This book aims to increase the visibility of data science in real-world, which differs from what you learn from a typical textbook. Many aspects of day-to-day data science work are almost absent from conventional statistics, machine learning, and data science curriculum. Yet these activities account for a considerable share of the time and effort for data professionals in the industry. Based on industry experience, this book outlines real-world scenarios and discusses pitfalls that data science practitioners should avoid. It also covers the big data cloud platform and the art of data science, such as soft skills. The authors use R as the primary tool and provide code for both R and Python. This book is for readers who want to explore possible career paths and eventually become data scientists. This book comprehensively introduces various data science fields, soft and programming skills in data science projects, and potential career paths. Traditional data-related practitioners such as statisticians, business analysts, and data analysts will find this book helpful in expanding their skills for future data science careers. Undergraduate and graduate students from analytics-related areas will find this book beneficial to learn real-world data science applications. Non-mathematical readers will appreciate the reproducibility of the companion R and python codes. Key Features: * It covers both technical and soft skills. * It has a chapter dedicated to the big data cloud environment. For industry applications, the practice of data science is often in such an environment. * It is hands-on. We provide the data and repeatable R and Python code in notebooks. Readers can repeat the analysis in the book using the data and code provided. We also suggest that readers modify the notebook to perform analyses with their data and problems, if possible. The best way to learn data science is to do it!

This book aims to increase the visibility of data science in real-world, which differs from what you learn from a typical textbook. Many aspects of day-to-day data science work are almost absent from conventional statistics, machine learning, and data science curriculum. Yet these activities account for a considerable share of the time and effort for data professionals in the industry. Based on industry experience, this book outlines real-world scenarios and discusses pitfalls that data science practitioners should avoid. It also covers the big data cloud platform and the art of data science, such as soft skills. The authors use R as the primary tool and provide code for both R and Python. This book is for readers who want to explore possible career paths and eventually become data scientists. This book comprehensively introduces various data science fields, soft and programming skills in data science projects, and potential career paths. Traditional data-related practitioners such as statisticians, business analysts, and data analysts will find this book helpful in expanding their skills for future data science careers. Undergraduate and graduate students from analytics-related areas will find this book beneficial to learn real-world data science applications. Non-mathematical readers will appreciate the reproducibility of the companion R and python codes. Key Features: * It covers both technical and soft skills. * It has a chapter dedicated to the big data cloud environment. For industry applications, the practice of data science is often in such an environment. * It is hands-on. We provide the data and repeatable R and Python code in notebooks. Readers can repeat the analysis in the book using the data and code provided. We also suggest that readers modify the notebook to perform analyses with their data and problems, if possible. The best way to learn data science is to do it!

Heteroglossic Asia presents an analysis of geographic, historical, cultural, economic, spatial and political factors underlying Taiwan's maritime urbanity by means of case studies based on Taipei and Kaohsiung; two cities which represent the multi-accentual character of Taiwan's urban environment and its recent changes and development through architecture. Focussing on the concept of a heteroglossic Asia Pacific, exemplified by the analysis of Taiwan's urban transformation, the study argues that Taiwan's urban environment shows a form of intended "fuzziness" which cannot be described as resting on either a simplified nationalist base or chaotic societal anxiety. Rather, this form lies between binary poles: autocracy and democracy, nation state and day-to-day life, top-down and bottom-up orientations, orthodoxy and hybridisation.

Heteroglossic Asia presents an analysis of geographic, historical, cultural, economic, spatial and political factors underlying Taiwan's maritime urbanity by means of case studies based on Taipei and Kaohsiung; two cities which represent the multi-accentual character of Taiwan's urban environment and its recent changes and development through architecture. Focussing on the concept of a heteroglossic Asia Pacific, exemplified by the analysis of Taiwan's urban transformation, the study argues that Taiwan's urban environment shows a form of intended "fuzziness" which cannot be described as resting on either a simplified nationalist base or chaotic societal anxiety. Rather, this form lies between binary poles: autocracy and democracy, nation state and day-to-day life, top-down and bottom-up orientations, orthodoxy and hybridisation.

Remote Sensing of Impervious Surfaces in Tropical and Subtropical Areas offers a complete and thorough system for using optical and synthetic aperture radar (SAR) remote sensing data for improving impervious surface estimation (ISE). Highlighting tropical and subtropical areas where there is significant cloud occurrence and varying phenology, the book addresses the challenges impacting impervious surfaces in tropical and subtropical zones. It examines the potential for estimating urban impervious surfaces in a rainy and cloudy environment, considers the difficulties encountered when using optical remote sensing in this type of climate, and assesses existing methods employing remote sensing data for accurate ISE in tropical and subtropical regions. Using the results of comparative studies conducted during the four seasons and in six different cities (Guangzhou, Shenzhen, Hong Kong, Mumbai, Sao Paulo, and Cape Town), the authors develop a framework for ISE using optical and SAR image data. They address the advantages and disadvantages of optical and SAR data, consider fusion strategies for combining optical and SAR data, and examine different feature extractions for optical and SAR data. They also detail the limitations of the research, suggest possible topics for future analysis, and cover previous findings on the synergistic use of optical and SAR data. Concentrates on the effect a tropical and subtropical urban climate can have on impervious surface estimation (ISE) Reviews literature on the significance of ISE and the phonological and climatic characteristics of tropical and subtropical regions Describes datasets including satellite data, digital orthophoto data, in situ data, and more Remote Sensing of Impervious Surfaces in Tropical and Subtropical Areas investigates the state of the art in creating new algorithms for digital imag

This book is a collection of seminal position essays by leading researchers on new development in Geographic Information Sciences (GIScience), covering a wide range of topics and representing a variety of perspectives. The authors propose enrichments and extensions to the conceptual framework of GIScience; discuss a series of transformational methodologies and technologies for analysis and modeling; elaborate on key issues in innovative approaches to data acquisition and integration, across earth sensing to social sensing; and outline frontiers in application domains, spanning from natural science to humanities and social science, e.g., urban science, land use and planning, social governance, transportation, crime, and public health, just name a few. The book provides an overview of the strategic directions on GIScience research and development. It will benefit researchers and practitioners in the field who are seeking a high-level reference regarding those directions.

This book describes how powerful computing technology, emerging big and open data sources, and theoretical perspectives on spatial synthesis have revolutionized the way in which we investigate social sciences and humanities. It summarizes the principles and applications of human-centered computing and spatial social science and humanities research, thereby providing fundamental information that will help shape future research. The book illustrates how big spatiotemporal socioeconomic data facilitate the modelling of individuals' economic behavior in space and time and how the outcomes of such models can reveal information about economic trends across spatial scales. It describes how spatial social science and humanities research has shifted from a data-scarce to a data-rich environment. The chapters also describe how a powerful analytical framework for identifying space-time research gaps and frontiers is fundamental to comparative study of spatiotemporal phenomena, and how research topics have evolved from structure and function to dynamic and predictive. As such this book provides an interesting read for researchers, students and all those interested in computational and spatial social sciences and humanities.

This book is the first overall and detailed discussion of contemporary Asia's architectural theorisations and phenomena based on its heteroglossic and decolonisation character. Lin presents a theoretical journey of transdisciplinary reflection upon contemporary Asia's pragmatic phenomena which is methodologically achieved by means of elaborations of how tangible Asian architecture can be philosophically theorised and how interchangeable architectural theory is practically 'Asianised'. Discussions in the book are critically integrated with comparative studies focused on Japan, Taiwan, China, Hong Kong, Singapore, Malaysia, Australia, New Zealand and the UK. These empirical examinations are highlights of phenomenal localities, architecture, cities and cultures which reference the historicity of the Asia Pacific, Asia's contemporary architectural situations, and their subtle relationship with the 'West'. The schematisation of intended 'fuzziness' for Asia and its architecture is framed as the notion polychronotypic jetztzeit to represent a present time-place context of contemporary Asian architecture and urbanism. This book will be of great interest to scholars of Asian Studies, Architectural Studies, Postcolonial Studies, Urban Studies and Cultural Studies.

This book is the first overall and detailed discussion of contemporary Asia's architectural theorisations and phenomena based on its heteroglossic and decolonisation character. Lin presents a theoretical journey of transdisciplinary reflection upon contemporary Asia's pragmatic phenomena which is methodologically achieved by means of elaborations of how tangible Asian architecture can be philosophically theorised and how interchangeable architectural theory is practically 'Asianised'. Discussions in the book are critically integrated with comparative studies focused on Japan, Taiwan, China, Hong Kong, Singapore, Malaysia, Australia, New Zealand and the UK. These empirical examinations are highlights of phenomenal localities, architecture, cities and cultures which reference the historicity of the Asia Pacific, Asia's contemporary architectural situations, and their subtle relationship with the 'West'. The schematisation of intended 'fuzziness' for Asia and its architecture is framed as the notion polychronotypic jetztzeit to represent a present time-place context of contemporary Asian architecture and urbanism. This book will be of great interest to scholars of Asian Studies, Architectural Studies, Postcolonial Studies, Urban Studies and Cultural Studies.

Hardware Software Co-Design of a Multimedia SOC Platform is one of the first of its kinds to provide a comprehensive overview of the design and implementation of the hardware and software of an SoC platform for multimedia applications. Topics covered in this book range from system level design methodology, multimedia algorithm implementation, a sub-word parallel, single-instruction-multiple data (SIMD) processor design, and its virtual platform implementation, to the development of an SIMD parallel compiler as well as a real-time operating system (RTOS). Hardware Software Co-Design of a Multimedia SOC Platform is written for practitioner engineers and technical managers who want to gain first hand knowledge about the hardware-software design process of an SoC platform. It offers both tutorial-like details to help readers become familiar with a diverse range of subjects, and in-depth analysis for advanced readers to pursue further.

Hardware Software Co-Design of a Multimedia SOC Platform is one of the first of its kinds to provide a comprehensive overview of the design and implementation of the hardware and software of an SoC platform for multimedia applications. Topics covered in this book range from system level design methodology, multimedia algorithm implementation, a sub-word parallel, single-instruction-multiple data (SIMD) processor design, and its virtual platform implementation, to the development of an SIMD parallel compiler as well as a real-time operating system (RTOS). Hardware Software Co-Design of a Multimedia SOC Platform is written for practitioner engineers and technical managers who want to gain first hand knowledge about the hardware-software design process of an SoC platform. It offers both tutorial-like details to help readers become familiar with a diverse range of subjects, and in-depth analysis for advanced readers to pursue further.

Trees are the glory of the American landscape. A text of impeccable authority, drawings of matchless precision and delicacy, and fine photographs combine to make this beautiful edition an indispensable guide and valued possession.Pennsylvania, "Penn's Woods," is the meeting place of America's southern and northern tree flora: magnolia and hemlock, Spanish oak and yellow birch flourish alike. This extraordinarily complete handbook covers all trees native to the state and most naturalized species.

Even before the Hebrews passed on their legend of the tree of knowledge, humans were collecting seeds and striplings from trees for shade, to cultivate fruit, and to worship as deities of natural forces. In Shade and Ornamental Trees Hui-Lin Li traces this relationship across the continents and over time to relay an organic history of the world's civilizations.

The book discusses comprehensive and cutting-edge research and development endeavors, as well as innovative solutions, in implementing AI and related technologies to meet and undertake current and future challenges towards ensuring environmental sustainability. It explores the future research directions in the era of Industry 4.0. In the beginning, an overview of the utilization of Al for environmental sustainability is provided. The remaining chapters of the book cover the technological and application aspects of Al for environmental sustainability with illustrative examples. Finally, challenges with respect to deploying Al to solving environmental problems and the future trends are covered.

This book presents high-quality peer-reviewed articles from the 2nd International Conference on Biomass Utilization and Sustainable Energy 2022 (ICoBiomasSE 2022) organized by the Centre of Excellence for Biomass Utilization (COEBU), Universiti Malaysia Perlis (UniMAP), Malaysia. The theme of the conference “Emerging Technology for Future Sustainability” is chosen in view of the current revolution and rapid developments in the field of biomass innovation towards sustainable development. The contents are broadly divided into five parts: (1) sustainable biomass resources for decarbonizing the economy, (2) biomass conversion technologies for bioenergy and biofuels, (3) biomass conversion to intermediates and products, (4) bioeconomy sustainability, impacts and policies and (5) bioenergy integration. It provides a platform for students, professionals, researchers, academicians, policymakers and industries working in the areas of biomass utilization and sustainable energy to solve long-standing environmental issues for a healthier planet.​

This book is a collection of seminal position essays by leading researchers on new development in Geographic Information Sciences (GIScience), covering a wide range of topics and representing a variety of perspectives. The authors propose enrichments and extensions to the conceptual framework of GIScience; discuss a series of transformational methodologies and technologies for analysis and modeling; elaborate on key issues in innovative approaches to data acquisition and integration, across earth sensing to social sensing; and outline frontiers in application domains, spanning from natural science to humanities and social science, e.g., urban science, land use and planning, social governance, transportation, crime, and public health, just name a few. The book provides an overview of the strategic directions on GIScience research and development. It will benefit researchers and practitioners in the field who are seeking a high-level reference regarding those directions.

The book discusses comprehensive and cutting-edge research and development endeavors, as well as innovative solutions, in implementing AI and related technologies to meet and undertake current and future challenges towards ensuring environmental sustainability. It explores the future research directions in the era of Industry 4.0. In the beginning, an overview of the utilization of Al for environmental sustainability is provided. The remaining chapters of the book cover the technological and application aspects of Al for environmental sustainability with illustrative examples. Finally, challenges with respect to deploying Al to solving environmental problems and the future trends are covered.

This book describes how powerful computing technology, emerging big and open data sources, and theoretical perspectives on spatial synthesis have revolutionized the way in which we investigate social sciences and humanities. It summarizes the principles and applications of human-centered computing and spatial social science and humanities research, thereby providing fundamental information that will help shape future research. The book illustrates how big spatiotemporal socioeconomic data facilitate the modelling of individuals' economic behavior in space and time and how the outcomes of such models can reveal information about economic trends across spatial scales. It describes how spatial social science and humanities research has shifted from a data-scarce to a data-rich environment. The chapters also describe how a powerful analytical framework for identifying space-time research gaps and frontiers is fundamental to comparative study of spatiotemporal phenomena, and how research topics have evolved from structure and function to dynamic and predictive. As such this book provides an interesting read for researchers, students and all those interested in computational and spatial social sciences and humanities.

This book constitutes the proceedings of the Second International Conference on Spatial Data and Intelligence, SpatialDI 2021, which was held during April 22-24, 2021 in Hangzhou, China.The 14 full papers and 7 short papers presented in this volume were carefully reviewed and selected from 72 submissions. They are organized in the topical sections named: traffic management, data science, and city analysis.

Transactions Of The American Philosophical Society, New Series, V42, Part 2, August, 1952.