Integrative Sensing Strategies for Disaster Management explores the synergy between airborne remote sensing and social data in addressing disaster management. The book provides a framework for leveraging diverse data sources to enhance response and resilience. Detailed chapters cover the fundamentals of remote sensing, data integration techniques, and ethical implications, showcasing practical case studies in urban flooding, air quality monitoring, and pandemic evaluation. The book is an e...

This is an introduction for social science students to the growing field of spatial data analysis using the R platform. The text assumes no prior knowledge of either, beyond the contents of an introductory statistics course. It uses the open-source software R, and relevant spatial data analysis packages, to provide practical guidance of how to conduct spatial data analysis with readers′ own data sets. The book first briefly introduces students to R, covers some basic concepts in statistica...

The book combs through extensively 32,231 urban agglomeration related works during the past 120 years to explore a theoretically supported and practically based definition of urban agglomeration. Based on the definition, the authors explore intensively the fundamental characteristics, spatiotemporal differentiation properties, and existing issues for China’s sustainable urban agglomeration development for the past 35 years. The study proposes that China shall focus on the construction and ...

The book embarks on the tasks to systematically analyze the macro background of the spatial patterns of China’s urban development, the theoretical foundations and framework, and its changing trajectory. From a quantitative perspective, we attempt to evaluate the rationale behind the spatial patterns of China’s urban development and systematically simulate the various scenarios. From the simulation results, we propose the optimizing goals, priorities, models, and strategies for the spatial ...

This book answers the call for New Urbanization, and proposes a “5+9+6” national spatial layout plan for the urbanization of the 770 major cities in China. This macro pattern is based on a few major metropolises at the center, and other cities supporting and benefitting from these metropolises to form a pyramid-like urban hierarchical system. The book also presents a comprehensive regionalization plan for China’s New Urbanization and strategic approaches to improving the quality of this Ne...

An introduction to statistical data mining, Data Analysis and Data Mining is both textbook and professional resource. Assuming only a basic knowledge of statistical reasoning, it presents core concepts in data mining and exploratory statistical models to students and professional statisticians-both those working in communications and those working in a technological or scientific capacity-who have a limited knowledge of data mining. This book presents key statistical concepts by w...

A substantially revised fourth edition of a comprehensive textbook, including new coverage of recent advances in deep learning and neural networks.The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Machine learning underlies such exciting new technologies as self-driving cars, speech recognition, and translation applications. This substantially revised fourth edition of a comprehensive, widely used ...

An introductory textbook for undergraduate or beginning graduate students that integrates probability and statistics with their applications in machine learning.Most curricula have students take an undergraduate course on probability and statistics before turning to machine learning. In this innovative textbook, Ethem Alpaydın offers an alternative tack by integrating these subjects for a first course on learning from data. Alpaydın accessibly connects machine lear...

Quantile regression is gradually emerging as a unified statistical methodology for estimating models of conditional quantile functions. By complementing the exclusive focus of classical least squares regression on the conditional mean, quantile regression offers a systematic strategy for examining how covariates influence the location, scale and shape of the entire response distribution. This monograph is the first comprehensive treatment of the subject, encompassing models that are linear...

Despite repeated attempts in recent years to simplify the planning system, planning law has continued to be so complex that practitioners and students alike have found it difficult to disentangle the issues and principles involved. The twelfth edition of this popular and accessible book aims to remove the mystery which planning law has for so many people. A Practical Approach to Planning Law continues to provide a comprehensive and systematic account of the principles and practice of planning...

City-making is an art, not a formula. The skills required to re-enchant the city are far wider than the conventional ones like architecture, engineering and land-use planning. There is no simplistic, ten-point plan, but strong principles can help send good city-making on its way. The vision for 21st century cities must be to be the most imaginative cities for the world rather than in the world. This one change of word - from 'in' to 'for' - gives city-making an ethical foundation and value...

A world more urban...The world is undergoing massive urbanization, and is projected to increase from three to over four billion city dwellers, mostly in the developing world, within 15 years. This historic shift is producing dramatic effects on human well-being and the environment....but less poorUnplanned shanty-towns without basic services are not an inevitable consequence of urbanization and slums are not explained by poverty alone. Urban misery also stems from mis...