuristics, particularly the Differential Evolution algorithm when applied to both single and multi-objective clustering problems, where the number of clusters is not known beforehand and must be determined on the run. This volume comprises of 7 chapters including an introductory chapter giving the fundamental definitions and the last Chapter provides some important research challenges.Academics, scientists as well as engineers engaged in research, development and application of optimization techniques and data mining will find the comprehensive coverage of this book invaluable.
Produktinformation
Utforska kategorier
Recensioner i media
Innehållsförteckning
Hoppa över listan
Mer från samma författare
Del 31
Metaheuristic Approach to Protein Structure Prediction
Nanda Dulal Jana, Swagatam Das, Jaya Sil
Häftad, 2018
1 102 kr
Del 1092
Swarm, Evolutionary, and Memetic Computing and Fuzzy and Neural Computing
Aleš Zamuda, Swagatam Das, Ponnuthurai Nagaratnam Suganthan, Bijaya Ketan Panigrahi
Häftad, 2020
554 kr
Swarm, Evolutionary, and Memetic Computing and Fuzzy and Neural Computing
Bijaya Ketan Panigrahi, Ponnuthurai Nagaratnam Suganthan, Swagatam Das, Ales Zamuda
E-bok
2020718 kr
Del 1
Meta Heuristic Techniques in Software Engineering and Its Applications
Mihir Narayan Mohanty, Swagatam Das, Mitrabinda Ray, Bichitrananda Patra
Inbunden, 2022
1 703 kr
Meta Heuristic Techniques in Software Engineering and Its Applications
Bichitrananda Patra, Mitrabinda Ray, Swagatam Das, Mihir Narayan Mohanty
E-bok
20222 105 kr
Del 1
Meta Heuristic Techniques in Software Engineering and Its Applications
Mihir Narayan Mohanty, Swagatam Das, Mitrabinda Ray, Bichitrananda Patra
Häftad, 2023
1 703 kr
Del 50
Into a Deeper Understanding of Evolutionary Computing: Exploration, Exploitation, and Parameter Control
Abdul Hanif Abdul Halim, Swagatam Das, Idris Ismail
Inbunden, 2024
2 037 kr
Into a Deeper Understanding of Evolutionary Computing: Exploration, Exploitation, and Parameter Control
Idris Ismail, Swagatam Das, Abdul Hanif Abdul Halim
E-bok
20242 592 kr
Del 50
Into a Deeper Understanding of Evolutionary Computing: Exploration, Exploitation, and Parameter Control
Abdul Hanif Abdul Halim, Swagatam Das, Idris Ismail
Häftad, 2025
2 037 kr
Hoppa över listan
Mer från samma serie
Deep Learning in Computational Mechanics
Stefan Kollmannsberger, Davide D'Angella, Moritz Jokeit, Leon Herrmann
Häftad, 2022
719 kr
Prediction and Causality in Econometrics and Related Topics
Nguyen Ngoc Thach, Doan Thanh Ha, Nguyen Duc Trung, Vladik Kreinovich
Inbunden, 2021
2 262 kr
Del 12
Trends in Mathematics and Computational Intelligence
María Eugenia Cornejo, László T. Kóczy, Jesús Medina, Antonio Eduardo De Barros Ruano
Inbunden, 2018
1 102 kr
Advances in Neural Computation, Machine Learning, and Cognitive Research II
Boris Kryzhanovsky, Witali Dunin-Barkowski, Vladimir Redko, Yury Tiumentsev
Inbunden, 2018
2 135 kr
Interactions Between Computational Intelligence and Mathematics Part 2
László T. Kóczy, Jesús Medina-Moreno, Eloísa Ramírez-Poussa
Inbunden, 2018
1 102 kr
Hoppa över listan
Du kanske också är intresserad av
Del 178
Del 234
Parallel and Distributed Logic Programming
Alakananda Bhattacharya, Amit Konar, Ajit K. Mandal
Inbunden, 2006
1 698 kr
Del 437