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Data Science for Complex Systems

by Chakrabarti, Anindya S., Bakar, K. Shuvo, Chakraborti, Anirban

  • ISBN: 9781108844796
  • ISBN10: 1108844790

Data Science for Complex Systems

by Chakrabarti, Anindya S., Bakar, K. Shuvo, Chakraborti, Anirban

  • List Price: $69.99
  • Binding: Hardcover
  • Publisher: Cambridge University Press
  • Publish date: 05/31/2023
  • ISBN: 9781108844796
  • ISBN10: 1108844790
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Description: Preface; Part I. Introduction: 1. Facets of complex systems; Part II. Heterogeneity and Dependence: 2. Quantifying heterogeneity: Classical and Bayesian statistics; 3. Statistical analyses of time-varying phenomena; Part III. Patterns and Interlinkages: 4. Pattern recognition in complex systems: machine learning; 5. Interlinkages and heterogeneity: network theory. Part IV. Emergence: from Micros to Macro: 6. Interaction and emergence: agent-based models; 7. Epilogue; References; Index.
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