ALBERT

Note: Contents: Chapter 1 Introduction: Setting the Stage ; Chapter 2 The Doha Round: Virtuous Circle or Infinite Loop? ; Chapter 3 Why Is the Doha Development Agenda Failing? And What Can Be Done? A Computable General Equilibrium-Game Theoretical Approach ; Chapter 4 Formulas for Failure? Were the Doha Tariff Formulas Too Ambitious for Success? ; Chapter 5 BRIC Agricultural Policies through a WTO Lens ; Chapter 6 Assessing the Potential Cost of a Failed Doha Round ; Chapter 7 Domestic and Trade Policies Affecting the World Cotton Market ; Chapter 8 Food Security Stocks: Economic and Operational Issues ; Chapter 9 Food Security Stocks and the WTO Legal Framework ; Chapter 10 Agricultural Insurance and the WTO ; Chapter 11 A Quantitative Analysis of Trade Policy Responses to Higher World Agricultural Commodity Prices ; Chapter 12 Food Crisis and Export Taxation: The Cost of Noncooperative Trade Policies ; Chapter 13 Conclusion: Which Policy Space in the International Trade Arena Can Support Development and Food Security?

Note: Contents: Fichte – ja gerne, aber mit Vernunft! ; 1. Grundlagen: Die Fichte (Picea abies): Verwandtschaft, Morphologie und Ökologie ; Aspekte zur Genetik und zum Vermehrungsgut der Fichte ; Die Fichte – aktuelle Vorkommen in Bayern und standörtliche Anbaueignung im Klimawandel ; Die Fichte in der Wald- und Forstgeschichte – eine soziokulturelle Betrachtung ; 2. Waldbau und Waldumbau: Zwischen Leistung und Risiko – die Fichte in der waldbaulichen Beratung ; Die Fichte im Bayerischen Staatswald ; Fichtenwirtschaft aus Sicht eines Betriebsleiters im Privatwald ; Die Fichte im Wald der Stadt Augsburg ; Die Bedeutung der Fichte in und für Thüringen ; 3. Ökologie – Waldschutz – Bergwald: Fichtenwälder in Bayern und ihre Biodiversität ; Waldschutzrisiko der Fichte ; Bayerische Alpen – ein denkbares Rückzugsgebiet für die Fichte im Klimawandel? ; 4. Aus Wissenschaft und Forschung ; Das Holz der Fichte – Eigenschaften und Verwendung ; Das Wurzelwerk der Fichte ; Effekt der Mischung auf die Struktur, die Dichte und das Ertragsniveau von Fichtenbeständen ; Betriebswirtschaftliche Chancen und Risiken der Fichtenwirtschaft im Klimawandel

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: 1. The Politics and Political Economy of Forestland Regimes ; SECTION I: The Origins and Divergences of National Forestland Regimes ; 2. Colonialism and the Transformation of Hinterlands ; 3. Politics of 4. Political Mediation of Land Conflicts in the Hinterlands ; SECTION II: Politics of Institutional Change ; 5. Politics of Institutional Change in India's Forestland Regimes ; 6. Politics of Institutional Change in Tanzania and Mexico ; SECTION III: Policy Differences and Key Lessons ; 7. Public Accountability in Policy- making: Forest- Based Climate Change Mitigation in India, Tanzania, and Mexico ; 8. Conclusion: Toward Social Justice and Enduring Nature Conservation ; Appendix I: Number of People Affected by Forestland Conflicts ; Appendix II: A Sample of Specific Events Related to Forestland Conflicts ; Appendix III: Major Socioeconomic and Political Indicators in Case Study Countries ; Appendix IV: Inequality- Adjusted Human Development Index for Selected Regions ; Appendix V: Statistical Analysis of Forestland Claims in Gujarat, India ; References ; Index

Note: Contents: Einleitung: Energie und die Steinzeit ; 1. Die solare Disruption ; 2. Finanzen und die Disruption des Energiesystems ; 3. Strom 2.0 - Dezentrale, partizipative Energie und die Disruption der Stromversorger ; 4. Die Elektroauto-Disruption ; 5. Die Disruption durch autonome (selbstfahrende) Autos ; 6. Das Ende der Kernkraft ; 7. Das Ende des Erdöls ; 8. Erdgas - Eine Brücke ins Nirgendwo ; 9. Das Ende der Biokraftstoffe ; 10. Das Ende der Kohle

Note: Contents: Lists of figures. - List of contributors. - Preface. - 1. Challenges for ice age dynamics: a dynamical systems perspective / Michel Crucifix, Guillaume Lenoir and Takahito Mitsui. - 2. Tipping points in the climate system / Peter Ditlevsen. - 3. Atmospheric teleconnection patterns / Steven B. Feldstein and Christian L. E. Franzke. - 4. Atmospheric regimes: the link between weather and the large scale circulation / David M. Straus, Franco Molteni and Susanna Corti. - 5. Low-frequency regime transitions and predictability of regimes in a barotropic model / Balu T. Nadiga and Terence J. O'Kane. - 6. Complex network techniques for climatological data analysis / Reik V. Donner, Marc Wiedermann and Jonathan F. Donges. - 7. On inference and validation of causality relations in climate teleconnections / Illia Horenko, Susanne Gerber, Terence J. O'Kane, James S. Risbey and Didier P. Monselesan. - 8. Stochastic climate theory / Georg A. Gottwald, Daan T. Crommelin and Christian L. E. Franzke. - 9. Stochastic subgrid modelling for geophysical and three-dimensional turbulence / Jorgen S. Frederiksen, Vassili Kitsios, Terence J. O'Kane and Meelis J. Zidikheri. - 10. Model error in data assimilation / John Harlim. - 11. Long-term memory in climate: detection, extreme events, and significance of trends / Armin Bunde and Josef Ludescher. - 12. Fractional stochastic models for heavy tailed, and long-range dependent, fluctuations in physical systems / Nicholas W. Watkins. - 13. Modelling spatial extremes using Max-Stable Processes / Mathieu Ribatet. - 14. Extreme value analysis in dynamical systems: two case studies / Tamás Bódai. - 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: Contents: Fundamentals -- Applications of catastrophe modelling -- The perils in brief -- Building catastrophe models -- Developing a view of risk -- Summary and the future

Note: Contents: 1 Nichts bleibt, wie es ist! -- Literatur -- 2 Die Soziale Marktwirtschaft -- 2.1 Vorgeschichte -- 2.2 Motivation zur Sozialen Marktwirtschaft -- 2.3 Die Implementierung -- 2.4 Die Soziale Marktwirtschaft - Eine Erfolgsgeschichte -- 2.5 Die Globalisierung -- Literatur -- 3 Ökologie und Nachhaltigkeit -- 3.1 Die Grenzen des Wachstums. Ölkrisen -- 3.2 Die Grüne Bewegung. Weltgipfel -- 3.3 Nachhaltigkeit - Ein schillernder Begriff? -- 3.3.1 Nachhaltigkeit I, II und III -- 3.3.1.1 Nachhaltigkeit I -- 3.3.1.2 Nachhaltigkeit II -- 3.3.1.3 Nachhaltigkeit III -- 3.3.1.4 Die Balance aus Nachhaltigkeit I und Nachhaltigkeit II -- 3.3.2 Starke, ausgewogene und schwache Nachhaltigkeit -- 3.3.2.1 Starke Nachhaltigkeit -- 3.3.2.2 Ausgewogene Nachhaltigkeit -- 3.3.2.3 Schwache Nachhaltigkeit -- 3.3.2.4 Vergleich -- 3.3.3 Nachhaltigkeit im engeren und im weiteren Sinne -- 3.3.4 Schlussbemerkung zum Begriff der Nachhaltigkeit -- Literatur -- 4 Das Prinzip der Nachhaltigkeit -- 4.1 Was Nachhaltigkeit ist … -- 4.1.1 Nachhaltigkeit ist ein Prinzip -- 4.1.2 Was ist ein Prinzip? -- 4.1.3 Nachhaltigkeit - ein Prinzip der zweiten Art -- 4.1.4 Das Nachhaltigkeitsprinzip und der Mensch -- 4.1.5 Zwei aus dem Nachhaltigkeitsprinzip folgende Prinzipien -- 4.1.5.1 Das Endlichkeitsprinzip -- 4.1.5.2 Das Entropieprinzip -- 4.1.6 Maßnahmen zur Problementschärfung -- 4.1.6.1 Der alles treibende Parameter: Die Zahl der Weltbevölkerung -- 4.1.6.2 Geo-Engineering -- 4.1.6.3 Frieden und Entmilitarisierung -- 4.1.6.4 Energiewende -- 4.1.6.5 Auslaufmodell: Atomenergie -- 4.1.6.6 Energie- und Ressourceneinsparung -- 4.1.6.7 Nachhaltiger Konsum -- 4.1.6.8 Bewusstseins- und Verhaltensänderungen -- 4.1.7 Nicht-ideale Kreisläufe -- 4.1.8 Die Messung eines Prinzips -- 4.1.8.1 Das MIT-Modell zu den Grenzen des Wachstums -- 4.1.8.2 Nachhaltigkeitsindikatoren und -rankings -- 4.1.8.3 Der Ökologische Fußabdruck, der Wasserfußabdruck und der Ökologische Rucksack -- 4.1.8.4 Nachhaltigkeitscontrolling -- 4.1.8.5 Nachhaltigkeitsberichtserstattung und -rating -- 4.2 Was Nachhaltigkeit demzufolge nicht ist… -- 4.2.1 Nachhaltige Entwicklung -- 4.2.2 Nachhaltiges Wachstum -- 4.2.3 Entkoppeltes Wachstum -- 4.2.4 Nachhaltigkeit ist keine Strategie und kein Ziel -- 4.2.5 Nachhaltigkeit ist kein Imperativ -- 4.2.6 Verdrängungen und Projektionen -- 4.2.7 Resilienz und Autopoiese -- 4.3 Das Nachhaltigkeitsprinzip und die Wesentlichkeit -- 4.3.1 Wesentlichkeit nach GRI G4-RichtlinieStandards -- 4.3.2 Relevanz und Wesentlichkeit nach IFRS-Rahmenkonzept -- 4.3.3 Fazit zu Relevanz, Art und Wesentlichkeit -- Literatur -- 5 Der Weg zur Nachhaltigen Marktwirtschaft -- 5.1 Marktradikales Denken und Freie Marktwirtschaft -- 5.2 Konzentration auf die Nachhaltigkeit I -- 5.3 Kritik an der Sozialen Marktwirtschaft -- 5.3.1 Eine abgeschwächte Anthropozentrik -- 5.3.2 Gegenwarts- und Zukunftsorientierung -- 5.4 Von der Sozialen zur Nachhaltigen Marktwirtschaft -- 5.4.1 Die Transformation zu einer Nachhaltigen Marktwirtschaft -- 5.4.2 Die Implementierung des Nachhaltigkeitsprinzips in Deutschland -- 5.4.3 Zur EU-Nachhaltigkeitspolitik -- 5.4.4 Nachhaltigkeit im internationalen Rahmen -- 5.4.5 Nachhaltigkeit ist in den Unternehmen angekommen -- 5.4.6 Das Nachhaltigkeitsthema für Kinder, Jugendliche und junge Erwachsene -- 5.5 Die Nachhaltige Marktwirtschaft -- 5.5.1 Eine erweiterte Programmatik braucht einen neuen Begriff -- 5.5.2 Nachhaltige Marktwirtschaft - Action und Ausblick -- 5.5.3 Nachhaltige Marktwirtschaft auch im Grundgesetz? -- 5.6 Vorteile einer Nachhaltigen Marktwirtschaft -- 5.6.1 Vorteile für unseren endlichen Planeten -- 5.6.2 Vorteile für die Wirtschaft -- 5.6.3 Vorteile für die Gesellschaft -- Literatur -- 6 Zusammenfassung -- Literatur -- Anhang A Vergleich Grundsatzprogramme deutscher Parteien -- Anhang B Vergleich Wahlprogramme Bundestagswahl 2013 -- Anhang C Weltkonferenzen -- Anhang D Nachhaltigkeit - Wichtige Events -- Anhang E Nachhaltigkeit - Institutionen -- Anhang F Nachhaltigkeit - Medien -- Literatur -- Stichwortverzeichnis

Note: Contents: Chapter 1. The transport sector today ; Chapter 2. Transport demand and CO2 emissions to 2050 ; Chapter 3. International freight ; Chapter 4. International passenger aviation ; Chapter 5. Mobility in cities ; Statistical annex

Note: Introduction.- Spectral Analysis of Deterministic Process.- Structural Dynamics.- Spectral Analysis of Stationary Stochastic Process.- Stochastic Structural Dynamics.- Ambient Data Analysis and Simulation.- Bayesian Inference.- Classical Statistical Inference.- Bayesian OMA Framework.- Single Mode Problem.- Multi-Mode Problem.- Multi-Setup Problem.- Managing identification uncertainty.- Theory of Uncertainty Laws.

Note: Contents: Part 1: Introduction ; 1 Understanding Change Through the Lens of Resilience ; Part 2: Recognizing Vulnerability ; 2 Japan After March 11th 2011: Between Swift Reconstruction and Sustainable Restructuring ; 3 Climate Change Vulnerability of Olive Oil Groves in Dry Areas of Tunisia: Case Study in the Governorate of Médenine ; 4 The Vehicle Transportation Problem in the Megacity São Paulo (Brazil) ; 5 Disasters and Their Impacts on Air Quality in the Human Living Environment ; 6 Vulnerability of Pastoral Social-Ecological Systems in Mongolia ; Part 3: Awareness and Preparedness for Change ; 7 The Importance of Information Availability for Climate Change Preparedness in the Cultural Heritage Sector: A Comparison Between the UK and Japan ; 8 Anticipating Environmental Change in Development Planning for the Archipelago of Indonesia ; 9 Institutional and Technical Innovation in Pakistan for Resilience to Extreme Climate Events ; 10 Development of an International Institutional Framework for Climate Adaptation and Practice in Adaptation Planning in Developing Countries ; 11 Mainstreaming Climate Change Adaptation Products and Services by Japanese Companies with Base-of-the-Economic-Pyramid (BoP) Businesses ; 12 Systems Established for Reconstruction After the Great East Japan Earthquake, and the Current Situation on the Ground ; Part 4: Tools and Methods for Building Resiliency ; 13 Developing an ICT-Based Toolbox for Resilient Capacity Building: Challenges, Obstacles and Approaches ; 14 Development of Tools to Assess Vulnerability to Climate Change in South Asia ; 15 Development Plan as a Tool to Improve the Disaster Resilience of Urban Areas ; 16 Swarm Planning—Developing a Tool for Innovative Resilience Planning ; Part 5: Transformation from Disaster and Crisis ; 17 Green Infrastructure in Reconstruction After the 2011 Earthquake and Tsunami: A Case Study of Historical Change on Awaji Island in Japan ; 18 The Long Term Economic Value of Holistic Ecological Planning for Disaster Risk ; 19 Disaster Response and Public Consultation in Cleaning Up Radioactive Contamination of the Environment ; 20 Building Resilience in Africa Through Transformation and a Green Economy: Challenges and Opportunities ; Part 6: Building Resiliency with Community ; 21 Community Based Environmental Design: Empowering Local Expertise in Design Charrettes ; 22 Solar-Based Decentralized Energy Solution - A Case of Entrepreneur Based Model from Rural India ; 23 The Importance of Social Capital in Building Community Resilience ; 24 The Veneer House Experience: The Role of Architects in Recovering Community After Disaster ; Part 7: Conclusion ; 25 Understanding Resilience Through the Lens of Change

Note: Contents: : 1: Climate Justice: Integrating Economics and Philosophy, Ravi Kanbur and Henry Shue ; 2: Poor People on the Front Line: The Impacts of Climate Change on Poverty in 2030, Julie Rozenberg and Stephane Hallegatte ; 3: Governing the Commons to Promote Global Justice: Climate Change Mitigation and Rent Taxation, Michael Jakob, Ottmar Edenhofer, Ulrike Kornek, Dominic Lenzi, and Jan Minx. ; 4: Equity Implications of the COP21 Intended Nationally Determined Contributions to Reduce Greenhouse Gas Emissions, Adam Rose, Dan Wei, and Antonio Bento ; 5: Climate Change and Inequity: How to Think about Inequities in Different Dimensions, Nicole Hassoun and Anders Herlitz ; 6: Climate Change and Economic Self-Interest, Julie Nelson ; 7: Noncompliers' Duties, Anja Karnein ; 8: Divest-Invest: A Moral Case for Fossil Fuel Divestment, Alex Lenferna ; 9: Justice and Posterity, Simon Caney ; 10: Discounting and the Paradox of the Indefinitely Postponed Splurge, Matthew Rendall ; 11: The Controllability Precautionary Principle: Justification of a Climate Policy Goal under Uncertainty, Eugen Pissarskoi ; 12: The Social Cost of Carbon from Theory to Trump, Paul Kelleher ; 13: Long-term Climate Justice, John Nolt ; Appendix: Declaration on Climate Justice

Note: Front Cover --- Introduction to Satellite Remote Sensing --- Introduction to Satellite Remote Sensing: Atmosphere, Ocean, Land and Cryosphere Applications --- Copyright --- Dedication --- Contents --- 1 - THE HISTORY OF SATELLITE REMOTE SENSING --- 1.1 THE DEFINITION OF REMOTE SENSING --- 1.2 THE HISTORY OF SATELLITE REMOTE SENSING --- 1.2.1 THE NATURE OF LIGHT AND THE DEVELOPMENT OF AERIAL PHOTOGRAPHY --- 1.2.2 THE BIRTH OF EARTH-ORBITING SATELLITES --- 1.2.3 THE FUTURE OF POLAR-ORBITING SATELLITES --- 1.2.3.1 The Cross-Track Infrared Sounder --- 1.2.4 OTHER HISTORICAL SATELLITE PROGRAMS --- 1.2.4.1 The NIMBUS Program --- 1.2.4.2 The Landsat Program --- 1.2.4.3 The Defense Meteorological Satellite Program --- 1.2.4.4 Geostationary Weather Satellites --- 1.2.4.4.1 GOES-R --- 1.3 STUDY QUESTIONS --- 2 - BASIC ELECTROMAGNETIC CONCEPTS AND APPLICATIONS TO OPTICAL SENSORS --- 2.1 MAXWELL'S EQUATIONS --- 2.2 THE BASICS OF ELECTROMAGNETIC RADIATION --- 2.3 THE REMOTE SENSING PROCESS --- 2.4 THE CHARACTER OF ELECTROMAGNETIC WAVES --- 2.4.1 DEFINITION OF RADIOMETRIC TERMS --- 2.4.2 POLARIZATION AND THE STOKES VECTOR --- 2.4.3 REFLECTION AND REFRACTION AT THE INTERFACE OF TWO FLAT MEDIA --- 2.4.4 BREWSTER'S ANGLE --- 2.4.5 CRITICAL ANGLE --- 2.4.6 ALBEDO VERSUS REFLECTANCE --- 2.5 ELECTROMAGNETIC SPECTRUM: DISTRIBUTION OF RADIANT ENERGIES --- 2.5.1 GAMMA, X-RAY, AND ULTRAVIOLET PORTIONS OF THE ELECTROMAGNETIC SPECTRUM --- 2.5.2 VISIBLE SPECTRUM --- 2.5.3 THERMAL INFRARED SPECTRUM --- 2.5.4 MICROWAVE SPECTRUM --- 2.6 ATMOSPHERIC TRANSMISSION --- 2.6.1 SPECTRAL WINDOWS --- 2.6.2 ATMOSPHERIC EFFECTS --- 2.6.2.1 Beer-Lambert Absorption Law --- 2.6.2.2 Beer-Lambert Absorption Law: Opacity --- 2.6.2.3 Atmospheric Scattering --- 2.7 SENSORS TO MEASURE PARAMETERS OF THE EARTH'S SURFACE --- 2.8 INCOMING SOLAR RADIATION --- 2.9 INFRARED EMISSIONS --- 2.10 SURFACE REFLECTANCE: LAND TARGETS --- 2.10.1 LAND SURFACE MIXTURES --- 2.11 STUDY QUESTIONS --- 3 - OPTICAL IMAGING SYSTEMS --- 3.1 PHYSICAL MEASUREMENT PRINCIPLES --- 3.2 BASIC OPTICAL SYSTEMS --- 3.2.1 PRISMS --- 3.2.2 FILTER-WHEEL RADIOMETERS --- 3.2.2.1 An Example: The Cloud Absorption Radiometer --- 3.2.2.2 Filters --- 3.2.3 GRATING SPECTROMETER --- 3.2.4 INTERFEROMETER --- 3.3 SPECTRAL RESOLVING POWER --- THE RAYLEIGH CRITERION --- 3.4 DETECTING THE SIGNAL --- 3.5 VIGNETTING --- 3.6 SCAN GEOMETRIES --- 3.7 FIELD OF VIEW --- 3.8 OPTICAL SENSOR CALIBRATION --- 3.8.1 VISIBLE WAVELENGTHS CALIBRATION --- 3.8.2 POLARIZATION FILTERS --- 3.9 LIGHT DETECTION AND RANGING --- 3.9.1 PHYSICS OF THE MEASUREMENT --- 3.9.2 OPTICAL AND TECHNOLOGICAL CONSIDERATIONS --- 3.9.3 APPLICATIONS OF LIDAR SYSTEMS --- 3.9.4 WIND LIDAR --- 3.9.4.1 Vector Wind Velocity Determination --- 3.9.4.1.1 Velocity Azimuth Display LIDAR Vector Wind Method --- 3.9.4.1.2 Doppler Beam Swinging LIDAR Vector Wind Method --- 3.9.4.2 Direct Detection Doppler Wind LIDAR --- 3.9.4.3 LIDAR Wind Summary --- 3.10 STUDY QUESTIONS --- 4 - Microwave Radiometry --- 4.1 Basic Concepts on Microwave Radiometry --- 4.1.1 Blackbody Radiation --- 4.1.2 Gray-body Radiation: Brightness Temperature and Emissivity --- 4.1.3 General Expressions for the Emissivity --- 4.1.3.1 Simple Emissivity Models: Emission From a Perfect Specular Surface --- 4.1.3.2 Simple Emissivity Models: Emission From a Lambertian Surface --- 4.1.3.1 Simple Emissivity Models: Emission From a Perfect Specular Surface --- 4.1.3.2 Simple Emissivity Models: Emission From a Lambertian Surface --- 4.1.4 Power Collected by an Antenna Surrounded by a Blackbody --- 4.1.5 Power Collected by an Antenna Surrounded by a Gray body: Apparent Temperature and Antenna Temperature --- 4.2 The Radiative Transfer Equation --- 4.2.1 The Complete Polarimetric Radiative Transfer Equation --- 4.2.2 Usual Approximations to the Radiative Transfer Equation --- 4.3 Emission Behavior of Natural Surfaces --- 4.3.1 The Atmosphere --- 4.3.1.1 Attenuation by Atmospheric Gases --- 4.3.1.2 Attenuation by Rain --- 4.3.1.3 Attenuation by Clouds and Fog --- 4.3.2 The Ionosphere --- 4.3.2.1 Faraday Rotation --- 4.3.2.2 Ionospheric Losses: Absorption and Emission --- 4.3.3 Land Emission --- 4.3.3.1 Soil Dielectric Constant Models --- 4.3.3.2 Bare Soil Emission --- 4.3.3.3 Vegetated Soil Emission --- 4.3.3.4 Snow-Covered Soil Emission --- 4.3.3.5 Topography Effects --- 4.3.4 Ocean Emission --- 4.3.4.1 Water Dielectric Constant Behavior --- 4.3.4.2 Calm Ocean Emission --- 4.3.4.2.1 Influence of the Salinity --- 4.3.4.2.2 Influence of Frequency --- 4.3.4.2.3 Influence of the Water Temperature --- 4.3.4.3 Influence of the Sea State --- 4.3.4.3.1 Influence of the Look Angle --- 4.3.4.4 Emissivity of the Sea Surface Covered With Oil --- 4.3.4.5 Emissivity of the Sea Ice Surface --- 4.4 Understanding Microwave Radiometry Imagery --- 4.5 Applications of Microwave Radiometry --- 4.6 Sensors --- 4.6.1 Historical Review of Microwave Radiometers and Frequency Bands Used --- 4.6.2 Microwave Radiometers: Basic Performance --- 4.6.2.1 Spatial Resolution --- 4.6.2.1.1 Real Aperture Radiometers --- 4.6.2.1.2 Synthetic Aperture Radiometers --- 4.6.2.2 Radiometric Resolution --- 4.6.2.2.1 Real Aperture Radiometers --- 4.6.2.2.2 Synthetic Aperture Radiometers --- 4.6.2.3 Trade-off Between Spatial Resolution and Radiometric Precision --- 4.6.3 Real Aperture Radiometers --- 4.6.3.1 Instrument Considerations --- 4.6.3.1.1 Antenna Considerations --- 4.6.3.1.2 Receiver Considerations --- 4.6.3.1.3 Sampling Considerations --- 4.6.3.2 Types of Real Aperture Radiometers --- 4.6.3.3 Radiometer Calibration --- 4.6.3.3.1 External Calibration --- 4.6.3.3.1.1 Using Hot and Cold Targets --- 4.6.3.3.1.2 Fully Polarimetric Radiometer Calibration Using External Targets --- 4.6.3.3.1.3 Tip Curves --- 4.6.3.3.1.4 Earth Targets: Vicarious Calibration --- 4.6.3.3.2 Internal Calibration --- 4.6.3.3.3 Radiometer Linearity --- 4.6.3.4 Radio Frequency Interference Detection and Mitigation --- 4.6.3.5 Example: Special Sensor Microwave Imager Radiometric and Geometric Corrections --- 4.6.4 Synthetic Aperture Radiometers --- 4.6.4.1 Types of Synthetic Aperture Radiometers --- 4.6.4.1.1 Mills Cross --- 4.6.4.1.2 Synthetic Aperture Radiometers using Matched Filtering --- 4.6.4.1.3 Synthetic Aperture Radiometers using Fourier Synthesis --- 4.6.4.1.3.1 1D Synthetic Aperture Radiometers: Array Thinning --- 4.6.4.1.3.2 2D Synthetic Aperture Radiometers: Array Topologies --- 4.6.4.1.3.3 Other Synthetic Aperture Radiometer Concepts --- 4.6.4.2 Radiometer Calibration --- 4.6.4.2.1 Internal Calibration --- 4.6.4.2.2 External Calibration --- 4.6.4.3 Image Reconstruction --- 4.6.4.4 ESA's SMOS Mission and the MIRAS Instrument --- 4.6.5 Future Trends in Microwave Radiometers --- 4.7 Study Questions --- 5 - RADAR --- 5.1 A COMPACT INTRODUCTION TO RADAR THEORY --- 5.1.1 REMOTE RANGING --- 5.1.2 DOPPLER ANALYSIS --- 5.2 RADAR SCATTERING --- 5.2.1 RADAR FREQUENCY BANDS --- 5.2.2 NORMALIZATIONS OF THE RADAR REFLECTIVITY --- 5.2.3 POINT VERSUS DISTRIBUTED SCATTERERS --- 5.2.4 SPECKLE, MULTILOOK, AND RADIOMETRIC RESOLUTION --- 5.2.5 RADAR EQUATION --- 5.2.6 RADAR WAVES AT AN INTERFACE --- 5.2.7 MULTIPLE REFLECTIONS: DOUBLE BOUNCE, TRIPLE BOUNCE, AND URBAN AREAS --- 5.2.8 BACKSCATTERING OF SURFACES --- 5.2.9 PERIODIC SCATTERING: THE BRAGG MODEL --- 5.2.10 BACKSCATTERING OF VOLUMES --- 5.2.11 OVERALL SUMMARY OF RADAR BACKSCATTER --- 5.2.12 DEPOLARIZATION OF RADAR WAVES --- 5.3 RADAR SYSTEMS --- 5.3.1 RANGE-DOPPLER RADARS --- 5.3.2 OPTIMAL RECEIVER FOR A SINGLE ECHO: THE MATCHED FILTER --- 5.3.3 MATCHED FILTER VERSUS INVERSE FILTER --- 5.3.4 OPTIMAL RECEIVER FOR RANGE-DOPPLER RADAR ECHOES: THE BACKPROJECTION OPERATOR --- 5.3.5 RADAR WAVEFORMS --- 5.3.6 A PARADIGMATIC EXAMPLE: LINEAR FREQUENCY MODULATED PULSES (CHIRPS) --- 5.3.7 GEOMET

Note: Ungezählte Beil. ab 2010: Special , Ersch. jährl. 4x

Note: Dissertation, Universität Potsdam, 2019 , Table of contents Abstract Zusammenfassung Abbreviations 1 Introduction 1.1 Scientific background 1.1.1 Permafrost in the Northern Hemisphere 1.1.2 The permafrost carbon climate feedback 1.1.3 Rapidly changing, deep permafrost environments 1.2 Aims of this dissertation 1.3 Investigated study areas 1.4 Basic method overview 1.4.1 Field work in the Arctic 1.4.2 Laboratory procedure 1.4.3 Analysis ofl andscape-scale carbon and nitrogen stocks 1.5 Thesis organization 1.6 Overview of publications 1.6.1 Publication#1 - Yedoma landscape publication 1.6.2 Publication#2 - Thermokarst lake sequence publication 1.6.3 Publication#3 - North Alaska Arctic river delta publication 1.6.4 Extended Abstract - Western Alaska river delta study 1.6.5 Appendices - Supplementary material and paper in preparation II Carbon and nitrogen pools in thermokarst-affected permafrost landscapes in Arctic Siberia 2.1 Abstract 2.2 Introduction 2.3 Material and methods 2.3.1 Study area 2.3.2 Field Work 2.3.3 Laboratory analysis 2.3.4 Landform classification and upscaling C and N pools 2.4 Results 2.4.1 Sedimentological results 2.4.2 Sampling site SOC and N stocks 2.4.3 Upscaling: Landscape SOC and N stocks 2.4.4 Radiocarbon dates 2.5 Discussion 2.5.1 Site specific soil organic C and N stock characteristics 2.5.2 Upscaling of C and N pools 2.5.3 Sediment and organic C accumulation rates 2.5.4 Characterizing soil organic carbon 2.5.5 The fate of organic carbon in thermokarst-affected yedoma in Siberia 2.6 Conclusions III Impacts of successive thermokarst lake stages on soil organic matter, Arctic Alaska 3.1 Abstract 3.2 Plain language summary 3.3 Introduction 3.4 Study site 3.5 Methods 3.5.1 Core collection 3.5.2 Biogeochemical analyses 3.5.3 Study area OC and N calculation 3.6 Results 3.6.1 Biogeochemistry 3.6.2 Sediment organic carbon and nitrogen stocks 3.6.3 Radiocarbon dates and carbon accumulation rates 3.6.4 Landscape C and N budget 3.7 Discussion 3.7.1 Impact of thermokarst lake dynamics on organic matter storage 3.7.2 High organic C and N stocks on the ACP 3.7.3 Landscape chronology 3.7.4 Organic matter accumulation 3.7.5 Future development 3.8 Conclusions IV Sedimentary and geochemical characteristics of two small permafrost-dominated Arctic river deltas in northern Alaska 4.1 Abstract 4.2 Introduction 4.3 Study area 4.4 Material and Methods 4.4.1 Soil organic carbon and soil nitrogen storage 4.4.2 Radiocarbon dating and organic carbon accumulation rates 4.4.3 Grain size distribution 4.4.4 Scaling carbon and nitrogen contents to landscape level 4.5 Results 4.5.1 Carbon and nitrogen contents 4.5.2 Radiocarbon dates and accumulation rates 4.5.3 Grain size distribution 4.5.4 Arctic river delta carbon and nitrogen storage 4.6. Discussion 4.6.1 Significance of carbon and nitrogen stocks in Arctic river deltas 4.6.2 SOC and SN distribution with depth 4.6.3 Sedimentary characteristics 4.6.3.1 Accumulation rates 4.6.3.2 Sediment distribution 4.6.4 Impacts of future changes 4.6.5 Significance of remotely sensed upscaling results 4.7 Conclusions V Soil carbon and nitrogen stocks in Arctic river deltas - New data for three Western Alaskan deltas 5.1 Abstract 5.2 Introduction 5.3 Study sites 5.4 Methods 5.5 Results and discussion 5.5 Conclusions VI Discussion 6.1 Interregional comparison 6.2 Changing thermokarst landscapes and their global impact 6.3 A growing C and N data base 6.4 Outlook - potential follow-up projects VII Synthesis VIII References Appendix A Synthesis of SOC and N inventories Appendix B Supplementary material to Chapter II Appendix C Supplementary material to Chapter III Appendix D Supplementary material to Chapter IV Appendix E Supplementary material to Chapter V Appendix F Arctic river delta data set - Version 1.0 Acknowledgements - Danksagung

Note: Prologue : the new political times of the anthropocene , Timings , Ecological inequalities , Limiting growth? , Ecological debts , Population futures , Value , Epilogue : historical possibilities for an anthropocened politics

Note: CONTENTS ABOUT THE AUTHORS PREFACE FROM THE ASSOCIATION OF POLAR EARLY CAREER SCIENTISTS PREFACE FROM THE INTERACT STATION MANAGERS’ FORUM ABOUT INTERACT ABOUT APECS INTERACT STATIONS INTRODUCTION 1. Getting started – Outlining your field project 1.1 Scientific rationale and objectives 1.2 Methods and data requirements 1.3 What scientific equipment will you need? 1.4 Study site(s) 1.5 Risk assessment 1.5.1 Risk identification 1.5.2 Risk assessment 1.5.3 Risk mitigation 1.5.4 Contingency plans 1.6 Time schedules 1.6.1 Logistical organisation 1.6.2 Fieldwork activities 1.7 Project budget 1.8 Data and sample management 1.8.1 Data management plan 1.8.2 Sample labelling 1.8.3 Field instrumentation 1.9 Environmental compliance 1.10 Output Chapter resources 2. Further planning – Practicalities and legal issues 2.1 Applying for access to the station 2.2 Transport to the station and conditions for visiting 2.2.1 Access to the station 2.2.2 Conditions for visiting 2.3 Visas and permits required by national authorities 2.3.1 Visas 2.3.2 Permits 2.4 Working with local communities 2.5 Equipment transport 2.6 Checklists and equipment 2.6.1 Checklists 2.6.2 Personal clothing 2.7 Import and export regulations 2.7.1 Import and export permits 2.7.2 Transporting hazardous goods 2.7.3 Handling cooled and frozen materials 2.8 Insurance 2.9 Check-ups and chronical illness 2.10 Training activities 2.11 Financial and other administrative issues 2.12 Final checks before leaving Chapter resources 3. Safety 3.1 General safety guidelines 3.2 Safety barriers 3.2.1 Knowledge, experience, and skills 3.2.2 Attitude and culture 3.2.3 Judgement and leadership 3.2.4 Trip plan 3.3 Education and training 3.4 Health and first aid 3.4.1 Medicine and chronic illness 3.4.2 First aid 3.5 Transport 3.5.1 Aircraft 3.5.2 Boats 3.5.3 Snowmobiles 3.5.4 Vehicles (Automobiles and ATV’s) 3.6 Risks at the station 3.6.1 Fire 3.6.2 In the kitchen 3.6.3 Electricity 3.6.4 Hygiene 3.6.5 Laboratory work and chemicals 3.6.6 Workshops and equipment use 3.7 Risks in the field and at the camp 3.7.1 Field camps 3.7.2 Cooking and water treatment 3.7.3 Firearms 3.7.4 Extreme activities 3.8 Natural hazards 3.8.1 Weather change 3.8.2 Glacier fieldwork 3.8.3 Snow avalanches and cornice falls 3.8.4 Steep terrain: Rock avalanches, rock falls, and mud slides 3.8.5 Sea-ice or frozen lakes and rivers 3.8.6 River crossings 3.8.7 Wildlife 3.9 Means of communication 3.9.1 Fieldwork plans and sign in/out boards 3.9.2 Routine calls 3.9.3 Non-routine calls 3.9.4 Emergency calls 3.10 Safety equipment 3.10.1 Communication equipment 3.10.2 Navigation equipment 3.10.3 Clothing 3.10.4 Field camp equipment 3.10.5 Specific safety equipment 3.11 Emergency preparedness Chapter resources 4. Arrival at the station and your time in the field 4.1 Getting to know your team 4.2 Arrival at the station 4.3 Working at field sites 4.4 In case something does not go according to plan 4.4.1 Handling delays 4.4.2 Handling conflicts 4.4.3 Harassment and discrimination 4.5 Environmental considerations 4.5.1 Pollution prevention 4.5.2 Waste management 4.5.3 Reducing energy use 4.5.4 Respect protected areas, fauna, and flora 4.6 Working with local communities 4.7 Communication with the outside world 4.8 Leaving the field Chapter resources 5. After fieldwork 5.1 Reporting to the station, funders, and local communities 5.2 Data preservation, backup, and submission APPENDICES Appendix A: Checklists Appendix B: Equipment lists Appendix C: Health risks

Note: Dissertation, Universität Potsdam, 2019 , TABLE OF CONTENTS Abstract Zusammenfassung Table of contents List of figures List of tables List of abbreviations 1 Introduction 1.1 Scientific background and motivation 1.1.1 Permafrost degradation 1.1.2 Snow cover 1.1.3 Vegetation phenology 1.2 Remote sensing of rapid changes 1.2.1 SAR remote sensing 1.2.2 TerraSar-X 1.3 Data and methods 1.4 Aims and objectives 1.5 Study areas and data 1.6 Thesis structure and author contributions 1.6.1 Chapter 2 – Monitoring inter-and intra-seasonal dynamics of rapidly degrading ice-rich permafrost riverbanks in the Lena Delta with TerraSAR-X time series 1.6.2 Chapter 3 – TerraSAR-X time series fill a gap in spaceborne snowmelt monitoring of small Arctic catchments 1.6.3 Chapter 4 – Estimation of Arctic tundra vegetation phenology with TerraSAR-X 2 Monitoring inter-and intra-seasonal dynamics of rapidly degrading ice-rich permafrost riverbanks in the Lena Delta with TerraSAR-X time series 2.1 Abstract 2.2 Introduction 2.3 Study area 2.4 Data and methods 2.4.1 SAR data and processing 2.4.2 Automated cliff-top line extraction from SAR data 2.4.3 Quantification of cliff-top erosion with the Digital Shoreline Analysis System 2.4.4 Cliff top mapping from optical satellite data 2.4.5 In-situ observations of cliff top erosion 2.4.6 Climate data 2.4.7 Statistical data analysis 2.5 Results 2.5.1 TSX erosion versus in-situ and optical datasets 2.5.2 Inter-and intra-annual cliff-top erosion and climate data 2.5.3 Backscatter time series 2.6 Discussion 2.6.1 Inter-annual dynamics of cliff-top erosion 2.6.2 Intra-annual dynamics of cliff-top erosion 2.6.3 Backscatter dynamics of tundra and cliff surfaces 2.7 Conclusions 2.8 Acknowledgments 3 TerraSAR-X time series fill a gap in spaceborne snowmelt monitoring of small Arctic catchments 3.1 Abstract 3.2 Introduction 3.3 Study area 3.4 Data and methods 3.4.1 SAR satellite data 3.4.2 Optical satellite data 3.4.3 In-situ time-lapse camera data 3.4.4 Snow Cover Extent from TerraSAR-X 3.4.5 Snow Cover Extent from Landsat 8 3.4.6 Accuracy assessment of TerraSAR-X Snow Cover Extent 3.4.7 Fractional Snow Cover time series analysis 3.5 Results 3.5.1 Evaluation of TSX Snow Cover Extent 3.5.2 Time series of Fractional Snow Cover in all catchments 3.5.3 Time series of Fractional SnowCover in small catchments 3.6 Discussion 3.6.1 Spatiotemporal monitoring of snowmelt dynamics using TSX 3.6.2 Technical considerations for using TSX for wet snow detection 3.7 Conclusions 3.8 Acknowledgements 3.9 Appendix 4 Relationships between X-Band SAR and vegetation phenology in a low Arctic ecosystem 4.1 Abstract 4.2 Introduction 4.3 Study area 4.4 Data and methods 4.4.1 In-situ time-lapse phenological cameras 4.4.2 Time-lapse image analysis 4.4.3 SAR satellite data 4.4.4 Backscatter and coherence time series 4.4.5 In-situ vegetation and climate data 4.5 Results 4.5.1 Phenocams 4.5.2 Backscatter dynamics 4.5.3 Coherence dynamics 4.6 Climate data 4.7 Backscatter and vegetation height 4.8 Discussion 4.9 Conclusion 4.10 Acknowledgments 5 Synthesis 5.1 Rapid permafrost disturbance 5.2 Snowmelt dynamics 5.3 Arctic tundra vegetation phenology 5.4 Seasonality and complementarity of TSX 5.5 Limitations and technical considerations 5.6 Key findings and outlook References Acknowledgements

Note: Introduction to the hydrologic cycle and drought -- Global hydroclimatology -- Drought in the climate system -- Drought and hydroclimate variability in the Holocene -- Climate change and drought -- Case studies: the Dust Bowl and the Sahel drought -- Desertification and land degradation -- Groundwater and irrigation.

Note: Contents: 1 Religion: It's a market ; 2 What determines religiousness ; 3 Religion and economic growth ; 4 Islam and economic growth ; 5 State religion ; 6 Religious clubs, terrorist organizations, and Tibetan Buddhism ; 7 When saints come marching in ; 8 The wealth of religions

Note: Contents: 1: Looking Foolish ; 2: The Demographics of Disaffiliation ; 3: Why They Say They Leave ; 4: The Night Before ; 5: Gaudium et spes, luctus et angor ; 6: The Morning After ; 7: Unto the Third and Fourth Generations ; Epilogue: Did the Council Fail?

Note: Contents OFTERDINGER, U., MACDONALD, A. M., COMTE, J.-C. & YOUNG, M. E. Groundwater in fracturedbedrock environments: managing catchment and subsurface resources–an introduction .....1 FOUCHÉ, O., YAO,TH. K., OGA, M.-S. Y. & SORO, N. Typology of hard rock ground waterswithin the Lower Sassandra, a main catchment in humid tropical West Africa .....................................11 COMTE, J.-C., OFTERDINGER, U., LEGCHENKO, A., CAULFIELD, J., CASSIDY,R.&MÉZQUITAGONZÁLEZ, J. A. Catchment-scale heterogeneity offlow and storage propertiesin a weathered/fractured hard rock aquifer from resistivity and magnetic resonance surveys: implications for groundwaterflow paths and the distribution of residence times ........................................................................35 VASSEUR,G.&LACHASSAGNE, P. Evaluation of the geothermal effects caused by the weatheringof crystalline rocks ....................59 MACDONALD,A.M.&DAVIES, J. Fractures in shale: the significance of igneous intrusions forgroundwaterflow .....................................71 DICKSON, N. E. M., COMTE, J.-C., KOUSSOUBE, Y., OFTERDINGER,U.S.&VOUILLAMOZ, J.-M.Analysis and numerical modelling of large-scale controls on aquifer structure andhydrogeological properties in the African basement (Benin, West Africa) .....................................................................................81 PARKER, B. L., CHAPMAN, S. W., GOLDSTEIN,K.J.&CHERRY, J. A. Multiple lines offieldevidence to inform fracture network connectivity at a shale site contaminated with densenon-aqueous phase liquids ..........................................................................101 STROEBEL, D. H., THIART,C.&DEWIT, M. Towards defining a baseline status of scarcegroundwater resources in anticipation of hydraulic fracturing in the Eastern Cape Karoo,South Africa: salinity, aquifer yields and groundwater levels ........................................129 BAIOCCHI, A., LOTTI, F., PISCOPO,V.&SAMMASSIMO, V. Hard-rock aquifer response topumping and sustainable yield of wells in some areas of Mediterranean Region ........................................147 NEWTON, C. J. Fracture and conduit controls on groundwater movementin the Carboniferous Limestone of the eastern Mendip Hills, Somerset, England .........................................................161 KENNEL,J.R.&PARKER, B. L. Acoustic televiewer amplitude data for porosity estimationwith application to porewater conversion ....177 BELLE, P., LACHASSAGNE, P., MATHIEU, F., BARBET, C., BRISSET,N.&GOURRY, J.-C.Characterization and location of the laminated layer within hard rock weathering profilesfrom electrical resistivity tomography: implications for water well siting ..............187 PARKER, B. L., BAIROS, K., MALDANER, C. H., CHAPMAN, S. W., TURNER, C. M.,BURNS, L. S., PLETT, J., CARTER, R.&CHERRY, J. A. Metolachlor dense non-aqueous phaseliquid source conditions and plume attenuation in a dolostone water supply aquifer ................................................................207 ADEKILE,D.&CARTER, R. James Robert Temple Hazell: A Pioneer of African Hydrogeology ...........................................................237 Index .....................................................................................245

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