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Spatially Explicit Hyperparameter Optimization for Neural Networks
  • Language: en
  • Pages: 120

Spatially Explicit Hyperparameter Optimization for Neural Networks

Neural networks as the commonly used machine learning algorithms, such as artificial neural networks (ANNs) and convolutional neural networks (CNNs), have been extensively used in the GIScience domain to explore the nonlinear and complex geographic phenomena. However, there are a few studies that investigate the parameter settings of neural networks in GIScience. Moreover, the model performance of neural networks often depends on the parameter setting for a given dataset. Meanwhile, adjusting the parameter configuration of neural networks will increase the overall running time. Therefore, an automated approach is necessary for addressing these limitations in current studies. This book proposes an automated spatially explicit hyperparameter optimization approach to identify optimal or near-optimal parameter settings for neural networks in the GIScience field. Also, the approach improves the computing performance at both model and computing levels. This book is written for researchers of the GIScience field as well as social science subjects.

Big Data in Engineering Applications
  • Language: en
  • Pages: 381

Big Data in Engineering Applications

  • Type: Book
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  • Published: 2018-05-02
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  • Publisher: Springer

This book presents the current trends, technologies, and challenges in Big Data in the diversified field of engineering and sciences. It covers the applications of Big Data ranging from conventional fields of mechanical engineering, civil engineering to electronics, electrical, and computer science to areas in pharmaceutical and biological sciences. This book consists of contributions from various authors from all sectors of academia and industries, demonstrating the imperative application of Big Data for the decision-making process in sectors where the volume, variety, and velocity of information keep increasing. The book is a useful reference for graduate students, researchers and scientists interested in exploring the potential of Big Data in the application of engineering areas.

Advanced Computational Methods in Energy, Power, Electric Vehicles, and Their Integration
  • Language: en
  • Pages: 824

Advanced Computational Methods in Energy, Power, Electric Vehicles, and Their Integration

  • Type: Book
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  • Published: 2017-09-01
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  • Publisher: Springer

The three-volume set CCIS 761, CCIS 762, and CCIS 763 constitutes the thoroughly refereed proceedings of the International Conference on Life System Modeling and Simulation, LSMS 2017, and of the International Conference on Intelligent Computing for Sustainable Energy and Environment, ICSEE 2017, held in Nanjing, China, in September 2017. The 208 revised full papers presented were carefully reviewed and selected from over 625 submissions. The papers of this volume are organized in topical sections on: Biomedical Signal Processing; Computational Methods in Organism Modeling; Medical Apparatus and Clinical Applications; Bionics Control Methods, Algorithms and Apparatus; Modeling and Simulation...

Advances in Computer Science and Engineering
  • Language: en
  • Pages: 786

Advances in Computer Science and Engineering

This book includes the proceedings of the second International Conference on Advances in Computer Science and Engineering (CES 2012), which was held during January 13-14, 2012 in Sanya, China. The papers in these proceedings of CES 2012 focus on the researchers’ advanced works in their fields of Computer Science and Engineering mainly organized in four topics, (1) Software Engineering, (2) Intelligent Computing, (3) Computer Networks, and (4) Artificial Intelligence Software.

Life System Modeling and Intelligent Computing
  • Language: en
  • Pages: 273

Life System Modeling and Intelligent Computing

The 2010 International Conference on Life System Modeling and Simulation (LSMS 2010) and the 2010 International Conference on Intelligent Computing for Susta- able Energy and Environment (ICSEE 2010) were formed to bring together resear- ers and practitioners in the fields of life system modeling/simulation and intelligent computing applied to worldwide sustainable energy and environmental applications. A life system is a broad concept, covering both micro and macro components ra- ing from cells, tissues and organs across to organisms and ecological niches. To c- prehend and predict the complex behavior of even a simple life system can be - tremely difficult using conventional approaches. To...

Structural Adhesives
  • Language: en
  • Pages: 484

Structural Adhesives

Structural Adhesives Uniquely provides up-to-date and comprehensive information on the topic in an easily-accessible form. A structural adhesive can be described as a high-strength adhesive material that is isotropic in nature and bonds two or more parts together in a load-bearing structure. A structural adhesive material must be capable of transmitting the stress/load without loss of structural integrity within design limits. There are many types of established structural adhesives, including epoxy, urethane, acrylic, silicone, etc. Structural Adhesives comprises nine chapters and is divided into two parts: Part 1, Preparation, Properties, and Characterization; Part 2, Applications. The top...

Guard Innocent Campus Beauty
  • Language: en
  • Pages: 938

Guard Innocent Campus Beauty

  • Type: Book
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  • Published: 2020-06-15
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  • Publisher: Funstory

After being injured by an accident, the grandson of a medical student had gained the ability to communicate with the ancient divine doctors! Faced with the decline of traditional Chinese medicine, Sun Sinian, Hua Tuo, Zhang Zhongjing, and Bian Que all fought over the ancient doctors to teach their grandson the Divine level medical skills! It was not my intention to treat the pure school beauty, to protect the female star's skin, to treat the police flower, or to see the beauty CEO fall ill. " Sun Xuan helplessly said, "I just want to revitalize Chinese medicine!"

Geospatial Data Science Techniques and Applications
  • Language: en
  • Pages: 283

Geospatial Data Science Techniques and Applications

  • Type: Book
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  • Published: 2017-10-24
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  • Publisher: CRC Press

Data science has recently gained much attention for a number of reasons, and among them is Big Data. Scientists (from almost all disciplines including physics, chemistry, biology, sociology, among others) and engineers (from all fields including civil, environmental, chemical, mechanical, among others) are faced with challenges posed by data volume, variety, and velocity, or Big Data. This book is designed to highlight the unique characteristics of geospatial data, demonstrate the need to different approaches and techniques for obtaining new knowledge from raw geospatial data, and present select state-of-the-art geospatial data science techniques and how they are applied to various geoscience problems.

Artificial Intelligence and Security
  • Language: en
  • Pages: 734

Artificial Intelligence and Security

This three-volume set LNCS 13338-13340 constitutes the thoroughly refereed proceedings of the 8th International Conference on Artificial Intelligence and Security, ICAIS 2022, which was held in Qinghai, China, in July 2022. The total of 166 papers included in the 3 volumes were carefully reviewed and selected from 1124 submissions. The papers present research, development, and applications in the fields of artificial intelligence and information security

Advances in Knowledge Discovery and Data Mining
  • Language: en
  • Pages: 642

Advances in Knowledge Discovery and Data Mining

  • Type: Book
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  • Published: 2003
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  • Publisher: Unknown

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