ALBERT

Note: Preliminary remarks Papers of the Plenary Sessions Kautzleben, Heinz: Some Actual Problems in the Interpretation of Geodynamic Processes Massevitsch, A. G.: Results of Co-Operation in Section 6 of the Intercosmos Program Chovitz, Bernard H.: Monitoring Geodetic Networks by Space Techniques Mather, R. S.: Some Possibilities for Recovering Oceanographic Information from the SEASAT Missions Burša, Milan: Some Problems on the Dynamics of the Earth-Moon-System Treder, Hans-Jürgen: Nach-Newtonsche Korrekturen zur Dynamik des Systems Erde - Mond und ihre Bedeutung für die relativistischen Gravitationstheorien Eržanov, Z. S.: Secular Polar Motion of the Earth and its Parameters Computation from Artificial Satellites Observations Pellinen, L. P.: 1 Recent Possibilities for the Determination of the Geopotential from Terrestrial and Satellite Data Vyskočil, Pavel: Some Relationships between Vertical Recent Movements of the Earth's Surface and Deep Crustal Structure Bulygina, O. M.; Surnin, Ju. V.; Tatevjan, S. K.: Использование Метода "Коротких Дуг" для Опредения Координат Наземных Станций Montag, Horst; Gendt, Gerd: Coordinate Determination of Stations of the "Large Chords" Project by the Semidynamic Method Balmino, Georges; Reigber, Christoph; Moynot, Bernard: Further Evaluation of the GRIM 2 Earth Gravity Field Model

Note: Contents of Part I. p. vii - viii Part I: Characterization and Interpretation of Structural Variations with Temperature and Pressure Chapter 1. Principles of Comparative Crystal Chemistry by Robert M. Hazen, Robert T. Downs, and Charles T. Prewitt, p. 1 - 34 Chapter 2. Equations of State by Ross J. Angel, p. 35 - 60 Chapter 3. Analysis of Harmonic Displacement Factors by Robert T. Downs, p. 61 - 88 Chapter 4. Animation of Crystal Structure Variations with Pressure, Temperature and Composition by Robert T. Downs and P.J. Heese, p. 89 - 118 Part II: Variation of Structures with Temperature and Pressure Contents of Part II. p. 119 - 122 Chapter 5. Systematics of High-Pressure Silicate Structures by Larry W. Finger and Robert M. Hazen, p. 123 - 156 Chapter 6. Comparative Crystal Chemistry of Dense Oxide Minerals by Joseph R. Smyth, Steven D. Jacobsen, and Robert M. Hazen, p. 157 - 186 Chapter 7. Comparative Crystal Chemistry of Orthosilicate Minerals by Joseph R. Smyth, Steven D. Jacobsen, and Robert M. Hazen, p. 187 - 210 Chapter 8. Chain and Layer Silicates at High Temperatures and Pressures by Hexiong Yang and Charles T. Prewitt, p. 211 - 256 Chapter 9. Framework Structures by Nancy L. Ross, p. 257 - 288 Chapter 10. Structural Variations in Carbonates by Simon A.T. Redfern, p. 289 - 308 Chapter 11. Hydrous Phases and Hydrogen Bonding at High Pressure by Charles T. Prewitt and John B. Parise, p. 309 - 334 Chapter 12. Molecular Crystals by Russell J. Hemley and Przemyslaw Dera, p. 335 - 420 Part III: Experimental Techniques Contents of Part III. p. 421 - 424 Chapter 13. High-Temperature Devices and Environmental Cells for X-ray and Neutron Diffraction Experiments by Ronald C. Peterson and Hexiong Yang, p. 425 - 444 Chapter 14. High-Pressure Single-Crystal Techniques by Ronald Miletich, David R. Allan, and Werner F. Kuhs, p. 445 - 520 Chapter 15. High-Pressure and High-Temperature Powder Diffraction by Yingwei Fei and Yanbin Wang, p. 521 - 558 Chapter 16. High-Temperature­High-Pressure Diffractometry by Ross J. Angel, Robert T. Downs, and Larry W. Finger, p. 559 - 596

Note: Table of Contents: 1 The Solid Phase of Marine Sediments / DIETER K. FÜTTERER 1.1 Introduction 1.2 Sources and Components of Marine Sediments 1.2.1 Lithogenous Sediments 1.2.2 Biogenous Sediments 1.2.3 Hydrogenous Sediments 1.3 Classification of Marine Sediments 1.3.1 Terrigenous Sediments 1.3.2 Deep-Sea Sediments 1.4 Global Patterns of Sediment Distribution 1.4.1 Distribution Patterns of Shelf Sediments 1.4.2 Distribution Patterns of Deep-Sea Sediments 1.4.3 Distribution Patterns of Glay Minerals 1.4.4 Sedimentation Rates 2 Geophysical Perspectives in Marine Sediments 2.1 Physical Properties of Marine Sediments / MONIKA BREITZKE 2.1.1 Introduction 2.1.2 Porosity and Wet Bulk Density 2.1.2.1 Analysis by Weight and Volume 2.1.2.2 Gamma Ray Attenuation 2.1.2.3 Electrical Resistivity (Galvanic Method) 2.1.2.4 Electrical Resistivity (Inductive Method) 2.1.3 Permeability 2.1.4 Acoustic and Elastic Properties 2.1.4.1 Biot-Stoll Model 2.1.4.2 Full Waveform Ultrasonic Gore Logging 2.1.5 Sediment Classification 2.1.5.1 Full Waveform Gore Logs as Acoustic Images 2.1.5.2 P-and S-Wave Velocity, Attenuation, Elastic Moduli and Permeability 2.1.6 Sediment Echosounding 2.1.6.1 Synthetic Seismograms 2.1.6.2 Narrow-Beam Parasound Echosounder Recordings 2.2 Sedimentary Magnetism / ULRICH BLEIL 2.2.1 Introduction 2.2.2 Biogenie Magnetic Minerals in Marine Sediments 2.2.3 Reduction Diagenesis of Magnetic Minerals in Marine Environments 3 Quantification of Early Diagenesis: Dissolved Constituents in Marine Pore Water / HORST D. SCHULZ 3.1 Introduction: How to Read Pore Water Concentration Profiles 3.2 Calculation of Diffusive Fluxes and Diagenetic Reaction Rates 3.2.1 Steady State and Non-Steady State Situations 3.2.2 The Steady State Situation and Fick's First Law of Diffusion 3.2.3 Quantitative Evaluation of Steady State Concentration Profiles 3.2.4 The Non-Steady State Situation and Fick's Second Law of Diffusion 3.2.5 The Primary Redox-Reactions: Degradation of Organic Matter 3.3 Sampling of Pore Water for Ex-Situ Measurements 3.3.1 Obtaining Sampies of Sediment for the Analysis of Pore Water 3.3.2 Pore Water Extraction from the Sediment 3.3.3 Storage, Transport and Preservation of Pore Water 3.4 Analyzing Constituents in Pore Water, Typical Profiles 3.5 In-Situ Measurements 3.6 Influence of Bioturbation, Bioirrigation, and Advection 4 Organic Matter: The Driving Force for Early Diagenesis / JÜRGEN RULLKÖTTER 4.1 The Organic Carbon Cycle 4.2 Organic Matter Accumulation in Sediments 4.2.1 Productivity Versus Preservation 4.2.2 Primary Production of Organic Matter and Export to the Ocean Bottom 4.2.3 Transport of Organic Matter through the Water Column 4.2.4 The Influence of Sedimentation Rate on Organic Matter Burial 4.2.5 Allochthonous Organic Matter in Marine Sediments 4.3 Early Diagenesis 4.3.1 The Organic Carbon Content of Marine Sediments 4.3.2 Chemical Composition of Biomass 4.3.3 The Principle of Selective Preservation 4.3.4 The Formation of Fossil Organic Matter and its Bulk Composition 4.3.5 Early Diagenesis at the Molecular Level 4.3.6 Biological Markers (Molecular Fossils) 4.4 Organic Geochemical Proxies 4.4.1 Total Organic Carbon and Sulfur 4.4.2 Marine Versus Terrigenous Organic Matter 4.4.3 Molecular Paleo-Seawater Temperature and Climate Indicators 4.5 Analytical Techniques 4.5.1 Sam pie Requirements 4.5.2 Elemental and Bulk Isotope Analysis 4.5.3 Rock-Eval Pyrolysis and Pyrolysis Gas Chromatography 4.5.4 Organic Petrography 4.5.5 Bitumen Analysis 4.6 The Future of Marine Geochemistry of Organic Matter 5 Bacteria and Marine Biogeochemistry / Bo BARKER JORGENSEN 5.1 Role of Microorganisms 5.1.1 From Geochemistry to Microbiology - and back 5.1.2 Approaches in Marine Biogeochemistry 5.2 Life and Environments at Small Scale 5.2.1 Hydrodynamics of Low Reynolds Numbers 5.2.2 Diffusion at Small Scale 5.2.3 Diffusive Boundary Layers 5.3 Regulation and Limits of Microbial Processes 5.3.1 Substrate Uptake by Microorganisms 5.3.2 Temperature as a Regulating Factor 5.3.3 Other Regulating Factors 5.4 Energy Metabolism of Prokaryotes 5.4.1 Free Energy 5.4.2 Reduction-Oxidation Processes 5.4.3 Relations to Oxygen 5.4.4 Definitions of Energy Metabolism 5.4.5 Energy Metabolism of Microorganisms 5.4.6 Chemolithotrophs 5.4.7 Respiration and Fermentation 5.5 Pathways of Organic Matter Degradation 5.5.1 Depolymerization of Macromolecules 5.5.2 Aerobic and Anaerobic Mineralization 5.5.3 Depth Zonation of Oxidants 5.6 Methods in Biogeochemistry 5.6.1 Incubation Experiments 5.6.2 Radioactive Tracers 5.6.3 Example: Sulfate Reduction 5.6.4 Specific Inhibitors 5.6.5 Other Methods 6 Early Diagenesis at the Benthic Boundary Layer: Oxygen and Nitrate in Marine Sediments / CHRISTIAN HENSEN AND MATTHIAS ZABEL 6.1 Introduction 6.2 Oxygen and Nitrate Distribution in Seawater 6.3 The Role of Oxygen and Nitrate in Marine Sediments 6.3.1 Respiration and Redox Processes 6.3.1.1 Nitrification and Denitrification 6.3.1.2 Coupling of Oxygen and Nitrate to other Redox Pathways 6.3.2 Determination of Consumption Rates and Senthic Fluxes 6.3.2.1 Fluxes and Concentration Profiles Determined by In-Situ Devices 6.3.2.2 Ex-Situ Pore Water Data from Deep-Sea Sediments 6.3.2.3 Determination of Denitrification Rates 6.3.3 Oxic Respiration, Nitrification and Denitrification in Different Marine Environments 6.3.3.1 Quantification of Rates and Fluxes 6.3.3.2 Variation in Different Marine Environments: Case Studies 6.4 Summary 7 The Reactivity of Iron / RALF R. HAESE 7.1 Introduction 7.2 Pathways of Iron Input to Marine Sediments 7.2.1 Fluvial Input 7.2.2 Aeolian Input 7.3 Iron as a Limiting Nutrient for Primary Productivity 7.4 The Early Diagenesis of Iron in Sediments 7.4.1 Dissimilatary Iran Reductian 7.4.2 Solid Phase Ferric Iron and its Bioavailability 7.4.2.1 Properties of Iron Oxides 7.4.2.2 Bioavailability of Iron Oxides 7.4.2.3 Bioavailability of Sheet Silicate Sound Ferric lron 7.4.3 Iron and Manganese Redax Cycles 7.4.4 Iron Reactivity towards S, O2, Mn, NO3, P, HCO3, and Si-AI 7.4.4.1 lron Reduction by HS and Ligands 7.4.4.2 Iron Oxidation by O2, NO3, and Mn4+ 7.4.4.3 Iron-Sound Phosphorus 7.4.4.4 The Formation of Siderite 7.4.4.5 The Formation of lron Searing Aluminosilicates 7.4.5 Discussion: The Importance of Fe-and Mn-Reactivity in Various Enyironments 7.5 The Assay for Ferric and Ferrous Iron 8 Sulfate Reduction in Marine Sediments / SABINE KASTEN AND BO BARKER JØRGENSEN 8.1 Introduction 8.2 Sulfate Reduction and the Degradation of Organic Matter 8.3 Biotic and Abiotic Processes Coupled to Sulfate Reduction 8.3.1 Pyrite Formation 8.3.2 Effects of Sulfate Reduction on Sedimentary Solid Phases 8.4 Determination of Sulfate Reduction Rates 9 Marine Carbonates: Their Formation and Destruction / RALPH R. SCHNEIDER, HORST D. SCHULZ AND CHRISTIAN HENSEN 9.1 Introduction 9.2 Marine Environments of Carbonate Production and Accumulation 9.2.1 Shallow-Water Carbonates 9.2.2 Pelagic Calcareous Sediments 9.3 The Calcite-Carbonate-Equilibrium in Marine Aquatic Systems 9.3.1 Primary Reactions of the Calcite-Carbonate-Equilibrium with Atmospheric Contact in Infinitely Diluted Solutions 9.3.2 Primary Reactions of the Calcite-Carbonate-Equilibrium without Atmospheric Contact 9.3.3 Secondary Reactions of the Calcite-Carbonate-Equilibrium in Seawater 9.3.4 Examples for Calculation of the Calcite-Carbonate-Equilibrium in Ocean Waters 9.4 Carbonate Reservoir Sizes and Fluxes between Particulate and Dissolved Reservoirs 9.4.1 Production Versus Dissolution of Pelagic Carbonates 9.4.2 Inorganic and Organic Carbon Release trom Deep-Sea Sediments 10 Influences of Geochemical Processes on Stable Isotope Distribution in Marine Sediments / TORSTEN SICKERT 10.1 Introduction 10.2 Fundamentals 10.2.1 Principles of Isotopic Fractionation 10.2.2 Analytical Procedures 10.3 Geochemicallnfluences on 18O/16O Ratios 10.3.1 δ18O of Seawater 10.3.2 δ18O in Marine Carbonates 10.4 Geochemical Influences on 13C/12C Ratios 10.4.1

Note: Contents: Acknowledgements. - 1. Introduction. - Soviet climatological thought. - Content and organization of this volume. - References and further reading. - 2. General analysis of climatic controls. - Atmospheric circulation over the U.S.S.R. - Fronts, cyclones, and anticyclones. - Winter. - Summer. - Air masses and regionalization. - References and further reading. - 3. European U.S.S.R. and Western Siberia. - Definition of the region. - Circulation features. - Cyclogenesis and cyclone tracks. - Synoptic situations and associated air masses. - Air flows. - Air masses. - Moisture flux. - Subregions. - The south. - Nature of the region, Air masses, Cloudiness and precipitation, Wind, Weather types. - The central region. - Carpathians, Weather types. - The European northwest. - The European northeast. - The Urals. - Western Siberia. - The tundra zone, The forest zone, The steppe zone. - References and further reading. - 4. Eastern Siberia. - Definition of the region. - Pressure systems and weather. - Winter. - Spring. - Summer. - Autumn. - Regional description. - References and further reading. - 5. Far East. - Introduction. - Atmospheric circulation and precipitation processes. - Climatic regions. - The southwestern region. - The northeastern region. - References and further reading. - 6. Central Asia. - Definition of the region. - General atmospheric flow and synoptic processes. - Cyclonic storms. - Local winds. - Moisture conditions. - Precipitation regime. - Snow and ice. - Thunderstorms and hail. - Clouds and fog. - Thermal conditions. - References and further reading. - 7. The Caucasus. - Topography. - Atmospheric circulation. - Local circulations and associated weather. - Precipitation. - Sunshine, clouds, and precipitation frequencies. - Fog, snow, glaze, and thunderstorms. - Radiation and temperature. - Climatic regions of the Caucasus. - Northern Caucasus. - The high mountain zone of the Great Caucasus. - Western Transcaucasus. - Eastern Transcaucasus. - The Talysh region. - The Armenian Plateau and the Lesser Caucasus. - References and further reading. - 8. The thermal factor. - Radiation components. - Global radiation. - Direct and scattered radiation. - Reflectivity, absorption, and terrestrial radiation. - Heat balance at the earth's surface. - Radiation balance. - Heat expended on evaporation. - Turbulent heat exchange. - Heat advection. - Latent heat. - Sensible heat. - Temperature. - Temperature means. - Temperature anomalies. - Temperature variations. - Critical temperatures. - References and further reading. - 9. The moisture factor. - Atmospheric moisture content and moisture flux. - Moisture content and moisture flux over European U.S.S.R. - Humidity. - Clouds and fog. - Fog. - Precipitation. - Frequency, intensity, and duration. - Variability. - Precipitation type. - Thunderstorms and hail, Snow, Glaze and rime. - Water losses. - Evaporation. - Stream runoff. - Moisture balance, drought, and sukhovey. - References and further reading. - 10. Wind. - References and further reading. - 11. Climate distribution. - Classification schemes. - The Grigor'yev-Budyko scheme. - Moisture distribution. - Thermal distribution. - Climatic regions. - References and further reading. - Appendix - climatic tables. - Reference Index. - Geographical index. - Subject index.

Note: Contents: Part I: Dynamics of the Green Transition; 1. Introduction; 2. Evolutionary Dynamics of Our Industrial Civilization; 3. Ecomodernization –with ‘Chinese Characteristics’; 4. Sociotechnical Transitions: A Sixth Wave; 5. No Wonder China and India Are Pursuing Green Growth Strategies So Vigorously; 6. Finance Now Playing a Central Role in the Green Shift; 7. Can the China Model Be Utilized by Other Industrializing Countries?; 8. Green Growth Development Strategies, Local Content Requirements and World Trade; 9. Farewell Fossil Fuels; Part II: Sixth Wave Eco- Innovations; 10. Global Population Peaking […] and Urbanizing; 11. Energy That Is Clean, Cheap, Abundant – and Safe; 12. Reframing Renewables as Enhancing Energy Security; 13. The Myths of ‘Renewistan’; 14. Recirculation and Regeneration of Resources (Circular Economy); 15. Food and Fresh Water Production; 16. Energy, Water, Food for Cities: Deploying a Positive Triple Nexus; 17. Eco- Cities of the Future; 18. When Ceres Meets Gaia; Bibliography; Index.

Note: Chapter 1 (Introduction) - New Rules: Old Lessons? -- Chapter 2 - A New Starting Point: ‘Values-up’ not ‘Numbers-down’ -- Chapter 3 - New stories: Frames and Narratives for building public engagement -- Chapter 4 - New social norms: breaking the ‘climate silence’ -- Chapter 5 - New Voices: Shifting the debate from scientific to social reality -- Chapter 6 - New Rules: A Blueprint for public engagement on energy and climate change

Note: Contents: Introduction ; Chapter 1. Dignity in Homer and Classical Greece ; Chapter 2. Dignity in Roman and Stoic Thought ; Reflection: Dignity in Confucian and Buddhist Thought ; Chapter 3. Dignity After the Fall ; Chapter 4. Islamic Conceptions of Dignity: Historical Trajectories and Paradigms ; Chapter 5. Dignity, Vile Bodies and Nakedness: Giovanni Pico and Giannozzo Manetti ; Reflection: Portraiture, Social Positioning, and Displays of Dignity in Early Modern London ; Chapter 6. Equal Dignity and Rights ; Chapter 7. Human Dignity Before Kant: Denis Diderot's Passionate Person ; Chapter 8. Dignity: Kant's Revolutionary Conception ; Reflection: A Time For Dignity ; Chapter 9. Bourgeois Dignity: Making the Self-Made Man ; Reflection: Taking refuge from history in morality: Marx, Morality, and Dignity ; Chapter 10. Universalizing Dignity in the Nineteenth Century ; Reflection: Why Bioethics isn't Ready for Human Dignity ; Chapter 11. Sympathy and Dignity in Early Africana Philosophy ; Reflection: Death and Dignity in American Law

Note: Contents: 1 Future water use in the Guanting basin under climate change and socio-economic transition ; 2 The geographical setting for integrated water resource management in the Guanting basin ; 3 Regional climate modeling ; 4 Simulation of natural water availability with the eco-hydrological model SWIM ; 5 Quality assessment of SWIM-Guanting simulations ; 6 Regionalization of socio-economic scenarios and adaptation options for the Guanting basin ; 7 Water Quantity Management – the Model WBalMo ; 8 Monitoring of trophic status and phytoplankton in water bodies of the Guanting basin ; 9 Water quality management: modeling of nutrient emissions with MONERIS ; 10 Reservoirs of the Guanting basin ; 11 Impacts and adaptation ; 12 Exploring alternative water distribution rules with behavioral irrigation experiments ; 13 InfoSYS Guanting ; Glossary

Note: Contents: INTRODUCTION ; Part 1 ASIA AND THE PACIFIC AT A GLANCE ; Part 2 CLIMATE CHANGE IN ASIA AND THE PACIFIC: OBSERVATIONS AND PROJECTIONS ; Part 3 CLIMATE CHANGE IMPACTS ON HUMAN SYSTEMS IN ASIA AND THE PACIFIC ; CONCLUSION

Note: Contents: The Theory of Externalities and Public Goods: The Lifework of Richard Cornes ; Efficiency in Contests Between Groups ; Multiple-Aggregate Games ; Strategic Coalition Formation in Global Public Good Provision ; Evolution of Consistent Conjectures in Semi-aggregative Representation of Games, with Applications to Public Good Games and Contests ; Mixed-Strategy Kant-Nash Equilibrium and Private Contributions to a Public Good ; Social Creation of Pro-social Preferences for Collective Action ; Community Size and Public Goods in Hume’s Treatise of Human Nature ; Decentralized Leadership ; Debt NeutralityWithout Altruism: Voluntary Contributions to Public Goods as ‘Operative Linkages’ ; Counterterrorism: A Public Goods Approach ; Linguistic Assimilation and Ethno-religious Conflict ; International Carbon Trade and National Taxes: Distributional Impacts of Double Regulation ; Thinking Local but Acting Global? The Interplay Between Local and Global Internalization of Externalities ; Showdown in Schönau: A Contest Case Study

Note: Contents: 1. Introduction ; 2. Observing Behavior ; 3 Asking Questions ; 4. Running Experiments ; 5. Creating Mass Collaboration ; 6. Ethics ; 7. The Future

Note: Contents: 1 Business-Cycle Facts Around the World ; 2 An Open Endowment Economy ; 3 An Open Economy with Capital ; 4 The Open Economy Real-Business-Cycle Model ; 5 Business Cycles in Emerging Countries: Productivity Shocks versus Financial Friction ; 6 Interest-Rate Shocks ; 7 Importable Goods, Exportable Goods, and the Terms of Trade ; 8 Nontradable Goods and the Real Exchange Rate ; 9 Nominal Rigidity, Exchange Rates, and Unemployment ; 10 Exchange-Rate Policy and Capital Controls ; 11 Policy Credibility and Balance-of-Payments Crises ; 12 Financial Frictions and Aggregate Instability ; 13 Sovereign Default

Note: Foreword xiii Preface xv Acknowledgments xxi About the Authors xxiii Part I: Data Science with Hadoop-An Overview 1 Chapter 1: Introduction to Data Science 3 What Is Data Science? 3 Example: Search Advertising 4 A Bit of Data Science History 5 Becoming a Data Scientist 8 Building a Data Science Team 12 The Data Science Project Life Cycle 13 Managing a Data Science Project 18 Summary 18 Chapter 2: Use Cases for Data Science 19 Big Data-A Driver of Change 19 Business Use Cases 21 Summary 29 Chapter 3: Hadoop and Data Science 31 What Is Hadoop? 31 Hadoop's Evolution 37 Hadoop Tools for Data Science 38 Why Hadoop Is Useful to Data Scientists 46 Summary 51 Part II: Preparing and Visualizing Data with Hadoop 53 Chapter 4: Getting Data into Hadoop 55 Hadoop as a Data Lake 56 The Hadoop Distributed File System (HDFS) 58 Direct File Transfer to Hadoop HDFS 58 Importing Data from Files into Hive Tables 59 Importing Data into Hive Tables Using Spark 62 Using Apache Sqoop to Acquire Relational Data 65 Using Apache Flume to Acquire Data Streams 74 Manage Hadoop Work and Data Flows with Apache Oozie 79 Apache Falcon 81 What's Next in Data Ingestion? 82 Summary 82 Chapter 5: Data Munging with Hadoop 85 Why Hadoop for Data Munging? 86 Data Quality 86 The Feature Matrix 93 Summary 106 Chapter 6: Exploring and Visualizing Data 107 Why Visualize Data? 107 Creating Visualizations 112 Using Visualization for Data Science 121 Popular Visualization Tools 121 Visualizing Big Data with Hadoop 123 Summary 124 Part III: Applying Data Modeling with Hadoop 125 Chapter 7: Machine Learning with Hadoop 127 Overview of Machine Learning 127 Terminology 128 Task Types in Machine Learning 129 Big Data and Machine Learning 130 Tools for Machine Learning 131 The Future of Machine Learning and Artificial Intelligence 132 Summary 132 Chapter 8: Predictive Modeling 133 Overview of Predictive Modeling 133 Classification Versus Regression 134 Evaluating Predictive Models 136 Supervised Learning Algorithms 140 Building Big Data Predictive Model Solutions 141 Example: Sentiment Analysis 145 Summary 150 Chapter 9: Clustering 151 Overview of Clustering 151 Uses of Clustering 152 Designing a Similarity Measure 153 Clustering Algorithms 154 Example: Clustering Algorithms 155 Evaluating the Clusters and Choosing the Number of Clusters 157 Building Big Data Clustering Solutions 158 Example: Topic Modeling with Latent Dirichlet Allocation 160 Summary 163 Chapter 10: Anomaly Detection with Hadoop 165 Overview 165 Uses of Anomaly Detection 166 Types of Anomalies in Data 166 Approaches to Anomaly Detection 167 Tuning Anomaly Detection Systems 170 Building a Big Data Anomaly Detection Solution with Hadoop 171 Example: Detecting Network Intrusions 172 Summary 179 Chapter 11: Natural Language Processing 181 Natural Language Processing 181 Tooling for NLP in Hadoop 184 Textual Representations 187 Sentiment Analysis Example 189 Summary 193 Chapter 12: Data Science with Hadoop-The Next Frontier 195 Automated Data Discovery 195 Deep Learning 197 Summary 199 Appendix A: Book Web Page and Code Download 201 Appendix B: HDFS Quick Start 203 Quick Command Dereference 204 Appendix C: Additional Background on Data Science and Apache Hadoop and Spark 209 General Hadoop/Spark Information 209 Hadoop/Spark Installation Recipes 210 HDFS 210 MapReduce 211 Spark 211 Essential Tools 211 Machine Learning 212 Index 213

Note: Use of Satellite Observations Sehnal, L., The Aerodynamic Lift in the Satellite Dynamics Ill, M., Über die Nord-Süd Asymmetrie der hohen Atmosphäre Иллеш-Алмар, Е. Анализ изменения плотности верхней атмосферы с 27-дневным циклом Кутаенко, Б.В., Оценка возможного повышения точности расчета положения ИСЗ при использовании прогнозируемых значений индексов геомагнитной возмущенности в солнечной активности Almár, L.; Horvath, A.; Illes-almár, E., New Results Concerning the Geomagnetic Effect in the Upper Atmosphere Vorbrich, K., Some Results of the Examination of the SBG Camera at Borowiec Георгиев, Н., Использование промежуточной орбиты ИЗС при решении геодезических задач Latka, Jan, The Determination of the Earth Gravity Field by use of Satellite Gradiometry Halme, Seppo J.; Paunonen, Matti; Sharma, A.B.R.; Kakkuri, Juhani; Kalliomäki, Kari (Presented by T.J. Kukkamäki), The Satellite Laser of Finland Neubert, Reinhart; Fischer, Harald, lmprovement of the Potsdam Laser Ranging Equipment Schillak, S.; Wnuk, E., Satellite Laser Ranging Station at Borowiec Hiršl, P.; Krajiček, V.; Pfeifer, M., Event Timer for the Second Generation Laser Radar Wilson, P.; Seeger, H.; Nottarp, K., The new Nd-YAG Laser-Ranging System for the Satellite Observation Station at Wettzell Hovorka, F.; Konrad, M., Utekal, J., Satellite Laser Ranging at Hradec Králové Mihaly, Sz., Possibilities in Improving Claseical Networks by Satellite Geodesy Батраков, Ю.В.; Никольская, Т.К., Об оптимальных условиях определения координат станций полудинамическим методом Stange, L.; Swiatek, K., On the Derivation of Long Terrestrial Distances from Laser Observations of Artificial Satellites Adam, J., Determination of Station Coordinates from Laser Observations Goral, Wladyslaw, Iterative Methods of Determination of Station Co-ordinates and Orbital Satellite Elements from DOPPLER Observations Halmos, F.; Szadeczky-Kardoss, Gy., Computation of Geodesics from Chord-Lengths Marek, K.-H.; Rehse, H., A Technology of Stellar Triangulation by Means of Balloon-Borne Beacons Кабелач, Йосеф, Триангуляция на высокие цели с помощью самолётов, если имеются направления и расстояния Хорват, А.; Хорват, П.; Петер, И., Дигитвизуальный телескоп для наблюдения ИСЗ Maase, E., Fernsehaufnahmesystem für die Ortung von Satelliten Stupak, T.; Vorbrich, K.; Wieckowski, J., Some Experiments with Satellite-Navigation Doppler Receivers Magnavox 'MX-902' and 'ITT-6001' Жагар, Ю.Х., Применение промежуточных орбит для прогнозирования движения ИСЗ Аксёнов, Е.П.; Вашковьяк, С.Н.; Емельянов, Н.В.; Определение орбит по по оптическим и лазерным наблюдениям Kostalecky, J., Tidal Movement of Satellite Stations Klokocnik, Jaroslaw, Determination of the Lumped Coefficients of 14th-Order from the Inclination Changes of the Interkosmos 9 and 10 Satellites Прилепин, М.Т., Заболотный, Н.С., Уточнение поправок на влтяегте атмосферы при изучении колебаний полюса Земли Swierkowska, Stanislawa, Stellar Testing Catalogue Kurzynska, Krystyna, The Influence of Refraction on Positional Observations of Earth's Artificial Satellites Касименко, Т.В.; Янковская, И.А., Исследование вариаций плотности атмосферы Земли по торможению спутника "Ореол" Adam, J., Accuracy Investigation of Simultaneous Photographic and Laser Observations of Artificial Satellites Hiršl, Petr, Retroreflector Shape - One of the Sources of Errors Gesamtinhaltsverzeichnis

Note: Global and Planetary Dynamics of the Earth Grafarend, E.; Hauer, K., The Equlibrium Figure of the Earth Burša, Milan, Gravity Field of Mars Tscherning, C.C., Models for the Auto- and Cross Covariances between Maas Density Anomalies and First and Second Order Derivatives of the Anomalous Potential of the Earth Holota, Petr Determination of the Free Boundary in Potential Theory, the Boundary Problem of Physical Geodesy Cannon, W.H.; Langley, R.B.; Petrachenko, W.T., Transatlantic Geodesy by Long Baseline Interferometry Jochmann, H., The Determination of the Length of the Chandler-Wobble by Comparison of the Astronomie Determined Annual Period of Polar Motion with the Period Calculated from Air Maas Shifts Hristov, Wladimir K., Bemerkungen zur Ableitung der Bewegung des Poles und der Weltzeit 1 Groten, E.; Schaab, H., Alternative Determinations of Geodetic Datum Shifts Barta, György, The Surface Mass Distribution of the Earth and the Geoid Figure Groten, E., Über den deterministischen Anteil am Geoid in Zentraleuropa im Zusammenhang mit plattentektonischen Aspekten Dobaczewska, Weneda, The Geoid Problem in Nowadays Works Dufour, H.M., Formule de WHITTAKER pour le calcul du potentiel terrestre Lelgemann, D., On the Definition of the Listing-Geoid taking into Consideration Different Height Systems Бодри, Б.; Бодри Л., Динамические влияния жидкого ядра на суточные земные приливы Перцев, Б.П., Влияние морских приливов на гравиметрические земноприливные наблюдения в Восточной Европе Schneider, Martin Manfred; Simon Dietrich, Investigations of Earth Tides at Tiefenort Harwardt, Hans; Simon, Dietrich, Ein druckgekapseltes Drahtstrainmeter für präzise geophysikalische Messungen Altmann, W.; Dittfeld, H.-J., Results of Earth Tide Observations at the Gravimetric Observatory Potsdam Schmitz-Hübsch, Harald, Das Oberbayerische Testnetz für Erdgezeiten - Erstvermessung von 1970-1975 - Elstner, Cl.; Harnisch, G.; Altmann, W.; Conrad, W., Results of High Precision Gravity Measurements along W-E Gravity Profile in GDR Area, in the Period 1970-1975 Gerstenecker, C., Zur Messung des vertikalen Schweregradienten Völgyesi, L., Interpolation of Deflection of the Vertical from Horizontal Gradients of Gravity Galas, Roman, On Some Analysis of Filtered Latitude Variations Ponomarev, D.; Wächter, S., Analyse der Dresdner Breitenbeobachtungen auf systematische Deklinationskorrektionen Dittrich, Johannes; Felsmann, Eva, Untersuchungen zur Jahreswelle in den Breitenbestimmungen aua PZT-Beobachtungen in Potsdam Hurnik, Hieronim, Some Experience with the Electronic Level Kołaczek, B., Application ot the Lunar Laser Ranging Technique for Determinations of the Earth Rotation in View of Accuracy of Computed Topocentric Distances of Lunar Retroreflectors Thurm, H., Bestimmung regionaler horizontaler Krustendeformationen im Süden der DDR aus älteren Triangulationen Harnisch, G., Zur Autokorrelationsfunktion der rezenten vertikalen Krustenbewegungen im Gebiet der Deutschen Demokratischen Republik Rother, K.; Wiegank, F., Zur Dynamik der Erdkruste in Europa anhand einer Interpretation paläomagnetischer Daten Meier, S., Rezente Eismassen-, Schwere- und Lotänderungen in der Ostantarktis und ihre möglichen Ursachen Anger, Gottfried, Uniquely Determined Mass Distributions in Inverse Problems Schwahn, W., Stochastic Source Models as the Base for the Statistical Treatment of Geophysical Potential Fields Arnold, K.; Schoeps, D., Lateral Inhomogeneities of the Density in the Upper Mantle of the Earth Ostrocsky, A.E., Long-Period Waves and Tilts of Earth Surtace Preceding Strong Earthquake Парийский, Н.Н; Перцев, Б.П., Учет сил инерции при анализе земнопрнливных наблюдений

Note: Contents List of Acronyms List of Symbols Foreword Preface Prologue Chapter 1 Introduction to Ocean Dynamics 1.1 Types, Advantages, and Limitations of Ocean Models 1.2 Recent Examples 1.3 Governing Equations 1.4 Vorticity Conservation 1.5 Nondimensional Numbers and Scales of Motion 1.6 Geostrophic Flow and Thermal Wind 1.7 Inertial Motions 1.8 Ekman Layers 1.9 Sverdrup Transport 1.10 Western Boundary Intensification (Stommel Solution) 1.11 Gyre Scale Circulation (Munk Solution) 1.12 Barotropic Currents over Topography 1.13 Baroclinic Transport over Topography 1.14 Coastal Upwelling and Fronts 1.15 Mesoscale Eddies and Variability 1.16 Thermohaline Circulation and Box (Reservoir) Models 1.17 Numerical Models Chapter 2 Introduction to Numerical Solutions 2.1 Introduction 2.1.1 Architecture 2.1.2 Computational Errors 2.2 Ordinary Differential Equations 2.2.1 Runge-Kutta Method 2.3 Partial.Differential Equations 2.3.1 Consistency, Convergence, and Stability 2.3.2 Elliptic, Hyperbolic, and Parabolic Systems 2.4 Elliptic Equations and Steady-State Problems 2.4.1 Direct Solvers 2.4.2 Iterative Solvers and Relaxation Methods 2.4.3 Preconditioned Conjugate Gradient Method 2.4.4 Multigrid Methods 2.4.5 Pseudo-transient Method 2.5 Time Dependent Problems 2.5.1 Advection Equation and Hyperbolic Systems 2.5.2 Diffusion Equation and Parabolic Systems 2.6 Finite-Difference (Grid Point) Methods 2.6.1 Staggered Grids 2.6.2 Time Differencing and Filtering 2.6.3 Computational Grids 2.7 Spectral (Spectral Transform) Methods 2.8 Finite-Element Methods 2.8.1 Spectral Element Approach 2.9 Parameterization of Subgrid Scale Processes 2.10 Lateral Open Boundary Conditions 2.11 Computational Issues 2.12 Examples 2.12.1 Inertial Oscillations 2.12.2 Thermohaline Circulation 2.12.3 Normal Modes 2.12.4 Gyre Scale Circulation 2.12.5 Advection Problems 2.12.6 M.I.T. Nonhydrostatic Global Model Chapter 3 Equatorial Dynamics and Reduced Gravity Models Solutions 3.1 Oceanic Dynamical Response to Forcing 3.2 Governing Equations 3.3 Equatorial Waves 3.3.1 Kelvin Waves 3.3.2 Yanai Waves 3.3.3 Rossby Waves 3.3.4 Inertia-Gravity (Poincare) Waves 3.4 Equatorial Currents 3.5 Reduced Gravity Model of Equatorial Processes Chapter 4 Midlatitude Dynamics and Quasi-Geostrophic Models 4.1 Linear Motions 4.1.1 Inertia-Gravity (Sverdrup/Poincare) Waves 4.1.2 Kelvin Waves 298 4.1.3 Planetary Ross by Waves 4.1.4 Topographic Rossby Waves 4.2 Continuous Stratification 4.3 Geostrophic Adjustment and Instabilities 4.3.1 Geostrophic Adjustment 4.3.2 Instabilities 4.4 Spinup 4.5 Quasi-Geostrophic Models 4.5.1 Governing Equations 4.5.2 Applications Chapter 5 High-Latitude Dynamics and Sea-Ice Models 5.1 Salient Features of Ice Cover 5.2 Momentum Equations for Sea Ice 5.3 Constitutive Law for Sea Ice (Ice Rheology) 5.3.1 Viscous-Plastic Ice Rheology 5.3.2 Elastic-Viscous-Plastic Ice Rheology 5.4 Continuity Equations for Sea Ice 5.5 Response of Sea Ice to Storm Passage 5.6 Numerics 5.6.1 Governing Equations in Orthogonal Curvilinear Coordinates 5.6.2 Solution Technique Chapter 6 Tides and Tidal Modeling 6.1 Description of Tides 6.2 Formulation: Tidal Potential 6.3 Body, Load, Atmospheric, and Radiational Tides 6.3.1 Body (Solid Earth) Tides 6.3.2 Load Tides 6.3.3 Atmospheric Tides 6.3.4 Radiational Tides 6.4 Dynamical Theory of Tides: Laplace Tidal Equations 6.5 Equilibrium Theory of Tides 6.6 Tidal Analysis: Orthotides 6.7 Tidal Currents 6.8 Global Tidal Models 6.9 Regional Tidal Models 6.10 Geophysical Implications 6.10.1 Tidal Dissipation and LOD 6.10.2 Tidal Energetics 6.11 Changes in Earth's Rotation 6.12 Baroclinic (Internal) Tides 6.13 Long-Period Tides 6.14 Shallow Water Tides and Residual Currents 6.15 Summary Chapter 7 Coastal Dynamics and Barotropic Models 7.1 Wind- and Buoyancy-Driven Currents 7.2 Tidal Motions 7.3 Continental Shelf Waves 7.4 Modeling Shelf Circulation 7.5 Barotropic Models 7.5.1 Coastal Ocean Response to Wind Forcing 7.5.2 Storm Surges and Storm Surge Modeling 7.5.3 Response to Pressure Forcing Chapter 8 Data and Data Processing 8.1 In Situ Observational Data 8.1.1 XBT, CTD, CM, ADCP, and Drifter Data 8.1.2 Historical Hydrographic Data 8.1.3 Historical Marine Surface Data 8.2 Remotely Sensed Data 8.2.1 Sea Surface Temperature from IR Sensors 8.2.2 Sea Surface Winds from Microwave Sensors 8.2.3 Chlorophyll and Optical Clarity from Color Sensors 8.2.4 Sea Surface Height from Satellite Altimetry 8.3 NWP Products 8.4 Preprocessing of Observational Data and Postprocessing of Model Output 8.4.1 Graphics and Visualization of Model Output 8.4.2 Analyses Chapter 9 Sigma-Coordinate Regional and Coastal Models 9.1 Introduction 9.2 Governing Equations 9.3 Vertical Mixing 9.4 Boundary Conditions 9.5 Mode Splitting 9.6 Numerics 9.6.1 Vertical Direction 9.6.2 Horizontal Direction 9.7 Numerical Problems 9.8 Applications 9.9 Code Structure Chapter 10 Multilevel Basin Scale and Global Models 10.1 Introduction 10.2 Governing Equations 10.3 Isopycnal Diffusion 10.4 Architecture and Other Model Features 10.5 Applications 10.6 Hybrid s-Coordinate Models 10.7 Regional z-Level Models Chapter 11 Layered and Isopycnal Models 11.1 Layered Models 11.2 Isopycnal Models Chapter 12 Ice-Ocean Coupled Models 12.1 Sea-Ice Models 12.2 Coupled Ice-Ocean Models Chapter 13 Ocean-Atmosphere Coupled Models 13.1 Coupling between the Ocean and the Atmosphere 13.2 Coupled Ocean-Atmosphere General Circulation Models 13.3 Regional Coupled Ocean-Atmosphere Models Chapter 14 Data Assimilation and Nowcasts/ Forecasts 14.1 Introduction 14.2 Direct Insertion 14.3 Nudging 14.4 Statistical Assimilation Schemes 14.4.1 Kalman Filter 14.4.2 Reduced State Space Kalman Filters 14.4.3 Optimal Interpolation (OI) Scheme 14.5 Variational Methods 14.5.1 Adjoint Models 14.6 Predictability of Nonlinear Systems-Low Order Paradigms 14.7 Nowcasts/Forecasts in the Gulf of Mexico Appendix A Equations of State A.1 Equation of State for the Ocean A.2 Equation of State for the Atmosphere Appendix B Wavelet Transforms B.1 Introduction B.1.1 Theory B.1.2 Continuous Wavelet Transforms (CWT) B.1.3 Discrete Wavelet Transforms (DWT) B.2 Examples B.3 Wavelet Transforms and Stochastic Processes B.4 Two-Dimensional Wavelet Transforms B.5 Cross Wavelet Transforms (CrWT) B.6 Error Analysis Appendix C Empirical Orthogonal Functions and Empirical Normal Modes C.1 Empirical Orthogonal Functions C.1.1 Complex EOFs C.1.2 Singular Spectrum Analysis C.1.3 Extended EOFs C.1.4 Coupled Pattern Analysis C.2 Empirical Normal Modes Appendix D Units and Constants D.1 Useful Quantities D.1.1 SI (International System of Units) Units and Conventions D.1.2 Useful Conversion Factors D.1.3 Useful Universal Constants D.1.4 Useful Geodetic Constants D.1.5 Useful Physical Constants D.1.6 Useful Dynamical Quantities D.2 Important Scales and Quantities D.2.1 Length Scales D.2.2 Timescales D.2.3 Velocity Scales D.2.4 Nondimensional Quantities D.3 Useful Websites References Biographies Index