Neha Singh – författare

AI-Driven Optimization and Automation of Integrated Circuit Design discusses the latest AI-based methods, algorithms, architectures, and frameworks for digital, analog, and mixed-signal VLSI circuit design, verification and testability, physical design and related areas. The book considers the issues with traditional circuit design and explains how machine learning techniques can optimize and automate the process. It goes on to explain how AI-driven design can impact logic synthesis, circuit placement and routing, and behavioral simulation. Final sections include cases studies and a look at future developments for implementations of VLSI design, IC design, and hardware realization using AI tools and techniques.Artificial Intelligence (AI) offers a solution to the bottleneck issues in the design of integrated circuits (IC) by optimizing and automating tasks in the design and fabrication process. As the world focuses on the development of skilled manpower and automation tools for chip design, verification, testing and fabrication, AI can be utilized to optimize and automate various steps in design cycle, saving time, reducing errors, and managing power consumption.Explains how AI algorithms can significantly speed up the IC design process by automating tasksDescribes how AI can enhance precision in circuit design by reducing errors and improving design verification through predictive analysisOffers insights into how to integrate AI tools and techniques into existing EDA (Electronic Design Automation) workflows

“The day they found my brother with a blood stain, I found one on my kurta too, but no one noticed my blood stain.” Thus begins the story of a young girl in Kashmir as she goes through the turbulence of adolescence in her conflict-ridden world. While larger issues of terrorism, violence, and death engulf the hearts and minds of all those around her, she struggles to come to terms with her changing body and all that it entails. Left alone to deal with her constant questions, she experiences despair and loneliness but also shows resilience and hope in the faint knowledge that maybe it is not very different for all young girls around the world: “Is it the same for you?” she asks.  With powerful yet sensitive illustrations by Priya Sebastian, which infuse the story with a universality, this beautiful volume is a tender attempt in imagining the different strands of a young life in Kashmir—a place where the inner conflicts of voiceless, adolescent girls are often overshadowed by the political, religious, and military conflicts that are now a constant in everyday life.

This reference text discusses recent advances in the field of nanotechnology with applications in the fields of electronics sector, agriculture, health services, smart cities, food industry, and energy sector in a comprehensive manner.

The text begins by discussing important concepts including bio nanotechnology, nano electronics, nano devices, nano medicine, and nano memories. It then comprehensively covers applications of nanotechnology in different areas including healthcare, energy sector, environment, security and defense, agriculture sector, food industry, automotive sector, smart cities, and Internet of Things (IoT).

Aimed at senior undergraduate, graduate students and professionals in the fields of electrical engineering, electronics engineering, nanoscience and nanotechnology, this text:

Discusses nano image sensors useful for imaging in medical and for security applications.

Covers advances in the field of nanotechnology with their applications.

It covers important concepts including neuro simulators, nano medicine, and nano materials.

Covers applications of nanotechnology in diverse fields including health sector, agriculture, energy sector, and electronics.

This reference text discusses recent advances in the field of nanotechnology with applications in the fields of electronics sector, agriculture, health services, smart cities, food industry, and energy sector in a comprehensive manner.

The text begins by discussing important concepts including bio nanotechnology, nano electronics, nano devices, nano medicine, and nano memories. It then comprehensively covers applications of nanotechnology in different areas including healthcare, energy sector, environment, security and defense, agriculture sector, food industry, automotive sector, smart cities, and Internet of Things (IoT).

Aimed at senior undergraduate, graduate students and professionals in the fields of electrical engineering, electronics engineering, nanoscience and nanotechnology, this text:

Discusses nano image sensors useful for imaging in medical and for security applications.

Covers advances in the field of nanotechnology with their applications.

It covers important concepts including neuro simulators, nano medicine, and nano materials.

Covers applications of nanotechnology in diverse fields including health sector, agriculture, energy sector, and electronics.

This reference textbook discusses low power designs for emerging applications. This book focuses on the research challenges associated with theory, design, and applications towards emerging Microelectronics and VLSI device design and developments, about low power consumptions. The advancements in large-scale integration technologies are principally responsible for the growth of the electronics industry.

This book is focused on senior undergraduates, graduate students, and professionals in the field of electrical and electronics engineering, nanotechnology. This book:

Discusses various low power techniques and applications for designing efficient circuits Covers advance nanodevices such as FinFETs, TFETs, CNTFETs Covers various emerging areas like Quantum-Dot Cellular Automata Circuits and FPGAs and sensors Discusses applications like memory design for low power applications using nanodevices

The number of options for ICs in control applications, telecommunications, high-performance computing, and consumer electronics continues to grow with the emergence of VLSI designs. Nanodevices have revolutionized the electronics market and human life; it has impacted individual life to make it more convenient. They are ruling every sector such as electronics, energy, biomedicine, food, environment, and communication. This book discusses various emerging low power applications using CMOS and other emerging nanodevices.

This reference textbook discusses low power designs for emerging applications. This book focuses on the research challenges associated with theory, design, and applications towards emerging Microelectronics and VLSI device design and developments, about low power consumptions. The advancements in large-scale integration technologies are principally responsible for the growth of the electronics industry.

This book is focused on senior undergraduates, graduate students, and professionals in the field of electrical and electronics engineering, nanotechnology. This book:

Discusses various low power techniques and applications for designing efficient circuits Covers advance nanodevices such as FinFETs, TFETs, CNTFETs Covers various emerging areas like Quantum-Dot Cellular Automata Circuits and FPGAs and sensors Discusses applications like memory design for low power applications using nanodevices

The number of options for ICs in control applications, telecommunications, high-performance computing, and consumer electronics continues to grow with the emergence of VLSI designs. Nanodevices have revolutionized the electronics market and human life; it has impacted individual life to make it more convenient. They are ruling every sector such as electronics, energy, biomedicine, food, environment, and communication. This book discusses various emerging low power applications using CMOS and other emerging nanodevices.

This reference text discusses recent advances in the field of nanotechnology with applications in the fields of electronics sector, agriculture, health services, smart cities, food industry, and energy sector in a comprehensive manner.The text begins by discussing important concepts including bio nanotechnology, nano electronics, nano devices, nano medicine, and nano memories. It then comprehensively covers applications of nanotechnology in different areas including healthcare, energy sector, environment, security and defense, agriculture sector, food industry, automotive sector, smart cities, and Internet of Things (IoT).Aimed at senior undergraduate, graduate students and professionals in the fields of electrical engineering, electronics engineering, nanoscience and nanotechnology, this text: Discusses nano image sensors useful for imaging in medical and for security applications. Covers advances in the field of nanotechnology with their applications. It covers important concepts including neuro simulators, nano medicine, and nano materials. Covers applications of nanotechnology in diverse fields including health sector, agriculture, energy sector, and electronics.

This reference text discusses recent advances in the field of nanotechnology with applications in the fields of electronics sector, agriculture, health services, smart cities, food industry, and energy sector in a comprehensive manner.The text begins by discussing important concepts including bio nanotechnology, nano electronics, nano devices, nano medicine, and nano memories. It then comprehensively covers applications of nanotechnology in different areas including healthcare, energy sector, environment, security and defense, agriculture sector, food industry, automotive sector, smart cities, and Internet of Things (IoT).Aimed at senior undergraduate, graduate students and professionals in the fields of electrical engineering, electronics engineering, nanoscience and nanotechnology, this text: Discusses nano image sensors useful for imaging in medical and for security applications. Covers advances in the field of nanotechnology with their applications. It covers important concepts including neuro simulators, nano medicine, and nano materials. Covers applications of nanotechnology in diverse fields including health sector, agriculture, energy sector, and electronics.

This reference textbook discusses low power designs for emerging applications. This book focuses on the research challenges associated with theory, design, and applications towards emerging Microelectronics and VLSI device design and developments, about low power consumptions. The advancements in large-scale integration technologies are principally responsible for the growth of the electronics industry.This book is focused on senior undergraduates, graduate students, and professionals in the field of electrical and electronics engineering, nanotechnology. This book:Discusses various low power techniques and applications for designing efficient circuitsCovers advance nanodevices such as FinFETs, TFETs, CNTFETsCovers various emerging areas like Quantum-Dot Cellular Automata Circuits and FPGAs and sensorsDiscusses applications like memory design for low power applications using nanodevicesThe number of options for ICs in control applications, telecommunications, high-performance computing, and consumer electronics continues to grow with the emergence of VLSI designs. Nanodevices have revolutionized the electronics market and human life; it has impacted individual life to make it more convenient. They are ruling every sector such as electronics, energy, biomedicine, food, environment, and communication. This book discusses various emerging low power applications using CMOS and other emerging nanodevices.

This reference textbook discusses low power designs for emerging applications. This book focuses on the research challenges associated with theory, design, and applications towards emerging Microelectronics and VLSI device design and developments, about low power consumptions. The advancements in large-scale integration technologies are principally responsible for the growth of the electronics industry.This book is focused on senior undergraduates, graduate students, and professionals in the field of electrical and electronics engineering, nanotechnology. This book:Discusses various low power techniques and applications for designing efficient circuitsCovers advance nanodevices such as FinFETs, TFETs, CNTFETsCovers various emerging areas like Quantum-Dot Cellular Automata Circuits and FPGAs and sensorsDiscusses applications like memory design for low power applications using nanodevicesThe number of options for ICs in control applications, telecommunications, high-performance computing, and consumer electronics continues to grow with the emergence of VLSI designs. Nanodevices have revolutionized the electronics market and human life; it has impacted individual life to make it more convenient. They are ruling every sector such as electronics, energy, biomedicine, food, environment, and communication. This book discusses various emerging low power applications using CMOS and other emerging nanodevices.

Featuring traditional knowledge, the book Phytoadaptogenic Properties of Medicinal Plants offers an insight into diverse medicinal plants with their inherent phytotherapeutic characteristics. Since the prehistoric era, botanicals have been enlisted at the uppermost ladder in the survival of human existence. Though modern medicinal systems remain vital, at times of challenges or pandemics botanicals continue to serve as front liners, supporting people’s health and well-being by regulating the body’s inherent five defense systems such as angiogenesis, regeneration, DNA and epigenetics, microbiome, and immune system.The medicinal plants function as phytoadaptogens due to their intrinsic ability to modulate stress, depressive-like behaviors, and other comorbidities. The inherent plant bioactive constituents and essential nutrients are warriors in combating health challenges and illnesses. They work extraordinarily beyond providing nutrition.Key Features:· Covering traditional medicinal plants with emphasis on phytoadaptogenic properties, bioactive constituents, dosage, mechanism of action, etc.· Scrutinizing the inherent ability of botanicals in managing stress, cognitive health, immune modulation, and associated disorders.· Highlighting “how to cater medicinal plants into food pyramid to achieve balanced diet” by providing preparation methods for herbal products, functional foods, and nutraceuticals.· Key insights on regulatory framework, safety, risk analysis, and market trends of herbal products.Indeed, this book could bridge the industry-academia gap by amalgamating scientific investigations with practical applications, highlighting the regulatory aspects, dosage, adverse effects, and available herbal products, and could be a good guide for researchers, healthcare professionals, herbalists, and other academicians.

Featuring traditional knowledge, the book Phytoadaptogenic Properties of Medicinal Plants offers an insight into diverse medicinal plants with their inherent phytotherapeutic characteristics. Since the prehistoric era, botanicals have been enlisted at the uppermost ladder in the survival of human existence. Though modern medicinal systems remain vital, at times of challenges or pandemics botanicals continue to serve as front liners, supporting people's health and well-being by regulating the body's inherent five defense systems such as angiogenesis, regeneration, DNA and epigenetics, microbiome, and immune system.The medicinal plants function as phytoadaptogens due to their intrinsic ability to modulate stress, depressive-like behaviors, and other comorbidities. The inherent plant bioactive constituents and essential nutrients are warriors in combating health challenges and illnesses. They work extraordinarily beyond providing nutrition.Key Features:* Covering traditional medicinal plants with emphasis on phytoadaptogenic properties, bioactive constituents, dosage, mechanism of action, etc.* Scrutinizing the inherent ability of botanicals in managing stress, cognitive health, immune modulation, and associated disorders.* Highlighting "e;how to cater medicinal plants into food pyramid to achieve balanced diet"e; by providing preparation methods for herbal products, functional foods, and nutraceuticals.* Key insights on regulatory framework, safety, risk analysis, and market trends of herbal products.Indeed, this book could bridge the industry-academia gap by amalgamating scientific investigations with practical applications, highlighting the regulatory aspects, dosage, adverse effects, and available herbal products, and could be a good guide for researchers, healthcare professionals, herbalists, and other academicians.

Featuring traditional knowledge, the book Phytoadaptogenic Properties of Medicinal Plants offers an insight into diverse medicinal plants with their inherent phytotherapeutic characteristics. Since the prehistoric era, botanicals have been enlisted at the uppermost ladder in the survival of human existence. Though modern medicinal systems remain vital, at times of challenges or pandemics botanicals continue to serve as front liners, supporting people's health and well-being by regulating the body's inherent five defense systems such as angiogenesis, regeneration, DNA and epigenetics, microbiome, and immune system.The medicinal plants function as phytoadaptogens due to their intrinsic ability to modulate stress, depressive-like behaviors, and other comorbidities. The inherent plant bioactive constituents and essential nutrients are warriors in combating health challenges and illnesses. They work extraordinarily beyond providing nutrition.Key Features:* Covering traditional medicinal plants with emphasis on phytoadaptogenic properties, bioactive constituents, dosage, mechanism of action, etc.* Scrutinizing the inherent ability of botanicals in managing stress, cognitive health, immune modulation, and associated disorders.* Highlighting "e;how to cater medicinal plants into food pyramid to achieve balanced diet"e; by providing preparation methods for herbal products, functional foods, and nutraceuticals.* Key insights on regulatory framework, safety, risk analysis, and market trends of herbal products.Indeed, this book could bridge the industry-academia gap by amalgamating scientific investigations with practical applications, highlighting the regulatory aspects, dosage, adverse effects, and available herbal products, and could be a good guide for researchers, healthcare professionals, herbalists, and other academicians.

The text presents a compilation of research and methodologies at the intersection of thermal imaging, medical diagnostics, and artificial intelligence for noninvasive early disease detection, diagnosis, and monitoring across a spectrum of medical conditions. It highlights the importance of using the latest technologies to improve performance, productivity, efficiency, and security in healthcare without sacrificing reliability or accessibility. The structured chapters provide both foundational and advanced insights into the use of infrared thermography in breast thermogram analysis, osteoporosis detection, cancer research, diabetic neuropathy, oral cancer, and skin lesions, emphasizing how computational intelligence augments diagnostic precision.This book: Covers the application of thermograms in the early detection of various diseases using faster and more efficient image processing and intelligent classification algorithms. Discusses the use of different image processing methods in thermal imaging applications to diagnose various medical issues. Focuses on implementing the latest artificial intelligence techniques including machine learning to automate the decisions based on thermograms to aid medical experts in quick and effective diagnosis with early detection of diseases. Presents an in-depth analysis of the application of infrared thermal imaging in the diagnosis of specific diseases like cancer, osteoporosis, skin lesions, and diabetic neuropathy focusing on the computational techniques. It is primarily written for senior undergraduates, graduate students, and academic researchers in medicine, bioengineering, electrical engineering, electronics and communications engineering, computer science engineering, and biomedical engineering.

The text presents a compilation of research and methodologies at the intersection of thermal imaging, medical diagnostics, and artificial intelligence for noninvasive early disease detection, diagnosis, and monitoring across a spectrum of medical conditions. It highlights the importance of using the latest technologies to improve performance, productivity, efficiency, and security in healthcare without sacrificing reliability or accessibility. The structured chapters provide both foundational and advanced insights into the use of infrared thermography in breast thermogram analysis, osteoporosis detection, cancer research, diabetic neuropathy, oral cancer, and skin lesions, emphasizing how computational intelligence augments diagnostic precision.This book: Covers the application of thermograms in the early detection of various diseases using faster and more efficient image processing and intelligent classification algorithms. Discusses the use of different image processing methods in thermal imaging applications to diagnose various medical issues. Focuses on implementing the latest artificial intelligence techniques including machine learning to automate the decisions based on thermograms to aid medical experts in quick and effective diagnosis with early detection of diseases. Presents an in-depth analysis of the application of infrared thermal imaging in the diagnosis of specific diseases like cancer, osteoporosis, skin lesions, and diabetic neuropathy focusing on the computational techniques. It is primarily written for senior undergraduates, graduate students, and academic researchers in medicine, bioengineering, electrical engineering, electronics and communications engineering, computer science engineering, and biomedical engineering.

This book explores the promising potential of plant and microbe-derived compounds in drug discovery, offering insights into safer alternatives to synthetic drugs and highlighting the vital role of natural products in treating diseases with fewer side effects. Plants and microbes are a promising source for natural products with the potential to play a major role in drug discovery. Due to advances in the fields of science, technology, engineering, and medicine, the commercial pharmaceutical industry is growing across the globe. Currently, allopathy uses synthetic pharmaceutical drugs for the treatment of diseases, but this practice also exposes patients to significant side effects. Since ancient times, other systems of medicine have been developed that utilize plant-based extracts and molecules to treat various diseases with fewer side effects. While changes in lifestyle, including diet, have had a significant impact on the increased risks of various diseases, there is substantial scientific evidence, both epidemiological and experimental, that vegetables and fruits are key features of diets associated with lower risks of diseases such as cancers and infections. These efforts to identify and create medications from plants are leading to increased manufacturing for larger clinical trials. The continuing scientific research of medicinal plants will undoubtedly provide a wealth of novel, structurally varied, bioactive chemicals. This edited volume provides an overview of various medical systems, with a special focus on microbial and plant-based drug molecules for treating communicable and non-communicable diseases, making it an invaluable resource for researchers, scientists, and practitioners interested in the potential of plant- and microbe-derived secondary metabolites in the ongoing search for innovative, effective, and safer medicines. Readers will find this book: Provides an overview of different types of sources and drug molecules used in allopathic, homeopathic, ayurvedic, Chinese, and Unani systems of medicine;Highlights past and current methods of alternative, complementary, folklore, and integrative medicines;Discusses the benefits and side effects of the drug molecules used in different systems of medicine at the global level;Explores microbial and plant-based drug molecules for treating various communicable and non-communicable diseases.Audience Researchers, academics, industry, and governmental experts working in the fields of natural science, natural products, synthetic chemistry, pharmacology, and medicinal chemistry.

This book explores the promising potential of plant and microbe-derived compounds in drug discovery, offering insights into safer alternatives to synthetic drugs and highlighting the vital role of natural products in treating diseases with fewer side effects. Plants and microbes are a promising source for natural products with the potential to play a major role in drug discovery. Due to advances in the fields of science, technology, engineering, and medicine, the commercial pharmaceutical industry is growing across the globe. Currently, allopathy uses synthetic pharmaceutical drugs for the treatment of diseases, but this practice also exposes patients to significant side effects. Since ancient times, other systems of medicine have been developed that utilize plant-based extracts and molecules to treat various diseases with fewer side effects. While changes in lifestyle, including diet, have had a significant impact on the increased risks of various diseases, there is substantial scientific evidence, both epidemiological and experimental, that vegetables and fruits are key features of diets associated with lower risks of diseases such as cancers and infections. These efforts to identify and create medications from plants are leading to increased manufacturing for larger clinical trials. The continuing scientific research of medicinal plants will undoubtedly provide a wealth of novel, structurally varied, bioactive chemicals. This edited volume provides an overview of various medical systems, with a special focus on microbial and plant-based drug molecules for treating communicable and non-communicable diseases, making it an invaluable resource for researchers, scientists, and practitioners interested in the potential of plant- and microbe-derived secondary metabolites in the ongoing search for innovative, effective, and safer medicines. Readers will find this book: Provides an overview of different types of sources and drug molecules used in allopathic, homeopathic, ayurvedic, Chinese, and Unani systems of medicine; Highlights past and current methods of alternative, complementary, folklore, and integrative medicines; Discusses the benefits and side effects of the drug molecules used in different systems of medicine at the global level; Explores microbial and plant-based drug molecules for treating various communicable and non-communicable diseases. Audience Researchers, academics, industry, and governmental experts working in the fields of natural science, natural products, synthetic chemistry, pharmacology, and medicinal chemistry.

This book explores the promising potential of plant and microbe-derived compounds in drug discovery, offering insights into safer alternatives to synthetic drugs and highlighting the vital role of natural products in treating diseases with fewer side effects.

Plants and microbes are a promising source for natural products with the potential to play a major role in drug discovery. Due to advances in the fields of science, technology, engineering, and medicine, the commercial pharmaceutical industry is growing across the globe. Currently, allopathy uses synthetic pharmaceutical drugs for the treatment of diseases, but this practice also exposes patients to significant side effects. Since ancient times, other systems of medicine have been developed that utilize plant-based extracts and molecules to treat various diseases with fewer side effects. While changes in lifestyle, including diet, have had a significant impact on the increased risks of various diseases, there is substantial scientific evidence, both epidemiological and experimental, that vegetables and fruits are key features of diets associated with lower risks of diseases such as cancers and infections. These efforts to identify and create medications from plants are leading to increased manufacturing for larger clinical trials. The continuing scientific research of medicinal plants will undoubtedly provide a wealth of novel, structurally varied, bioactive chemicals. This edited volume provides an overview of various medical systems, with a special focus on microbial and plant-based drug molecules for treating communicable and non-communicable diseases, making it an invaluable resource for researchers, scientists, and practitioners interested in the potential of plant- and microbe-derived secondary metabolites in the ongoing search for innovative, effective, and safer medicines.

Readers will find this book:

Provides an overview of different types of sources and drug molecules used in allopathic, homeopathic, ayurvedic, Chinese, and Unani systems of medicine; Highlights past and current methods of alternative, complementary, folklore, and integrative medicines; Discusses the benefits and side effects of the drug molecules used in different systems of medicine at the global level; Explores microbial and plant-based drug molecules for treating various communicable and non-communicable diseases.

Audience

Researchers, academics, industry, and governmental experts working in the fields of natural science, natural products, synthetic chemistry, pharmacology, and medicinal chemistry.

Comprehensive resource covering tools and techniques used for predictive analytics with practical applications across various industries Intelligent Techniques for Predictive Data Analytics provides an in-depth introduction of the tools and techniques used for predictive analytics, covering applications in cyber security, network security, data mining, and machine learning across various industries. Each chapter offers a brief introduction on the subject to make the text accessible regardless of background knowledge. Readers will gain a clear understanding of how to use data processing, classification, and analysis to support strategic decisions, such as optimizing marketing strategies and customer relationship management and recommendation systems, improving general business operations, and predicting occurrence of chronic diseases for better patient management. Traditional data analytics uses dashboards to illustrate trends and outliers, but with large data sets, this process is labor-intensive and time-consuming. This book provides everything readers need to save time by performing deep, efficient analysis without human bias and time constraints. A section on current challenges in the field is also included. Intelligent Techniques for Predictive Data Analytics covers sample topics such as: Models to choose from in predictive modeling, including classification, clustering, forecast, outlier, and time series models Price forecasting, quality optimization, and insect and disease plant and monitoring in agriculture Fraud detection and prevention, credit scoring, financial planning, and customer analytics Big data in smart grids, smart grid analytics, and predictive smart grid quality monitoring, maintenance, and load forecasting Management of uncertainty in predictive data analytics and probable future developments in the fieldIntelligent Techniques for Predictive Data Analytics is an essential resource on the subject for professionals and researchers working in data science or data management seeking to understand the different models of predictive analytics, along with graduate students studying data science courses and professionals and academics new to the field.

Comprehensive resource covering tools and techniques used for predictive analytics with practical applications across various industries

Intelligent Techniques for Predictive Data Analytics provides an in-depth introduction of the tools and techniques used for predictive analytics, covering applications in cyber security, network security, data mining, and machine learning across various industries. Each chapter offers a brief introduction on the subject to make the text accessible regardless of background knowledge.

Readers will gain a clear understanding of how to use data processing, classification, and analysis to support strategic decisions, such as optimizing marketing strategies and customer relationship management and recommendation systems, improving general business operations, and predicting occurrence of chronic diseases for better patient management.

Traditional data analytics uses dashboards to illustrate trends and outliers, but with large data sets, this process is labor-intensive and time-consuming. This book provides everything readers need to save time by performing deep, efficient analysis without human bias and time constraints. A section on current challenges in the field is also included.

Intelligent Techniques for Predictive Data Analytics covers sample topics such as:

Models to choose from in predictive modeling, including classification, clustering, forecast, outlier, and time series models Price forecasting, quality optimization, and insect and disease plant and monitoring in agriculture Fraud detection and prevention, credit scoring, financial planning, and customer analytics Big data in smart grids, smart grid analytics, and predictive smart grid quality monitoring, maintenance, and load forecasting Management of uncertainty in predictive data analytics and probable future developments in the field

Intelligent Techniques for Predictive Data Analytics is an essential resource on the subject for professionals and researchers working in data science or data management seeking to understand the different models of predictive analytics, along with graduate students studying data science courses and professionals and academics new to the field.

Comprehensive resource covering tools and techniques used for predictive analytics with practical applications across various industries

Intelligent Techniques for Predictive Data Analytics provides an in-depth introduction of the tools and techniques used for predictive analytics, covering applications in cyber security, network security, data mining, and machine learning across various industries. Each chapter offers a brief introduction on the subject to make the text accessible regardless of background knowledge.

Readers will gain a clear understanding of how to use data processing, classification, and analysis to support strategic decisions, such as optimizing marketing strategies and customer relationship management and recommendation systems, improving general business operations, and predicting occurrence of chronic diseases for better patient management.

Traditional data analytics uses dashboards to illustrate trends and outliers, but with large data sets, this process is labor-intensive and time-consuming. This book provides everything readers need to save time by performing deep, efficient analysis without human bias and time constraints. A section on current challenges in the field is also included.

Intelligent Techniques for Predictive Data Analytics covers sample topics such as:

Models to choose from in predictive modeling, including classification, clustering, forecast, outlier, and time series models Price forecasting, quality optimization, and insect and disease plant and monitoring in agriculture Fraud detection and prevention, credit scoring, financial planning, and customer analytics Big data in smart grids, smart grid analytics, and predictive smart grid quality monitoring, maintenance, and load forecasting Management of uncertainty in predictive data analytics and probable future developments in the field

Intelligent Techniques for Predictive Data Analytics is an essential resource on the subject for professionals and researchers working in data science or data management seeking to understand the different models of predictive analytics, along with graduate students studying data science courses and professionals and academics new to the field.