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1. |
Record Nr. |
UNISA996475763503316 |
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Autore |
Suzuki Joe |
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Titolo |
Kernel Methods for Machine Learning with Math and RaKernel methods for machine learning with math and R : 100 exercises for building logic / / Joe Suzuki |
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Pubbl/distr/stampa |
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Gateway East, Singapore : , : Springer, , [2022] |
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©2022 |
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ISBN |
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9789811903984 |
9789811903977 |
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Descrizione fisica |
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1 online resource (203 pages) |
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Disciplina |
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Soggetti |
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R (Computer program language) |
Kernel functions |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di bibliografia |
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Includes bibliographical references and index. |
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Nota di contenuto |
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Intro -- Preface -- How to Overcome Your Kernel Weakness -- What Makes KMMR Unique? -- Acknowledgments -- Contents -- 1 Positive Definite Kernels -- 1.1 Positive Definiteness of a Matrix -- 1.2 Kernels -- 1.3 Positive Definite Kernels -- 1.4 Probability -- 1.5 Bochner's Theorem -- 1.6 Kernels for Strings, Trees, and Graphs -- Appendix -- Exercises 1 sim 15 -- 2 Hilbert Spaces -- 2.1 Metric Spaces and Their Completeness -- 2.2 Linear Spaces and Inner Product Spaces -- 2.3 Hilbert Spaces -- 2.4 Projection Theorem -- 2.5 Linear Operators -- 2.6 Compact Operators -- Appendix: Proofs of Propositions -- Exercises -- 3 Reproducing Kernel Hilbert Space -- 3.1 RKHSs -- 3.2 Sobolev Space -- 3.3 Mercer's Theorem -- Appendix -- Exercises -- 4 Kernel Computations -- 4.1 Kernel Ridge Regression -- 4.2 Kernel Principle Component Analysis -- 4.3 Kernel SVM -- 4.4 Spline Curves -- 4.5 Random Fourier Features -- 4.6 Nyström Approximation -- 4.7 Incomplete Cholesky Decomposition -- Appendix -- Exercises 46sim64 -- 5 The MMD and HSIC -- 5.1 Random Variables in RKHSs -- 5.2 The MMD and Two-Sample Problem -- 5.3 The HSIC and Independence Test -- 5.4 Characteristic and Universal Kernels -- 5.5 Introduction to Empirical Processes -- Appendix -- 6 Gaussian Processes and Functional Data Analyses -- 6.1 Regression -- 6.2 |
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Classification -- 6.3 Gaussian Processes with Inducing Variables -- 6.4 Karhunen-Lóeve Expansion -- 6.5 Functional Data Analysis -- Appendix -- Exercises 83sim100 -- Appendix Bibliography. |
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2. |
Record Nr. |
UNINA9910141283703321 |
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Titolo |
A companion to the archaeology of the ancient Near East / / edited by D.T. Potts |
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Pubbl/distr/stampa |
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Malden, Mass., : Wiley-Blackwell, 2012 |
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ISBN |
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9786613615695 |
9781118362587 |
1118362586 |
9781782686767 |
1782686762 |
9781280585869 |
1280585862 |
9781444360769 |
1444360760 |
9781444360790 |
1444360795 |
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Descrizione fisica |
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1 online resource (1499 p.) |
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Collana |
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Blackwell companions to the ancient world |
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Altri autori (Persone) |
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Disciplina |
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Soggetti |
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Archaeology - Middle East |
Middle East Antiquities |
Middle East Civilization To 622 |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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Description based upon print version of record. |
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Nota di bibliografia |
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Includes bibliographical references and index. |
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Nota di contenuto |
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A COMPANION TO THE ARCHAEOLOGY OF THE ANCIENT NEAR EAST; Volume I; Contents; Illustrations; Tables; Notes on Contributors; Preface; Maps; PART I: The Framework; CHAPTER ONE: Introduction to Geography, Climate, Topography, and Hydrology; CHAPTER TWO: Antiquarianism, Copying, Collecting; CHAPTER THREE: Early Excavations (pre-1914); CHAPTER FOUR: The Foundations of Antiquities |
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Departments; CHAPTER FIVE: The Political Dimension of Archaeological Practices; CHAPTER SIX: The Antiquities Trade and the Destruction of Ancient Near Eastern Cultures |
PART II: Late Pleistocene and Early Holocene Hunters and GatherersCHAPTER SEVEN: The Levant; CHAPTER EIGHT: Anatolia; PART III: Developments in Farming, Animal Husbandry, and Technology; CHAPTER NINE: The Beginnings of Cereal Cultivation and Domestication in Southwest Asia; CHAPTER TEN: Fruit-Growing; CHAPTER ELEVEN: Animals in the Ancient World; CHAPTER TWELVE: Fish and Fishing; CHAPTER THIRTEEN: Lithic Industries During the Holocene Period; CHAPTER FOURTEEN: Irrigation; CHAPTER FIFTEEN: Ceramic Production; CHAPTER SIXTEEN: Metallurgy; CHAPTER SEVENTEEN: Glass; CHAPTER EIGHTEEN: Textiles |
CHAPTER NINETEEN: WatercraftPART IV: Varieties of Early Village and Town Life; CHAPTER TWENTY: The Northern Levant; CHAPTER TWENTY-ONE: The Southern Levant; CHAPTER TWENTY-TWO: Northern Mesopotamia; CHAPTER TWENTY-THREE: The Late Epipaleolithic, Neolithic, and Chalcolithic of the Anatolian Plateau, 13,000-4000 bc; CHAPTER TWENTY-FOUR: Southern Mesopotamia; CHAPTER TWENTY-FIVE: The Arabian Peninsula; CHAPTER TWENTY-SIX: The Iranian Plateau; CHAPTER TWENTY-SEVEN: Southwestern Iran; PART V: Bronze Age Cities of the Plains and the Highlands; CHAPTER TWENTY-EIGHT: Southern Mesopotamia |
CHAPTER TWENTY-NINE: Northern MesopotamiaCHAPTER THIRTY: The Anatolian Plateau; CHAPTER THIRTY-ONE: Iran; CHAPTER THIRTY-TWO: The Northern Levant; CHAPTER THIRTY-THREE: The Southern Levant; Volume II; Illustrations; Tables; Maps; PART VI: The Archaeology of Empire; CHAPTER THIRTY-FOUR: The Akkadian Period: Empire, Environment, and Imagination; CHAPTER THIRTY-FIVE: The Caucasus and the Near East; CHAPTER THIRTY-SIX: Central Asia, the Steppe, and the Near East, 2500-1500 bc; CHAPTER THIRTY-SEVEN: The Ur III, Old Babylonian, and Kassite Empires; CHAPTER THIRTY-EIGHT: The Hittite Empire |
CHAPTER THIRTY-NINE: Elam: Iran's First EmpireCHAPTER FORTY: India's Relations with Western Empires, 2300-600 bc; CHAPTER FORTY-ONE: Levantine Kingdoms of the Late Bronze Age; CHAPTER FORTY-TWO: Neo-Hittite and Phrygian Kingdoms of North Syria and Anatolia; CHAPTER FORTY-THREE: North Arabian Kingdoms; CHAPTER FORTY-FOUR: Egypt and the Near East; CHAPTER FORTY-FIVE: The Assyrian Heartland; CHAPTER FORTY-SIX: The Assyrians Abroad; CHAPTER FORTY-SEVEN: The Urartian Empire; CHAPTER FORTY-EIGHT: Iron Age Western Anatolia: The Lydian Empire and Dynastic Lycia |
CHAPTER FORTY-NINE: The Neo-Babylonian Empire |
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Sommario/riassunto |
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A comprehensive and authoritative overview of ancient material culture from the late Pleistocene to Late Antiquity Features up-to-date surveys and the latest information from major new excavations such as Qatna (Syria), Göbekli Tepe (Turkey)Includes a diverse range of perspectives by senior, mid-career and junior scholars in Europe, USA, Britain, Australia, and the Middle East for a truly international group Includes major reviews of the origins of agriculture, animal domestication, and archaeological landscapesIncludes chapters dealing with periods after |
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